id sid tid token lemma pos crl-16142 1 1 128 128 NUM crl-16142 1 2 the the DET crl-16142 1 3 academic academic ADJ crl-16142 1 4 library library NOUN crl-16142 1 5 impact impact NOUN crl-16142 1 6 on on ADP crl-16142 1 7 student student NOUN crl-16142 1 8 persistence persistence NOUN crl-16142 1 9 mark mark NOUN crl-16142 1 10 emmons emmon NOUN crl-16142 1 11 and and CCONJ crl-16142 1 12 frances frances PROPN crl-16142 1 13 c. c. PROPN crl-16142 1 14 wilkinson wilkinson PROPN crl-16142 1 15 mark mark PROPN crl-16142 1 16 emmons emmon NOUN crl-16142 1 17 is be AUX crl-16142 1 18 associate associate ADJ crl-16142 1 19 professor professor NOUN crl-16142 1 20 and and CCONJ crl-16142 1 21 coordinator coordinator NOUN crl-16142 1 22 , , PUNCT crl-16142 1 23 information information NOUN crl-16142 1 24 literacy literacy NOUN crl-16142 1 25 & & CCONJ crl-16142 1 26 instruction instruction NOUN crl-16142 1 27 services service NOUN crl-16142 1 28 , , PUNCT crl-16142 1 29 and and CCONJ crl-16142 1 30 frances france VERB crl-16142 1 31 c. c. PROPN crl-16142 1 32 wilkinson wilkinson PROPN crl-16142 1 33 is be AUX crl-16142 1 34 professor professor NOUN crl-16142 1 35 and and CCONJ crl-16142 1 36 deputy deputy NOUN crl-16142 1 37 dean dean NOUN crl-16142 1 38 of of ADP crl-16142 1 39 university university NOUN crl-16142 1 40 libraries library NOUN crl-16142 1 41 at at ADP crl-16142 1 42 the the DET crl-16142 1 43 university university PROPN crl-16142 1 44 of of ADP crl-16142 1 45 new new PROPN crl-16142 1 46 mexico mexico PROPN crl-16142 1 47 ; ; PUNCT crl-16142 1 48 e e X crl-16142 1 49 - - NOUN crl-16142 1 50 mail mail NOUN crl-16142 1 51 : : PUNCT crl-16142 1 52 emmons@unm.edu emmons@unm.edu NOUN crl-16142 1 53 and and CCONJ crl-16142 1 54 fwilkins@unm.edu fwilkins@unm.edu ADV crl-16142 1 55 . . PUNCT crl-16142 2 1 © © ADJ crl-16142 2 2 mark mark NOUN crl-16142 2 3 emmons emmon NOUN crl-16142 2 4 and and CCONJ crl-16142 2 5 frances france NOUN crl-16142 2 6 c. c. PROPN crl-16142 2 7 wilkinson wilkinson PROPN crl-16142 2 8 what what DET crl-16142 2 9 impact impact NOUN crl-16142 2 10 does do AUX crl-16142 2 11 the the DET crl-16142 2 12 academic academic ADJ crl-16142 2 13 library library NOUN crl-16142 2 14 have have VERB crl-16142 2 15 on on ADP crl-16142 2 16 student student NOUN crl-16142 2 17 persistence persistence NOUN crl-16142 2 18 ? ? PUNCT crl-16142 3 1 this this DET crl-16142 3 2 study study NOUN crl-16142 3 3 explores explore VERB crl-16142 3 4 the the DET crl-16142 3 5 relationship relationship NOUN crl-16142 3 6 between between ADP crl-16142 3 7 traditional traditional ADJ crl-16142 3 8 library library NOUN crl-16142 3 9 input input NOUN crl-16142 3 10 and and CCONJ crl-16142 3 11 output output NOUN crl-16142 3 12 measures measure NOUN crl-16142 3 13 of of ADP crl-16142 3 14 staff staff NOUN crl-16142 3 15 , , PUNCT crl-16142 3 16 collections collection NOUN crl-16142 3 17 , , PUNCT crl-16142 3 18 use use NOUN crl-16142 3 19 , , PUNCT crl-16142 3 20 and and CCONJ crl-16142 3 21 services service NOUN crl-16142 3 22 with with ADP crl-16142 3 23 fall fall NOUN crl-16142 3 24 - - PUNCT crl-16142 3 25 to to ADP crl-16142 3 26 - - PUNCT crl-16142 3 27 fall fall NOUN crl-16142 3 28 retention retention NOUN crl-16142 3 29 and and CCONJ crl-16142 3 30 six six NUM crl-16142 3 31 - - PUNCT crl-16142 3 32 year year NOUN crl-16142 3 33 graduation graduation NOUN crl-16142 3 34 rates rate NOUN crl-16142 3 35 at at ADP crl-16142 3 36 association association NOUN crl-16142 3 37 of of ADP crl-16142 3 38 research research NOUN crl-16142 3 39 libraries librarie VERB crl-16142 3 40 member member NOUN crl-16142 3 41 libraries library NOUN crl-16142 3 42 . . PUNCT crl-16142 4 1 when when SCONJ crl-16142 4 2 controlling control VERB crl-16142 4 3 for for ADP crl-16142 4 4 race race NOUN crl-16142 4 5 / / SYM crl-16142 4 6 ethnicity ethnicity NOUN crl-16142 4 7 and and CCONJ crl-16142 4 8 socioeconomic socioeconomic ADJ crl-16142 4 9 status status NOUN crl-16142 4 10 , , PUNCT crl-16142 4 11 a a DET crl-16142 4 12 linear linear ADJ crl-16142 4 13 regression regression NOUN crl-16142 4 14 finds find VERB crl-16142 4 15 that that SCONJ crl-16142 4 16 a a DET crl-16142 4 17 change change NOUN crl-16142 4 18 in in ADP crl-16142 4 19 the the DET crl-16142 4 20 ratio ratio NOUN crl-16142 4 21 of of ADP crl-16142 4 22 library library NOUN crl-16142 4 23 professional professional ADJ crl-16142 4 24 staff staff NOUN crl-16142 4 25 to to ADP crl-16142 4 26 students student NOUN crl-16142 4 27 predicts predict VERB crl-16142 4 28 a a DET crl-16142 4 29 statistically statistically ADV crl-16142 4 30 significant significant ADJ crl-16142 4 31 positive positive ADJ crl-16142 4 32 relationship relationship NOUN crl-16142 4 33 with with ADP crl-16142 4 34 both both PRON crl-16142 4 35 retention retention NOUN crl-16142 4 36 and and CCONJ crl-16142 4 37 graduation graduation NOUN crl-16142 4 38 rates rate NOUN crl-16142 4 39 . . PUNCT crl-16142 5 1 hat hat NOUN crl-16142 5 2 impact impact NOUN crl-16142 5 3 does do AUX crl-16142 5 4 the the DET crl-16142 5 5 academic academic ADJ crl-16142 5 6 library library NOUN crl-16142 5 7 have have VERB crl-16142 5 8 on on ADP crl-16142 5 9 student student NOUN crl-16142 5 10 success success NOUN crl-16142 5 11 ? ? PUNCT crl-16142 6 1 based base VERB crl-16142 6 2 on on ADP crl-16142 6 3 our our PRON crl-16142 6 4 years year NOUN crl-16142 6 5 of of ADP crl-16142 6 6 experience experience NOUN crl-16142 6 7 as as ADP crl-16142 6 8 academic academic ADJ crl-16142 6 9 librarians librarian NOUN crl-16142 6 10 and and CCONJ crl-16142 6 11 reading read VERB crl-16142 6 12 the the DET crl-16142 6 13 library library NOUN crl-16142 6 14 literature literature NOUN crl-16142 6 15 , , PUNCT crl-16142 6 16 we we PRON crl-16142 6 17 had have VERB crl-16142 6 18 a a DET crl-16142 6 19 sense sense NOUN crl-16142 6 20 that that SCONJ crl-16142 6 21 the the DET crl-16142 6 22 vast vast ADJ crl-16142 6 23 majority majority NOUN crl-16142 6 24 of of ADP crl-16142 6 25 the the DET crl-16142 6 26 published publish VERB crl-16142 6 27 library library NOUN crl-16142 6 28 research research NOUN crl-16142 6 29 literature literature NOUN crl-16142 6 30 emphasizes emphasize VERB crl-16142 6 31 input input NOUN crl-16142 6 32 / / SYM crl-16142 6 33 output output NOUN crl-16142 6 34 measures measure NOUN crl-16142 6 35 and and CCONJ crl-16142 6 36 program program NOUN crl-16142 6 37 evaluation evaluation NOUN crl-16142 6 38 rather rather ADV crl-16142 6 39 than than ADP crl-16142 6 40 library library NOUN crl-16142 6 41 impact impact NOUN crl-16142 6 42 , , PUNCT crl-16142 6 43 that that SCONJ crl-16142 6 44 the the DET crl-16142 6 45 importance importance NOUN crl-16142 6 46 of of ADP crl-16142 6 47 the the DET crl-16142 6 48 library library NOUN crl-16142 6 49 to to ADP crl-16142 6 50 the the DET crl-16142 6 51 campus campus NOUN crl-16142 6 52 is be AUX crl-16142 6 53 often often ADV crl-16142 6 54 assumed assume VERB crl-16142 6 55 , , PUNCT crl-16142 6 56 and and CCONJ crl-16142 6 57 that that SCONJ crl-16142 6 58 very very ADV crl-16142 6 59 little little ADJ crl-16142 6 60 is be AUX crl-16142 6 61 published publish VERB crl-16142 6 62 on on ADP crl-16142 6 63 the the DET crl-16142 6 64 library library NOUN crl-16142 6 65 ’s ’s PART crl-16142 6 66 contributions contribution NOUN crl-16142 6 67 to to ADP crl-16142 6 68 institutional institutional ADJ crl-16142 6 69 goals goal NOUN crl-16142 6 70 . . PUNCT crl-16142 7 1 powell1 powell1 ADJ crl-16142 7 2 and and CCONJ crl-16142 7 3 gratch gratch NOUN crl-16142 7 4 - - PUNCT crl-16142 7 5 lindauer2 lindauer2 NOUN crl-16142 7 6 each each DET crl-16142 7 7 conducted conduct VERB crl-16142 7 8 literature literature NOUN crl-16142 7 9 reviews review NOUN crl-16142 7 10 that that PRON crl-16142 7 11 confirmed confirm VERB crl-16142 7 12 our our PRON crl-16142 7 13 experiences experience NOUN crl-16142 7 14 . . PUNCT crl-16142 8 1 powell powell PROPN crl-16142 8 2 reviewed review VERB crl-16142 8 3 the the DET crl-16142 8 4 research research NOUN crl-16142 8 5 literature literature NOUN crl-16142 8 6 on on ADP crl-16142 8 7 the the DET crl-16142 8 8 impact impact NOUN crl-16142 8 9 that that SCONJ crl-16142 8 10 student student NOUN crl-16142 8 11 use use NOUN crl-16142 8 12 of of ADP crl-16142 8 13 the the DET crl-16142 8 14 academic academic ADJ crl-16142 8 15 library library NOUN crl-16142 8 16 has have VERB crl-16142 8 17 on on ADP crl-16142 8 18 academic academic ADJ crl-16142 8 19 performance performance NOUN crl-16142 8 20 . . PUNCT crl-16142 9 1 he he PRON crl-16142 9 2 found find VERB crl-16142 9 3 that that SCONJ crl-16142 9 4 few few ADJ crl-16142 9 5 studies study NOUN crl-16142 9 6 focus focus VERB crl-16142 9 7 on on ADP crl-16142 9 8 impact impact NOUN crl-16142 9 9 , , PUNCT crl-16142 9 10 with with ADP crl-16142 9 11 most most ADJ crl-16142 9 12 focusing focus VERB crl-16142 9 13 on on ADP crl-16142 9 14 input input NOUN crl-16142 9 15 and and CCONJ crl-16142 9 16 output output NOUN crl-16142 9 17 or or CCONJ crl-16142 9 18 outcome outcome NOUN crl-16142 9 19 measures measure NOUN crl-16142 9 20 . . PUNCT crl-16142 10 1 he he PRON crl-16142 10 2 cited cite VERB crl-16142 10 3 impact impact NOUN crl-16142 10 4 studies study NOUN crl-16142 10 5 that that PRON crl-16142 10 6 correlate correlate VERB crl-16142 10 7 academic academic ADJ crl-16142 10 8 library library NOUN crl-16142 10 9 use use NOUN crl-16142 10 10 and and CCONJ crl-16142 10 11 library library NOUN crl-16142 10 12 skills skill NOUN crl-16142 10 13 with with ADP crl-16142 10 14 lower low ADJ crl-16142 10 15 attrition attrition NOUN crl-16142 10 16 rates rate NOUN crl-16142 10 17 and and CCONJ crl-16142 10 18 student student NOUN crl-16142 10 19 persistence persistence NOUN crl-16142 10 20 , , PUNCT crl-16142 10 21 higher high ADJ crl-16142 10 22 grades grade NOUN crl-16142 10 23 and and CCONJ crl-16142 10 24 gre gre VERB crl-16142 10 25 scores score NOUN crl-16142 10 26 , , PUNCT crl-16142 10 27 and and CCONJ crl-16142 10 28 savings saving NOUN crl-16142 10 29 in in ADP crl-16142 10 30 faculty faculty NOUN crl-16142 10 31 time.3 time.3 NOUN crl-16142 10 32 six six NUM crl-16142 10 33 years year NOUN crl-16142 10 34 later later ADV crl-16142 10 35 , , PUNCT crl-16142 10 36 gratch gratch NOUN crl-16142 10 37 - - PUNCT crl-16142 10 38 lindauer lindauer NOUN crl-16142 10 39 found find VERB crl-16142 10 40 little little ADJ crl-16142 10 41 had have AUX crl-16142 10 42 changed change VERB crl-16142 10 43 with with ADP crl-16142 10 44 the the DET crl-16142 10 45 majority majority NOUN crl-16142 10 46 of of ADP crl-16142 10 47 research research NOUN crl-16142 10 48 “ " PUNCT crl-16142 10 49 measuring measure VERB crl-16142 10 50 inputs input NOUN crl-16142 10 51 , , PUNCT crl-16142 10 52 processes process NOUN crl-16142 10 53 , , PUNCT crl-16142 10 54 and and CCONJ crl-16142 10 55 outputs output NOUN crl-16142 10 56 . . PUNCT crl-16142 11 1 however however ADV crl-16142 11 2 , , PUNCT crl-16142 11 3 almost almost ADV crl-16142 11 4 none none NOUN crl-16142 11 5 of of ADP crl-16142 11 6 these these DET crl-16142 11 7 publications publication NOUN crl-16142 11 8 provide provide VERB crl-16142 11 9 measures measure NOUN crl-16142 11 10 or or CCONJ crl-16142 11 11 methods method NOUN crl-16142 11 12 for for ADP crl-16142 11 13 assessing assess VERB crl-16142 11 14 the the DET crl-16142 11 15 impact impact NOUN crl-16142 11 16 of of ADP crl-16142 11 17 academic academic ADJ crl-16142 11 18 libraries library NOUN crl-16142 11 19 on on ADP crl-16142 11 20 campuswide campuswide NOUN crl-16142 11 21 educational educational ADJ crl-16142 11 22 outcomes outcome NOUN crl-16142 11 23 . . PUNCT crl-16142 11 24 ”4 ”4 SPACE crl-16142 12 1 the the DET crl-16142 12 2 main main ADJ crl-16142 12 3 purpose purpose NOUN crl-16142 12 4 of of ADP crl-16142 12 5 gratch gratch NOUN crl-16142 12 6 - - PUNCT crl-16142 12 7 lindauer lindauer NOUN crl-16142 12 8 ’s ’s PART crl-16142 12 9 literature literature NOUN crl-16142 12 10 review review NOUN crl-16142 12 11 was be AUX crl-16142 12 12 to to PART crl-16142 12 13 make make VERB crl-16142 12 14 a a DET crl-16142 12 15 case case NOUN crl-16142 12 16 for for ADP crl-16142 12 17 assessing assess VERB crl-16142 12 18 a a DET crl-16142 12 19 library library NOUN crl-16142 12 20 ’s ’s PART crl-16142 12 21 impact impact NOUN crl-16142 12 22 instead instead ADV crl-16142 12 23 of of ADP crl-16142 12 24 making make VERB crl-16142 12 25 simple simple ADJ crl-16142 12 26 input input NOUN crl-16142 12 27 and and CCONJ crl-16142 12 28 output output NOUN crl-16142 12 29 measures measure NOUN crl-16142 12 30 and and CCONJ crl-16142 12 31 to to PART crl-16142 12 32 uncover uncover VERB crl-16142 12 33 valued value VERB crl-16142 12 34 institutional institutional ADJ crl-16142 12 35 outcomes outcome NOUN crl-16142 12 36 in in ADP crl-16142 12 37 the the DET crl-16142 12 38 areas area NOUN crl-16142 12 39 of of ADP crl-16142 12 40 infrastructure infrastructure NOUN crl-16142 12 41 , , PUNCT crl-16142 12 42 access access NOUN crl-16142 12 43 , , PUNCT crl-16142 12 44 institutional institutional ADJ crl-16142 12 45 viability viability NOUN crl-16142 12 46 , , PUNCT crl-16142 12 47 librarian librarian ADJ crl-16142 12 48 teaching teaching NOUN crl-16142 12 49 effectiveness effectiveness NOUN crl-16142 12 50 and and CCONJ crl-16142 12 51 scholarly scholarly ADJ crl-16142 12 52 productivity productivity NOUN crl-16142 12 53 , , PUNCT crl-16142 12 54 and and CCONJ crl-16142 12 55 impact impact NOUN crl-16142 12 56 on on ADP crl-16142 12 57 learning learn VERB crl-16142 12 58 outcomes.5 outcomes.5 PROPN crl-16142 12 59 powell powell NOUN crl-16142 12 60 and and CCONJ crl-16142 12 61 gratch gratch NOUN crl-16142 12 62 - - PUNCT crl-16142 12 63 lindauer lindauer NOUN crl-16142 12 64 were be AUX crl-16142 12 65 forerunners forerunner NOUN crl-16142 12 66 of of ADP crl-16142 12 67 a a DET crl-16142 12 68 larger large ADJ crl-16142 12 69 movement movement NOUN crl-16142 12 70 in in ADP crl-16142 12 71 academic academic ADJ crl-16142 12 72 libraries library NOUN crl-16142 12 73 to to PART crl-16142 12 74 find find VERB crl-16142 12 75 different different ADJ crl-16142 12 76 ways way NOUN crl-16142 12 77 of of ADP crl-16142 12 78 measuring measure VERB crl-16142 12 79 library library NOUN crl-16142 12 80 success success NOUN crl-16142 12 81 . . PUNCT crl-16142 13 1 in in ADP crl-16142 13 2 the the DET crl-16142 13 3 1990s 1990s NUM crl-16142 13 4 , , PUNCT crl-16142 13 5 librarians librarian NOUN crl-16142 13 6 began begin VERB crl-16142 13 7 to to PART crl-16142 13 8 call call VERB crl-16142 13 9 for for ADP crl-16142 13 10 measures measure NOUN crl-16142 13 11 that that PRON crl-16142 13 12 reflected reflect VERB crl-16142 13 13 more more ADJ crl-16142 13 14 than than ADP crl-16142 13 15 just just ADV crl-16142 13 16 input input NOUN crl-16142 13 17 / / SYM crl-16142 13 18 output output NOUN crl-16142 13 19 measures measure NOUN crl-16142 13 20 , , PUNCT crl-16142 13 21 crl-74r1 crl-74r1 VERB crl-16142 13 22 the the DET crl-16142 13 23 academic academic ADJ crl-16142 13 24 library library NOUN crl-16142 13 25 impact impact NOUN crl-16142 13 26 on on ADP crl-16142 13 27 student student NOUN crl-16142 13 28 persistence persistence NOUN crl-16142 13 29 129 129 NUM crl-16142 13 30 such such ADJ crl-16142 13 31 as as ADP crl-16142 13 32 number number NOUN crl-16142 13 33 of of ADP crl-16142 13 34 volumes volume NOUN crl-16142 13 35 held hold VERB crl-16142 13 36 , , PUNCT crl-16142 13 37 items item NOUN crl-16142 13 38 circulated circulate VERB crl-16142 13 39 , , PUNCT crl-16142 13 40 and and CCONJ crl-16142 13 41 questions question NOUN crl-16142 13 42 asked ask VERB crl-16142 13 43 . . PUNCT crl-16142 14 1 national national ADJ crl-16142 14 2 organizations organization NOUN crl-16142 14 3 such such ADJ crl-16142 14 4 as as ADP crl-16142 14 5 the the DET crl-16142 14 6 association association NOUN crl-16142 14 7 of of ADP crl-16142 14 8 research research NOUN crl-16142 14 9 libraries library NOUN crl-16142 14 10 ( ( PUNCT crl-16142 14 11 arl arl PROPN crl-16142 14 12 ) ) PUNCT crl-16142 14 13 and and CCONJ crl-16142 14 14 the the DET crl-16142 14 15 association association NOUN crl-16142 14 16 of of ADP crl-16142 14 17 college college PROPN crl-16142 14 18 & & CCONJ crl-16142 14 19 research research PROPN crl-16142 14 20 libraries library NOUN crl-16142 14 21 ( ( PUNCT crl-16142 14 22 acrl acrl ADV crl-16142 14 23 ) ) PUNCT crl-16142 14 24 began begin VERB crl-16142 14 25 to to PART crl-16142 14 26 create create VERB crl-16142 14 27 measures measure NOUN crl-16142 14 28 that that PRON crl-16142 14 29 focused focus VERB crl-16142 14 30 on on ADP crl-16142 14 31 outcomes outcome NOUN crl-16142 14 32 . . PUNCT crl-16142 15 1 accrediting accredit VERB crl-16142 15 2 agencies agency NOUN crl-16142 15 3 followed follow VERB crl-16142 15 4 suit suit NOUN crl-16142 15 5 with with ADP crl-16142 15 6 standards standard NOUN crl-16142 15 7 requiring require VERB crl-16142 15 8 outcomes outcome NOUN crl-16142 15 9 from from ADP crl-16142 15 10 libraries library NOUN crl-16142 15 11 . . PUNCT crl-16142 16 1 the the DET crl-16142 16 2 common common ADJ crl-16142 16 3 theme theme NOUN crl-16142 16 4 behind behind ADP crl-16142 16 5 all all PRON crl-16142 16 6 of of ADP crl-16142 16 7 these these DET crl-16142 16 8 initiatives initiative NOUN crl-16142 16 9 was be AUX crl-16142 16 10 a a DET crl-16142 16 11 call call NOUN crl-16142 16 12 for for ADP crl-16142 16 13 accountability accountability NOUN crl-16142 16 14 . . PUNCT crl-16142 17 1 the the DET crl-16142 17 2 arl arl NOUN crl-16142 17 3 commissioned commission VERB crl-16142 17 4 at at ADP crl-16142 17 5 least least ADV crl-16142 17 6 two two NUM crl-16142 17 7 studies study NOUN crl-16142 17 8 . . PUNCT crl-16142 18 1 smith smith PROPN crl-16142 18 2 advised advise VERB crl-16142 18 3 that that SCONJ crl-16142 18 4 libraries library NOUN crl-16142 18 5 replace replace VERB crl-16142 18 6 input input NOUN crl-16142 18 7 / / SYM crl-16142 18 8 output output NOUN crl-16142 18 9 measures measure NOUN crl-16142 18 10 with with ADP crl-16142 18 11 student student NOUN crl-16142 18 12 learning learn VERB crl-16142 18 13 outcomes outcome NOUN crl-16142 18 14 . . PUNCT crl-16142 19 1 he he PRON crl-16142 19 2 recommended recommend VERB crl-16142 19 3 instead instead ADV crl-16142 19 4 basing base VERB crl-16142 19 5 research research NOUN crl-16142 19 6 on on ADP crl-16142 19 7 student student NOUN crl-16142 19 8 - - PUNCT crl-16142 19 9 centered center VERB crl-16142 19 10 processes process NOUN crl-16142 19 11 such such ADJ crl-16142 19 12 as as ADP crl-16142 19 13 information information NOUN crl-16142 19 14 literacy literacy NOUN crl-16142 19 15 and and CCONJ crl-16142 19 16 student student NOUN crl-16142 19 17 research.6 research.6 PROPN crl-16142 19 18 fraser fraser PROPN crl-16142 19 19 , , PUNCT crl-16142 19 20 mcclure mcclure NOUN crl-16142 19 21 , , PUNCT crl-16142 19 22 and and CCONJ crl-16142 19 23 leahy leahy NOUN crl-16142 19 24 analyzed analyze VERB crl-16142 19 25 discussion discussion NOUN crl-16142 19 26 forums forum NOUN crl-16142 19 27 , , PUNCT crl-16142 19 28 conducted conduct VERB crl-16142 19 29 site site NOUN crl-16142 19 30 visits visit NOUN crl-16142 19 31 , , PUNCT crl-16142 19 32 reviewed review VERB crl-16142 19 33 accreditation accreditation NOUN crl-16142 19 34 standards standard NOUN crl-16142 19 35 , , PUNCT crl-16142 19 36 and and CCONJ crl-16142 19 37 surveyed survey VERB crl-16142 19 38 arl arl PROPN crl-16142 19 39 library library PROPN crl-16142 19 40 directors director NOUN crl-16142 19 41 to to PART crl-16142 19 42 develop develop VERB crl-16142 19 43 a a DET crl-16142 19 44 framework framework NOUN crl-16142 19 45 for for ADP crl-16142 19 46 assessing assess VERB crl-16142 19 47 library library NOUN crl-16142 19 48 and and CCONJ crl-16142 19 49 institutional institutional ADJ crl-16142 19 50 outcomes outcome NOUN crl-16142 19 51 . . PUNCT crl-16142 20 1 they they PRON crl-16142 20 2 developed develop VERB crl-16142 20 3 a a DET crl-16142 20 4 model model NOUN crl-16142 20 5 designed design VERB crl-16142 20 6 to to PART crl-16142 20 7 tie tie VERB crl-16142 20 8 library library NOUN crl-16142 20 9 activities activity NOUN crl-16142 20 10 to to ADP crl-16142 20 11 campus campus NOUN crl-16142 20 12 vision vision NOUN crl-16142 20 13 , , PUNCT crl-16142 20 14 mission mission NOUN crl-16142 20 15 , , PUNCT crl-16142 20 16 and and CCONJ crl-16142 20 17 goals goal NOUN crl-16142 20 18 along along ADP crl-16142 20 19 with with ADP crl-16142 20 20 a a DET crl-16142 20 21 set set NOUN crl-16142 20 22 of of ADP crl-16142 20 23 questions question NOUN crl-16142 20 24 to to PART crl-16142 20 25 ask ask VERB crl-16142 20 26 about about ADP crl-16142 20 27 resources resource NOUN crl-16142 20 28 , , PUNCT crl-16142 20 29 capacity capacity NOUN crl-16142 20 30 , , PUNCT crl-16142 20 31 and and CCONJ crl-16142 20 32 outcomes outcome NOUN crl-16142 20 33 . . PUNCT crl-16142 21 1 measures measure NOUN crl-16142 21 2 were be AUX crl-16142 21 3 embedded embed VERB crl-16142 21 4 in in ADP crl-16142 21 5 the the DET crl-16142 21 6 model model NOUN crl-16142 21 7 but but CCONJ crl-16142 21 8 not not PART crl-16142 21 9 explicitly explicitly ADV crl-16142 21 10 defined define VERB crl-16142 21 11 . . PUNCT crl-16142 22 1 instead instead ADV crl-16142 22 2 , , PUNCT crl-16142 22 3 the the DET crl-16142 22 4 authors author NOUN crl-16142 22 5 emphasized emphasize VERB crl-16142 22 6 paying pay VERB crl-16142 22 7 attention attention NOUN crl-16142 22 8 to to ADP crl-16142 22 9 local local ADJ crl-16142 22 10 needs need NOUN crl-16142 22 11 when when SCONJ crl-16142 22 12 devising devise VERB crl-16142 22 13 measures.7 measures.7 NOUN crl-16142 22 14 weiner weiner NOUN crl-16142 22 15 recognized recognize VERB crl-16142 22 16 the the DET crl-16142 22 17 same same ADJ crl-16142 22 18 need need NOUN crl-16142 22 19 for for ADP crl-16142 22 20 outcome outcome NOUN crl-16142 22 21 measures measure NOUN crl-16142 22 22 . . PUNCT crl-16142 23 1 her her PRON crl-16142 23 2 interest interest NOUN crl-16142 23 3 was be AUX crl-16142 23 4 seeing see VERB crl-16142 23 5 how how SCONJ crl-16142 23 6 well well ADV crl-16142 23 7 traditional traditional ADJ crl-16142 23 8 input input NOUN crl-16142 23 9 - - PUNCT crl-16142 23 10 based base VERB crl-16142 23 11 measures measure NOUN crl-16142 23 12 translated translate VERB crl-16142 23 13 to to ADP crl-16142 23 14 new new ADJ crl-16142 23 15 outcomebased outcomebase VERB crl-16142 23 16 measures measure NOUN crl-16142 23 17 . . PUNCT crl-16142 24 1 comparing compare VERB crl-16142 24 2 resources resource NOUN crl-16142 24 3 as as ADP crl-16142 24 4 an an DET crl-16142 24 5 input input NOUN crl-16142 24 6 measure measure NOUN crl-16142 24 7 to to ADP crl-16142 24 8 services service NOUN crl-16142 24 9 as as ADP crl-16142 24 10 an an DET crl-16142 24 11 outcome outcome NOUN crl-16142 24 12 measure measure NOUN crl-16142 24 13 , , PUNCT crl-16142 24 14 she she PRON crl-16142 24 15 found find VERB crl-16142 24 16 statistically statistically ADV crl-16142 24 17 significant significant ADJ crl-16142 24 18 correlations correlation NOUN crl-16142 24 19 for for ADP crl-16142 24 20 the the DET crl-16142 24 21 arl arl PROPN crl-16142 24 22 index index NOUN crl-16142 24 23 ( ( PUNCT crl-16142 24 24 which which PRON crl-16142 24 25 combines combine VERB crl-16142 24 26 the the DET crl-16142 24 27 input input NOUN crl-16142 24 28 measures measure NOUN crl-16142 24 29 ) ) PUNCT crl-16142 24 30 and and CCONJ crl-16142 24 31 the the DET crl-16142 24 32 number number NOUN crl-16142 24 33 of of ADP crl-16142 24 34 reference reference NOUN crl-16142 24 35 transactions transaction NOUN crl-16142 24 36 , , PUNCT crl-16142 24 37 group group NOUN crl-16142 24 38 presentations presentation NOUN crl-16142 24 39 , , PUNCT crl-16142 24 40 and and CCONJ crl-16142 24 41 attendees attendee NOUN crl-16142 24 42 at at ADP crl-16142 24 43 presentations.8 presentations.8 PROPN crl-16142 24 44 though though SCONJ crl-16142 24 45 these these DET crl-16142 24 46 studies study NOUN crl-16142 24 47 are be AUX crl-16142 24 48 interesting interesting ADJ crl-16142 24 49 , , PUNCT crl-16142 24 50 they they PRON crl-16142 24 51 still still ADV crl-16142 24 52 make make VERB crl-16142 24 53 the the DET crl-16142 24 54 library library NOUN crl-16142 24 55 the the DET crl-16142 24 56 focus focus NOUN crl-16142 24 57 of of ADP crl-16142 24 58 the the DET crl-16142 24 59 investigation investigation NOUN crl-16142 24 60 . . PUNCT crl-16142 25 1 we we PRON crl-16142 25 2 wanted want VERB crl-16142 25 3 to to PART crl-16142 25 4 make make VERB crl-16142 25 5 a a DET crl-16142 25 6 case case NOUN crl-16142 25 7 that that PRON crl-16142 25 8 speaks speak VERB crl-16142 25 9 not not PART crl-16142 25 10 only only ADV crl-16142 25 11 to to PART crl-16142 25 12 librarians librarians VERB crl-16142 25 13 and and CCONJ crl-16142 25 14 library library PROPN crl-16142 25 15 administrators administrator NOUN crl-16142 25 16 , , PUNCT crl-16142 25 17 but but CCONJ crl-16142 25 18 to to ADP crl-16142 25 19 campus campus NOUN crl-16142 25 20 administrators administrator NOUN crl-16142 25 21 as as ADV crl-16142 25 22 well well ADV crl-16142 25 23 , , PUNCT crl-16142 25 24 so so ADV crl-16142 25 25 we we PRON crl-16142 25 26 focused focus VERB crl-16142 25 27 on on ADP crl-16142 25 28 measures measure NOUN crl-16142 25 29 of of ADP crl-16142 25 30 interest interest NOUN crl-16142 25 31 to to ADP crl-16142 25 32 universities university NOUN crl-16142 25 33 across across ADP crl-16142 25 34 the the DET crl-16142 25 35 country country NOUN crl-16142 25 36 . . PUNCT crl-16142 26 1 the the DET crl-16142 26 2 ashe ashe PROPN crl-16142 26 3 higher high ADJ crl-16142 26 4 education education NOUN crl-16142 26 5 report report NOUN crl-16142 26 6 provides provide VERB crl-16142 26 7 a a DET crl-16142 26 8 list list NOUN crl-16142 26 9 of of ADP crl-16142 26 10 14 14 NUM crl-16142 26 11 indicators indicator NOUN crl-16142 26 12 that that PRON crl-16142 26 13 have have AUX crl-16142 26 14 been be AUX crl-16142 26 15 used use VERB crl-16142 26 16 in in ADP crl-16142 26 17 studies study NOUN crl-16142 26 18 of of ADP crl-16142 26 19 student student NOUN crl-16142 26 20 success success NOUN crl-16142 26 21 in in ADP crl-16142 26 22 higher high ADJ crl-16142 26 23 education education NOUN crl-16142 26 24 ( ( PUNCT crl-16142 26 25 they they PRON crl-16142 26 26 , , PUNCT crl-16142 26 27 in in ADP crl-16142 26 28 turn turn NOUN crl-16142 26 29 , , PUNCT crl-16142 26 30 adapted adapt VERB crl-16142 26 31 the the DET crl-16142 26 32 list list NOUN crl-16142 26 33 from from ADP crl-16142 26 34 an an DET crl-16142 26 35 earlier early ADJ crl-16142 26 36 compilation compilation NOUN crl-16142 26 37 by by ADP crl-16142 26 38 the the DET crl-16142 26 39 american american PROPN crl-16142 26 40 association association PROPN crl-16142 26 41 of of ADP crl-16142 26 42 community community NOUN crl-16142 26 43 colleges college NOUN crl-16142 26 44 ) ) PUNCT crl-16142 26 45 . . PUNCT crl-16142 27 1 indicators indicator NOUN crl-16142 27 2 include include VERB crl-16142 27 3 student student NOUN crl-16142 27 4 goal goal NOUN crl-16142 27 5 attainment attainment NOUN crl-16142 27 6 , , PUNCT crl-16142 27 7 course course NOUN crl-16142 27 8 retention retention NOUN crl-16142 27 9 and and CCONJ crl-16142 27 10 success success NOUN crl-16142 27 11 , , PUNCT crl-16142 27 12 success success NOUN crl-16142 27 13 in in ADP crl-16142 27 14 subsequent subsequent ADJ crl-16142 27 15 coursework coursework NOUN crl-16142 27 16 , , PUNCT crl-16142 27 17 fall fall NOUN crl-16142 27 18 - - PUNCT crl-16142 27 19 to to ADP crl-16142 27 20 - - PUNCT crl-16142 27 21 fall fall NOUN crl-16142 27 22 persistence persistence NOUN crl-16142 27 23 , , PUNCT crl-16142 27 24 time time NOUN crl-16142 27 25 to to PART crl-16142 27 26 degree degree VERB crl-16142 27 27 , , PUNCT crl-16142 27 28 degree degree NOUN crl-16142 27 29 completion completion NOUN crl-16142 27 30 , , PUNCT crl-16142 27 31 graduate graduate NOUN crl-16142 27 32 school school NOUN crl-16142 27 33 enrollment enrollment NOUN crl-16142 27 34 and and CCONJ crl-16142 27 35 employment employment NOUN crl-16142 27 36 , , PUNCT crl-16142 27 37 transfer transfer NOUN crl-16142 27 38 rate rate NOUN crl-16142 27 39 and and CCONJ crl-16142 27 40 success success NOUN crl-16142 27 41 , , PUNCT crl-16142 27 42 employer employer NOUN crl-16142 27 43 assessment assessment NOUN crl-16142 27 44 of of ADP crl-16142 27 45 students student NOUN crl-16142 27 46 , , PUNCT crl-16142 27 47 academic academic ADJ crl-16142 27 48 value value NOUN crl-16142 27 49 added add VERB crl-16142 27 50 ( ( PUNCT crl-16142 27 51 knowledge knowledge NOUN crl-16142 27 52 , , PUNCT crl-16142 27 53 skills skill NOUN crl-16142 27 54 ) ) PUNCT crl-16142 27 55 , , PUNCT crl-16142 27 56 student student NOUN crl-16142 27 57 satisfaction satisfaction NOUN crl-16142 27 58 , , PUNCT crl-16142 27 59 student student NOUN crl-16142 27 60 professional professional ADJ crl-16142 27 61 growth growth NOUN crl-16142 27 62 and and CCONJ crl-16142 27 63 development development NOUN crl-16142 27 64 , , PUNCT crl-16142 27 65 student student NOUN crl-16142 27 66 involvement involvement NOUN crl-16142 27 67 , , PUNCT crl-16142 27 68 and and CCONJ crl-16142 27 69 citizenship citizenship NOUN crl-16142 27 70 and and CCONJ crl-16142 27 71 engagement.9 engagement.9 PRON crl-16142 27 72 we we PRON crl-16142 27 73 determined determine VERB crl-16142 27 74 that that SCONJ crl-16142 27 75 fall fall NOUN crl-16142 27 76 - - PUNCT crl-16142 27 77 to to ADP crl-16142 27 78 - - PUNCT crl-16142 27 79 fall fall NOUN crl-16142 27 80 persistence persistence NOUN crl-16142 27 81 , , PUNCT crl-16142 27 82 better well ADV crl-16142 27 83 known know VERB crl-16142 27 84 as as ADP crl-16142 27 85 retention retention NOUN crl-16142 27 86 , , PUNCT crl-16142 27 87 and and CCONJ crl-16142 27 88 degree degree NOUN crl-16142 27 89 completion completion NOUN crl-16142 27 90 , , PUNCT crl-16142 27 91 most most ADV crl-16142 27 92 commonly commonly ADV crl-16142 27 93 called call VERB crl-16142 27 94 graduation graduation NOUN crl-16142 27 95 , , PUNCT crl-16142 27 96 were be AUX crl-16142 27 97 the the DET crl-16142 27 98 two two NUM crl-16142 27 99 measures measure NOUN crl-16142 27 100 we we PRON crl-16142 27 101 would would AUX crl-16142 27 102 use use VERB crl-16142 27 103 . . PUNCT crl-16142 28 1 the the DET crl-16142 28 2 data datum NOUN crl-16142 28 3 were be AUX crl-16142 28 4 readily readily ADV crl-16142 28 5 available available ADJ crl-16142 28 6 because because SCONJ crl-16142 28 7 persistence persistence NOUN crl-16142 28 8 is be AUX crl-16142 28 9 among among ADP crl-16142 28 10 the the DET crl-16142 28 11 most most ADV crl-16142 28 12 used use VERB crl-16142 28 13 measure measure NOUN crl-16142 28 14 of of ADP crl-16142 28 15 student student NOUN crl-16142 28 16 success success NOUN crl-16142 28 17 and and CCONJ crl-16142 28 18 would would AUX crl-16142 28 19 therefore therefore ADV crl-16142 28 20 speak speak VERB crl-16142 28 21 to to ADP crl-16142 28 22 librarians librarians PROPN crl-16142 28 23 and and CCONJ crl-16142 28 24 administrators administrator NOUN crl-16142 28 25 . . PUNCT crl-16142 29 1 so so ADV crl-16142 29 2 our our PRON crl-16142 29 3 initial initial ADJ crl-16142 29 4 question question NOUN crl-16142 29 5 on on ADP crl-16142 29 6 what what DET crl-16142 29 7 impact impact NOUN crl-16142 29 8 the the DET crl-16142 29 9 academic academic ADJ crl-16142 29 10 library library NOUN crl-16142 29 11 would would AUX crl-16142 29 12 have have AUX crl-16142 29 13 on on ADP crl-16142 29 14 student student NOUN crl-16142 29 15 success success NOUN crl-16142 29 16 changed change VERB crl-16142 29 17 with with ADP crl-16142 29 18 our our PRON crl-16142 29 19 definition definition NOUN crl-16142 29 20 of of ADP crl-16142 29 21 student student NOUN crl-16142 29 22 success success NOUN crl-16142 29 23 as as ADP crl-16142 29 24 persistence persistence NOUN crl-16142 29 25 . . PUNCT crl-16142 30 1 we we PRON crl-16142 30 2 now now ADV crl-16142 30 3 ask ask VERB crl-16142 30 4 : : PUNCT crl-16142 30 5 what what DET crl-16142 30 6 impact impact NOUN crl-16142 30 7 does do AUX crl-16142 30 8 the the DET crl-16142 30 9 academic academic ADJ crl-16142 30 10 library library NOUN crl-16142 30 11 have have VERB crl-16142 30 12 on on ADP crl-16142 30 13 student student NOUN crl-16142 30 14 persistence persistence NOUN crl-16142 30 15 ? ? PUNCT crl-16142 31 1 specifically specifically ADV crl-16142 31 2 : : PUNCT crl-16142 31 3 what what DET crl-16142 31 4 impact impact NOUN crl-16142 31 5 does do AUX crl-16142 31 6 the the DET crl-16142 31 7 academic academic ADJ crl-16142 31 8 library library NOUN crl-16142 31 9 have have VERB crl-16142 31 10 on on ADP crl-16142 31 11 student student NOUN crl-16142 31 12 retention retention NOUN crl-16142 31 13 ? ? PUNCT crl-16142 32 1 what what DET crl-16142 32 2 impact impact NOUN crl-16142 32 3 does do AUX crl-16142 32 4 the the DET crl-16142 32 5 academic academic ADJ crl-16142 32 6 library library NOUN crl-16142 32 7 have have VERB crl-16142 32 8 on on ADP crl-16142 32 9 student student NOUN crl-16142 32 10 graduation graduation NOUN crl-16142 32 11 rates rate NOUN crl-16142 32 12 ? ? PUNCT crl-16142 33 1 literature literature NOUN crl-16142 33 2 review review VERB crl-16142 33 3 the the DET crl-16142 33 4 library library NOUN crl-16142 33 5 literature literature NOUN crl-16142 33 6 offers offer VERB crl-16142 33 7 very very ADV crl-16142 33 8 few few ADJ crl-16142 33 9 studies study NOUN crl-16142 33 10 that that PRON crl-16142 33 11 examine examine VERB crl-16142 33 12 the the DET crl-16142 33 13 relationship relationship NOUN crl-16142 33 14 between between ADP crl-16142 33 15 the the DET crl-16142 33 16 academic academic ADJ crl-16142 33 17 library library NOUN crl-16142 33 18 and and CCONJ crl-16142 33 19 retention retention NOUN crl-16142 33 20 or or CCONJ crl-16142 33 21 graduation graduation NOUN crl-16142 33 22 . . PUNCT crl-16142 34 1 most most ADJ crl-16142 34 2 impact impact NOUN crl-16142 34 3 studies study NOUN crl-16142 34 4 attempt attempt VERB crl-16142 34 5 to to PART crl-16142 34 6 measure measure VERB crl-16142 34 7 library library NOUN crl-16142 34 8 outcomes outcome NOUN crl-16142 34 9 other other ADJ crl-16142 34 10 than than ADP crl-16142 34 11 retention retention NOUN crl-16142 34 12 and and CCONJ crl-16142 34 13 graduation graduation NOUN crl-16142 34 14 . . PUNCT crl-16142 35 1 two two NUM crl-16142 35 2 studies study NOUN crl-16142 35 3 by by ADP crl-16142 35 4 ethelene ethelene ADJ crl-16142 35 5 whitmire whitmire INTJ crl-16142 35 6 serve serve VERB crl-16142 35 7 as as ADP crl-16142 35 8 examples example NOUN crl-16142 35 9 . . PUNCT crl-16142 36 1 she she PRON crl-16142 36 2 was be AUX crl-16142 36 3 interested interested ADJ crl-16142 36 4 in in ADP crl-16142 36 5 measures measure NOUN crl-16142 36 6 of of ADP crl-16142 36 7 student student NOUN crl-16142 36 8 success success NOUN crl-16142 36 9 . . PUNCT crl-16142 37 1 whitmire whitmire PROPN crl-16142 37 2 analyzed analyze VERB crl-16142 37 3 factors factor NOUN crl-16142 37 4 that that PRON crl-16142 37 5 influence influence VERB crl-16142 37 6 the the DET crl-16142 37 7 development development NOUN crl-16142 37 8 of of ADP crl-16142 37 9 critical critical ADJ crl-16142 37 10 thinking thinking NOUN crl-16142 37 11 skills skill NOUN crl-16142 37 12 in in ADP crl-16142 37 13 undergraduates undergraduate NOUN crl-16142 37 14 . . PUNCT crl-16142 38 1 she she PRON crl-16142 38 2 used use VERB crl-16142 38 3 the the DET crl-16142 38 4 i i PROPN crl-16142 38 5 - - PUNCT crl-16142 38 6 e e NOUN crl-16142 38 7 - - NOUN crl-16142 38 8 o o NOUN crl-16142 38 9 model model NOUN crl-16142 38 10 developed develop VERB crl-16142 38 11 by by ADP crl-16142 38 12 alexander alexander PROPN crl-16142 38 13 w. w. PROPN crl-16142 38 14 130 130 NUM crl-16142 38 15 college college PROPN crl-16142 38 16 & & CCONJ crl-16142 38 17 research research PROPN crl-16142 38 18 libraries librarie VERB crl-16142 38 19 march march PROPN crl-16142 38 20 2011 2011 NUM crl-16142 38 21 astin astin ADV crl-16142 38 22 focusing focus VERB crl-16142 38 23 on on ADP crl-16142 38 24 inputs input NOUN crl-16142 38 25 , , PUNCT crl-16142 38 26 environment environment NOUN crl-16142 38 27 , , PUNCT crl-16142 38 28 and and CCONJ crl-16142 38 29 outcome outcome VERB crl-16142 38 30 and and CCONJ crl-16142 38 31 the the DET crl-16142 38 32 quality quality NOUN crl-16142 38 33 of of ADP crl-16142 38 34 effort effort NOUN crl-16142 38 35 theory theory NOUN crl-16142 38 36 proposed propose VERB crl-16142 38 37 by by ADP crl-16142 38 38 c. c. PROPN crl-16142 38 39 robert robert PROPN crl-16142 38 40 pace pace PROPN crl-16142 38 41 . . PUNCT crl-16142 39 1 using use VERB crl-16142 39 2 student student NOUN crl-16142 39 3 background background NOUN crl-16142 39 4 characteristics characteristic NOUN crl-16142 39 5 as as ADP crl-16142 39 6 the the DET crl-16142 39 7 input input NOUN crl-16142 39 8 and and CCONJ crl-16142 39 9 college college NOUN crl-16142 39 10 experiences experience NOUN crl-16142 39 11 such such ADJ crl-16142 39 12 as as ADP crl-16142 39 13 library library NOUN crl-16142 39 14 use use NOUN crl-16142 39 15 as as ADP crl-16142 39 16 the the DET crl-16142 39 17 environment environment NOUN crl-16142 39 18 , , PUNCT crl-16142 39 19 she she PRON crl-16142 39 20 found find VERB crl-16142 39 21 ( ( PUNCT crl-16142 39 22 among among ADP crl-16142 39 23 other other ADJ crl-16142 39 24 nonlibrary nonlibrary ADJ crl-16142 39 25 factors factor NOUN crl-16142 39 26 ) ) PUNCT crl-16142 39 27 that that SCONJ crl-16142 39 28 “ " PUNCT crl-16142 39 29 students student NOUN crl-16142 39 30 engaged engage VERB crl-16142 39 31 in in ADP crl-16142 39 32 more more ADV crl-16142 39 33 focused focused ADJ crl-16142 39 34 library library NOUN crl-16142 39 35 activities activity NOUN crl-16142 39 36 reported report VERB crl-16142 39 37 a a DET crl-16142 39 38 significant significant ADJ crl-16142 39 39 impact impact NOUN crl-16142 39 40 on on ADP crl-16142 39 41 their their PRON crl-16142 39 42 critical critical ADJ crl-16142 39 43 thinking thinking NOUN crl-16142 39 44 development development NOUN crl-16142 39 45 . . PUNCT crl-16142 39 46 ”10 ”10 PUNCT crl-16142 40 1 whitmire whitmire PROPN crl-16142 40 2 expanded expand VERB crl-16142 40 3 her her PRON crl-16142 40 4 study study NOUN crl-16142 40 5 , , PUNCT crl-16142 40 6 finding find VERB crl-16142 40 7 that that SCONJ crl-16142 40 8 focused focus VERB crl-16142 40 9 library library NOUN crl-16142 40 10 activities activity NOUN crl-16142 40 11 had have VERB crl-16142 40 12 a a DET crl-16142 40 13 significant significant ADJ crl-16142 40 14 impact impact NOUN crl-16142 40 15 on on ADP crl-16142 40 16 the the DET crl-16142 40 17 development development NOUN crl-16142 40 18 of of ADP crl-16142 40 19 critical critical ADJ crl-16142 40 20 thinking thinking NOUN crl-16142 40 21 with with ADP crl-16142 40 22 research research NOUN crl-16142 40 23 that that PRON crl-16142 40 24 looked look VERB crl-16142 40 25 more more ADV crl-16142 40 26 deeply deeply ADV crl-16142 40 27 at at ADP crl-16142 40 28 the the DET crl-16142 40 29 types type NOUN crl-16142 40 30 of of ADP crl-16142 40 31 library library NOUN crl-16142 40 32 use use NOUN crl-16142 40 33 . . PUNCT crl-16142 41 1 she she PRON crl-16142 41 2 found find VERB crl-16142 41 3 that that SCONJ crl-16142 41 4 libraries librarie VERB crl-16142 41 5 with with ADP crl-16142 41 6 greater great ADJ crl-16142 41 7 resources resource NOUN crl-16142 41 8 had have VERB crl-16142 41 9 a a DET crl-16142 41 10 significant significant ADJ crl-16142 41 11 impact impact NOUN crl-16142 41 12 on on ADP crl-16142 41 13 students student NOUN crl-16142 41 14 ’ ’ PART crl-16142 41 15 self self NOUN crl-16142 41 16 - - PUNCT crl-16142 41 17 reported report VERB crl-16142 41 18 gains gain NOUN crl-16142 41 19 in in ADP crl-16142 41 20 critical critical ADJ crl-16142 41 21 thinking.11 thinking.11 NOUN crl-16142 41 22 these these PRON crl-16142 41 23 are be AUX crl-16142 41 24 but but CCONJ crl-16142 41 25 two two NUM crl-16142 41 26 examples example NOUN crl-16142 41 27 of of ADP crl-16142 41 28 a a DET crl-16142 41 29 small small ADJ crl-16142 41 30 set set NOUN crl-16142 41 31 of of ADP crl-16142 41 32 research research NOUN crl-16142 41 33 analyzing analyze VERB crl-16142 41 34 the the DET crl-16142 41 35 impact impact NOUN crl-16142 41 36 the the DET crl-16142 41 37 library library NOUN crl-16142 41 38 has have VERB crl-16142 41 39 on on ADP crl-16142 41 40 campus campus NOUN crl-16142 41 41 , , PUNCT crl-16142 41 42 making make VERB crl-16142 41 43 the the DET crl-16142 41 44 case case NOUN crl-16142 41 45 that that SCONJ crl-16142 41 46 the the DET crl-16142 41 47 library library NOUN crl-16142 41 48 is be AUX crl-16142 41 49 important important ADJ crl-16142 41 50 to to ADP crl-16142 41 51 institutional institutional ADJ crl-16142 41 52 goals goal NOUN crl-16142 41 53 . . PUNCT crl-16142 42 1 most most ADJ crl-16142 42 2 studies study NOUN crl-16142 42 3 that that PRON crl-16142 42 4 investigate investigate VERB crl-16142 42 5 library library NOUN crl-16142 42 6 impact impact NOUN crl-16142 42 7 are be AUX crl-16142 42 8 like like ADP crl-16142 42 9 the the DET crl-16142 42 10 two two NUM crl-16142 42 11 studies study NOUN crl-16142 42 12 by by ADP crl-16142 42 13 whitmire whitmire NOUN crl-16142 42 14 : : PUNCT crl-16142 42 15 they they PRON crl-16142 42 16 look look VERB crl-16142 42 17 at at ADP crl-16142 42 18 measures measure NOUN crl-16142 42 19 that that PRON crl-16142 42 20 might might AUX crl-16142 42 21 indirectly indirectly ADV crl-16142 42 22 influence influence VERB crl-16142 42 23 student student NOUN crl-16142 42 24 persistence persistence NOUN crl-16142 42 25 , , PUNCT crl-16142 42 26 but but CCONJ crl-16142 42 27 they they PRON crl-16142 42 28 do do AUX crl-16142 42 29 not not PART crl-16142 42 30 attempt attempt VERB crl-16142 42 31 to to PART crl-16142 42 32 make make VERB crl-16142 42 33 direct direct ADJ crl-16142 42 34 assessments assessment NOUN crl-16142 42 35 . . PUNCT crl-16142 43 1 recently recently ADV crl-16142 43 2 , , PUNCT crl-16142 43 3 one one NUM crl-16142 43 4 study study NOUN crl-16142 43 5 did do AUX crl-16142 43 6 take take VERB crl-16142 43 7 a a DET crl-16142 43 8 stab stab NOUN crl-16142 43 9 at at ADP crl-16142 43 10 investigating investigate VERB crl-16142 43 11 the the DET crl-16142 43 12 relationship relationship NOUN crl-16142 43 13 of of ADP crl-16142 43 14 the the DET crl-16142 43 15 library library NOUN crl-16142 43 16 to to ADP crl-16142 43 17 retention retention NOUN crl-16142 43 18 . . PUNCT crl-16142 44 1 mezick mezick PROPN crl-16142 44 2 correlated correlated PROPN crl-16142 44 3 traditional traditional ADJ crl-16142 44 4 library library NOUN crl-16142 44 5 input input NOUN crl-16142 44 6 and and CCONJ crl-16142 44 7 output output NOUN crl-16142 44 8 measures measure NOUN crl-16142 44 9 of of ADP crl-16142 44 10 expenditures expenditure NOUN crl-16142 44 11 , , PUNCT crl-16142 44 12 materials material NOUN crl-16142 44 13 , , PUNCT crl-16142 44 14 and and CCONJ crl-16142 44 15 salaries salary NOUN crl-16142 44 16 . . PUNCT crl-16142 45 1 she she PRON crl-16142 45 2 found find VERB crl-16142 45 3 moderate moderate ADJ crl-16142 45 4 correlations correlation NOUN crl-16142 45 5 with with ADP crl-16142 45 6 student student NOUN crl-16142 45 7 retention retention NOUN crl-16142 45 8 . . PUNCT crl-16142 46 1 the the DET crl-16142 46 2 results result NOUN crl-16142 46 3 are be AUX crl-16142 46 4 intriguing intriguing ADJ crl-16142 46 5 but but CCONJ crl-16142 46 6 are be AUX crl-16142 46 7 weakened weaken VERB crl-16142 46 8 by by ADP crl-16142 46 9 the the DET crl-16142 46 10 fact fact NOUN crl-16142 46 11 that that SCONJ crl-16142 46 12 her her PRON crl-16142 46 13 study study NOUN crl-16142 46 14 does do AUX crl-16142 46 15 not not PART crl-16142 46 16 control control VERB crl-16142 46 17 for for ADP crl-16142 46 18 any any DET crl-16142 46 19 nonlibrary nonlibrary ADJ crl-16142 46 20 factors factor NOUN crl-16142 46 21 . . PUNCT crl-16142 47 1 still still ADV crl-16142 47 2 , , PUNCT crl-16142 47 3 the the DET crl-16142 47 4 correlations correlation NOUN crl-16142 47 5 are be AUX crl-16142 47 6 encouraging encourage VERB crl-16142 47 7 , , PUNCT crl-16142 47 8 indicating indicate VERB crl-16142 47 9 that that SCONJ crl-16142 47 10 there there PRON crl-16142 47 11 is be VERB crl-16142 47 12 a a DET crl-16142 47 13 relationship relationship NOUN crl-16142 47 14 between between ADP crl-16142 47 15 library library NOUN crl-16142 47 16 measures measure NOUN crl-16142 47 17 and and CCONJ crl-16142 47 18 student student NOUN crl-16142 47 19 persistence.12 persistence.12 NOUN crl-16142 47 20 with with ADP crl-16142 47 21 a a DET crl-16142 47 22 paucity paucity NOUN crl-16142 47 23 of of ADP crl-16142 47 24 research research NOUN crl-16142 47 25 in in ADP crl-16142 47 26 the the DET crl-16142 47 27 library library NOUN crl-16142 47 28 literature literature NOUN crl-16142 47 29 , , PUNCT crl-16142 47 30 we we PRON crl-16142 47 31 turned turn VERB crl-16142 47 32 to to ADP crl-16142 47 33 the the DET crl-16142 47 34 broader broad ADJ crl-16142 47 35 educational educational ADJ crl-16142 47 36 literature literature NOUN crl-16142 47 37 . . PUNCT crl-16142 48 1 here here ADV crl-16142 48 2 we we PRON crl-16142 48 3 found find VERB crl-16142 48 4 countless countless ADJ crl-16142 48 5 studies study NOUN crl-16142 48 6 that that PRON crl-16142 48 7 addressed address VERB crl-16142 48 8 issues issue NOUN crl-16142 48 9 of of ADP crl-16142 48 10 student student NOUN crl-16142 48 11 persistence persistence NOUN crl-16142 48 12 . . PUNCT crl-16142 49 1 perhaps perhaps ADV crl-16142 49 2 the the DET crl-16142 49 3 most most ADV crl-16142 49 4 comprehensive comprehensive ADJ crl-16142 49 5 and and CCONJ crl-16142 49 6 most most ADV crl-16142 49 7 cited cite VERB crl-16142 49 8 is be AUX crl-16142 49 9 the the DET crl-16142 49 10 study study NOUN crl-16142 49 11 by by ADP crl-16142 49 12 alexander alexander PROPN crl-16142 49 13 astin astin PROPN crl-16142 49 14 , , PUNCT crl-16142 49 15 where where SCONJ crl-16142 49 16 he he PRON crl-16142 49 17 updates update VERB crl-16142 49 18 an an DET crl-16142 49 19 earlier early ADJ crl-16142 49 20 study study NOUN crl-16142 49 21 with with ADP crl-16142 49 22 a a DET crl-16142 49 23 completely completely ADV crl-16142 49 24 new new ADJ crl-16142 49 25 examination examination NOUN crl-16142 49 26 of of ADP crl-16142 49 27 how how SCONJ crl-16142 49 28 students student NOUN crl-16142 49 29 change change VERB crl-16142 49 30 and and CCONJ crl-16142 49 31 develop develop VERB crl-16142 49 32 in in ADP crl-16142 49 33 college college NOUN crl-16142 49 34 and and CCONJ crl-16142 49 35 the the DET crl-16142 49 36 factors factor NOUN crl-16142 49 37 that that PRON crl-16142 49 38 help help VERB crl-16142 49 39 them they PRON crl-16142 49 40 persist persist VERB crl-16142 49 41 and and CCONJ crl-16142 49 42 graduate graduate NOUN crl-16142 49 43 . . PUNCT crl-16142 50 1 based base VERB crl-16142 50 2 on on ADP crl-16142 50 3 a a DET crl-16142 50 4 thorough thorough ADJ crl-16142 50 5 review review NOUN crl-16142 50 6 of of ADP crl-16142 50 7 the the DET crl-16142 50 8 literature literature NOUN crl-16142 50 9 , , PUNCT crl-16142 50 10 he he PRON crl-16142 50 11 identified identify VERB crl-16142 50 12 135 135 NUM crl-16142 50 13 institutional institutional ADJ crl-16142 50 14 measures measure NOUN crl-16142 50 15 and and CCONJ crl-16142 50 16 57 57 NUM crl-16142 50 17 student student NOUN crl-16142 50 18 measures measure NOUN crl-16142 50 19 that that PRON crl-16142 50 20 influence influence VERB crl-16142 50 21 a a DET crl-16142 50 22 student student NOUN crl-16142 50 23 ’s ’s PART crl-16142 50 24 development development NOUN crl-16142 50 25 in in ADP crl-16142 50 26 the the DET crl-16142 50 27 areas area NOUN crl-16142 50 28 of of ADP crl-16142 50 29 politics politic NOUN crl-16142 50 30 ; ; PUNCT crl-16142 50 31 personality personality NOUN crl-16142 50 32 and and CCONJ crl-16142 50 33 self self NOUN crl-16142 50 34 - - PUNCT crl-16142 50 35 concept concept NOUN crl-16142 50 36 ; ; PUNCT crl-16142 50 37 attitudes attitude NOUN crl-16142 50 38 , , PUNCT crl-16142 50 39 values value NOUN crl-16142 50 40 , , PUNCT crl-16142 50 41 and and CCONJ crl-16142 50 42 beliefs belief NOUN crl-16142 50 43 ; ; PUNCT crl-16142 50 44 academic academic ADJ crl-16142 50 45 and and CCONJ crl-16142 50 46 cognitive cognitive ADJ crl-16142 50 47 development development NOUN crl-16142 50 48 ; ; PUNCT crl-16142 50 49 career career NOUN crl-16142 50 50 development development NOUN crl-16142 50 51 ; ; PUNCT crl-16142 50 52 and and CCONJ crl-16142 50 53 satisfaction satisfaction NOUN crl-16142 50 54 with with ADP crl-16142 50 55 college college NOUN crl-16142 50 56 . . PUNCT crl-16142 51 1 he he PRON crl-16142 51 2 conducted conduct VERB crl-16142 51 3 a a DET crl-16142 51 4 statistical statistical ADJ crl-16142 51 5 correlation correlation NOUN crl-16142 51 6 analysis analysis NOUN crl-16142 51 7 to to PART crl-16142 51 8 see see VERB crl-16142 51 9 which which DET crl-16142 51 10 factors factor NOUN crl-16142 51 11 are be AUX crl-16142 51 12 the the DET crl-16142 51 13 most most ADV crl-16142 51 14 significant significant ADJ crl-16142 51 15 . . PUNCT crl-16142 52 1 he he PRON crl-16142 52 2 also also ADV crl-16142 52 3 addressed address VERB crl-16142 52 4 institutional institutional ADJ crl-16142 52 5 resources resource NOUN crl-16142 52 6 that that PRON crl-16142 52 7 impact impact VERB crl-16142 52 8 student student NOUN crl-16142 52 9 success success NOUN crl-16142 52 10 . . PUNCT crl-16142 53 1 astin astin PROPN crl-16142 53 2 found find VERB crl-16142 53 3 that that SCONJ crl-16142 53 4 the the DET crl-16142 53 5 following follow VERB crl-16142 53 6 factors factor NOUN crl-16142 53 7 were be AUX crl-16142 53 8 particularly particularly ADV crl-16142 53 9 significant significant ADJ crl-16142 53 10 : : PUNCT crl-16142 53 11 peer peer NOUN crl-16142 53 12 group group NOUN crl-16142 53 13 , , PUNCT crl-16142 53 14 ses ses PROPN crl-16142 53 15 ( ( PUNCT crl-16142 53 16 especially especially ADV crl-16142 53 17 for for ADP crl-16142 53 18 completion completion NOUN crl-16142 53 19 ) ) PUNCT crl-16142 53 20 , , PUNCT crl-16142 53 21 faculty faculty NOUN crl-16142 53 22 orientation orientation NOUN crl-16142 53 23 ( ( PUNCT crl-16142 53 24 a a DET crl-16142 53 25 research research NOUN crl-16142 53 26 orientation orientation NOUN crl-16142 53 27 has have VERB crl-16142 53 28 negative negative ADJ crl-16142 53 29 effect effect NOUN crl-16142 53 30 and and CCONJ crl-16142 53 31 a a DET crl-16142 53 32 student student NOUN crl-16142 53 33 orientation orientation NOUN crl-16142 53 34 has have VERB crl-16142 53 35 positive positive ADJ crl-16142 53 36 effect effect NOUN crl-16142 53 37 ) ) PUNCT crl-16142 53 38 , , PUNCT crl-16142 53 39 pedagogy pedagogy NOUN crl-16142 53 40 ( ( PUNCT crl-16142 53 41 see see VERB crl-16142 53 42 pages page NOUN crl-16142 53 43 423–24 423–24 PROPN crl-16142 53 44 for for ADP crl-16142 53 45 a a DET crl-16142 53 46 large large ADJ crl-16142 53 47 list list NOUN crl-16142 53 48 ) ) PUNCT crl-16142 53 49 , , PUNCT crl-16142 53 50 diversity diversity NOUN crl-16142 53 51 , , PUNCT crl-16142 53 52 student student NOUN crl-16142 53 53 faculty faculty NOUN crl-16142 53 54 ratio ratio NOUN crl-16142 53 55 , , PUNCT crl-16142 53 56 financial financial ADJ crl-16142 53 57 aid aid NOUN crl-16142 53 58 , , PUNCT crl-16142 53 59 and and CCONJ crl-16142 53 60 living live VERB crl-16142 53 61 on on ADP crl-16142 53 62 campus campus NOUN crl-16142 53 63 . . PUNCT crl-16142 54 1 library library NOUN crl-16142 54 2 is be AUX crl-16142 54 3 not not PART crl-16142 54 4 considered consider VERB crl-16142 54 5 as as ADP crl-16142 54 6 a a DET crl-16142 54 7 factor factor NOUN crl-16142 54 8 . . PUNCT crl-16142 55 1 astin astin PROPN crl-16142 55 2 ’s ’s PART crl-16142 55 3 division division NOUN crl-16142 55 4 of of ADP crl-16142 55 5 measures measure NOUN crl-16142 55 6 into into ADP crl-16142 55 7 student student NOUN crl-16142 55 8 and and CCONJ crl-16142 55 9 institutional institutional ADJ crl-16142 55 10 factors factor NOUN crl-16142 55 11 is be AUX crl-16142 55 12 fairly fairly ADV crl-16142 55 13 typical.13 typical.13 ADJ crl-16142 55 14 significant significant ADJ crl-16142 55 15 student student NOUN crl-16142 55 16 variables variable NOUN crl-16142 55 17 uncovered uncover VERB crl-16142 55 18 by by ADP crl-16142 55 19 more more ADJ crl-16142 55 20 than than ADP crl-16142 55 21 one one NUM crl-16142 55 22 researcher researcher NOUN crl-16142 55 23 include include VERB crl-16142 55 24 race race NOUN crl-16142 55 25 ( ( PUNCT crl-16142 55 26 astin14 astin14 NOUN crl-16142 55 27 ; ; PUNCT crl-16142 55 28 porter15 porter15 NOUN crl-16142 55 29 ; ; PUNCT crl-16142 55 30 murtaugh murtaugh NOUN crl-16142 55 31 , , PUNCT crl-16142 55 32 burns burn NOUN crl-16142 55 33 , , PUNCT crl-16142 55 34 & & CCONJ crl-16142 55 35 schuster16 schuster16 PROPN crl-16142 55 36 ; ; PUNCT crl-16142 55 37 carey17 carey17 NOUN crl-16142 55 38 ; ; PUNCT crl-16142 55 39 strauss strauss PROPN crl-16142 55 40 & & CCONJ crl-16142 55 41 volkwein18 volkwein18 X crl-16142 55 42 ) ) PUNCT crl-16142 55 43 , , PUNCT crl-16142 55 44 ses ses PROPN crl-16142 55 45 ( ( PUNCT crl-16142 55 46 astin19 astin19 NOUN crl-16142 55 47 ; ; PUNCT crl-16142 55 48 porter20 porter20 X crl-16142 55 49 ; ; PUNCT crl-16142 55 50 carey21 carey21 X crl-16142 55 51 ; ; PUNCT crl-16142 55 52 habley habley PROPN crl-16142 55 53 & & CCONJ crl-16142 55 54 mcclanahan22 mcclanahan22 PROPN crl-16142 55 55 ) ) PUNCT crl-16142 55 56 , , PUNCT crl-16142 55 57 and and CCONJ crl-16142 55 58 gender gender NOUN crl-16142 55 59 ( ( PUNCT crl-16142 55 60 murtaugh murtaugh PROPN crl-16142 55 61 , , PUNCT crl-16142 55 62 burns burn NOUN crl-16142 55 63 , , PUNCT crl-16142 55 64 & & CCONJ crl-16142 55 65 schuster23 schuster23 PROPN crl-16142 55 66 ; ; PUNCT crl-16142 55 67 carey24 carey24 NOUN crl-16142 55 68 ) ) PUNCT crl-16142 55 69 and and CCONJ crl-16142 55 70 high high ADJ crl-16142 55 71 school school NOUN crl-16142 55 72 quality quality NOUN crl-16142 55 73 ( ( PUNCT crl-16142 55 74 astin25 astin25 PROPN crl-16142 55 75 ; ; PUNCT crl-16142 55 76 adelman26 adelman26 X crl-16142 55 77 ) ) PUNCT crl-16142 55 78 , , PUNCT crl-16142 55 79 gpa gpa PROPN crl-16142 55 80 and/or and/or CCONJ crl-16142 55 81 test test NOUN crl-16142 55 82 scores score NOUN crl-16142 55 83 ( ( PUNCT crl-16142 55 84 astin27 astin27 ADV crl-16142 55 85 ; ; PUNCT crl-16142 55 86 cabrera cabrera PROPN crl-16142 55 87 , , PUNCT crl-16142 55 88 nora nora PROPN crl-16142 55 89 , , PUNCT crl-16142 55 90 & & CCONJ crl-16142 55 91 castaneda28 castaneda28 PROPN crl-16142 55 92 ; ; PUNCT crl-16142 55 93 murtaugh murtaugh NOUN crl-16142 55 94 , , PUNCT crl-16142 55 95 burns burn NOUN crl-16142 55 96 , , PUNCT crl-16142 55 97 & & CCONJ crl-16142 55 98 schuster29 schuster29 NOUN crl-16142 55 99 ; ; PUNCT crl-16142 55 100 carey30 carey30 PROPN crl-16142 55 101 ) ) PUNCT crl-16142 55 102 , , PUNCT crl-16142 55 103 job job NOUN crl-16142 55 104 demands demand NOUN crl-16142 55 105 ( ( PUNCT crl-16142 55 106 astin31 astin31 NOUN crl-16142 55 107 ; ; PUNCT crl-16142 55 108 habley habley PROPN crl-16142 55 109 & & CCONJ crl-16142 55 110 mcclanahan32 mcclanahan32 PROPN crl-16142 55 111 ) ) PUNCT crl-16142 55 112 , , PUNCT crl-16142 55 113 student student NOUN crl-16142 55 114 interactions interaction NOUN crl-16142 55 115 with with ADP crl-16142 55 116 faculty faculty NOUN crl-16142 55 117 ( ( PUNCT crl-16142 55 118 astin33 astin33 ADV crl-16142 55 119 ; ; PUNCT crl-16142 55 120 carey34 carey34 X crl-16142 55 121 ; ; PUNCT crl-16142 55 122 habley habley PROPN crl-16142 55 123 & & CCONJ crl-16142 55 124 mcclanahan35 mcclanahan35 PROPN crl-16142 55 125 ; ; PUNCT crl-16142 55 126 strauss strauss PROPN crl-16142 55 127 & & CCONJ crl-16142 55 128 volkwein36 volkwein36 NOUN crl-16142 55 129 ) ) PUNCT crl-16142 55 130 and and CCONJ crl-16142 55 131 the the DET crl-16142 55 132 general general ADJ crl-16142 55 133 idea idea NOUN crl-16142 55 134 of of ADP crl-16142 55 135 student student NOUN crl-16142 55 136 institution institution NOUN crl-16142 55 137 fit fit NOUN crl-16142 55 138 or or CCONJ crl-16142 55 139 student student NOUN crl-16142 55 140 engagement engagement NOUN crl-16142 55 141 ( ( PUNCT crl-16142 55 142 tinto37 tinto37 NOUN crl-16142 55 143 ; ; PUNCT crl-16142 55 144 habley habley PROPN crl-16142 55 145 & & CCONJ crl-16142 55 146 mcclanahan38 mcclanahan38 NOUN crl-16142 55 147 ) ) PUNCT crl-16142 55 148 . . PUNCT crl-16142 56 1 significant significant ADJ crl-16142 56 2 institutional institutional ADJ crl-16142 56 3 variables variable NOUN crl-16142 56 4 uncovered uncover VERB crl-16142 56 5 by by ADP crl-16142 56 6 more more ADJ crl-16142 56 7 than than ADP crl-16142 56 8 one one NUM crl-16142 56 9 researcher researcher NOUN crl-16142 56 10 include include VERB crl-16142 56 11 financial financial ADJ crl-16142 56 12 resources resource NOUN crl-16142 56 13 ( ( PUNCT crl-16142 56 14 carey39 carey39 NOUN crl-16142 56 15 ; ; PUNCT crl-16142 56 16 pike pike ADV crl-16142 56 17 , , PUNCT crl-16142 56 18 smart smart ADJ crl-16142 56 19 , , PUNCT crl-16142 56 20 kuh kuh PROPN crl-16142 56 21 , , PUNCT crl-16142 56 22 & & CCONJ crl-16142 56 23 hayek40 hayek40 NOUN crl-16142 56 24 ) ) PUNCT crl-16142 56 25 , , PUNCT crl-16142 56 26 financial financial ADJ crl-16142 56 27 aid aid NOUN crl-16142 56 28 ( ( PUNCT crl-16142 56 29 porter41 porter41 PROPN crl-16142 56 30 ; ; PUNCT crl-16142 56 31 habley habley PROPN crl-16142 56 32 & & CCONJ crl-16142 56 33 mcclanahan42 mcclanahan42 PROPN crl-16142 56 34 ; ; PUNCT crl-16142 56 35 strauss strauss PROPN crl-16142 56 36 & & CCONJ crl-16142 56 37 volkwein43 volkwein43 PROPN crl-16142 56 38 ) ) PUNCT crl-16142 56 39 , , PUNCT crl-16142 56 40 type type NOUN crl-16142 56 41 of of ADP crl-16142 56 42 institution institution NOUN crl-16142 56 43 ( ( PUNCT crl-16142 56 44 porter44 porter44 NOUN crl-16142 56 45 ; ; PUNCT crl-16142 56 46 adelman45 adelman45 NOUN crl-16142 56 47 ) ) PUNCT crl-16142 56 48 , , PUNCT crl-16142 56 49 and and CCONJ crl-16142 56 50 degree degree NOUN crl-16142 56 51 programs program NOUN crl-16142 56 52 ( ( PUNCT crl-16142 56 53 astin46 astin46 NOUN crl-16142 56 54 ; ; PUNCT crl-16142 56 55 carey47 carey47 NOUN crl-16142 56 56 ) ) PUNCT crl-16142 56 57 . . PUNCT crl-16142 57 1 our our PRON crl-16142 57 2 interest interest NOUN crl-16142 57 3 is be AUX crl-16142 57 4 in in ADP crl-16142 57 5 student student NOUN crl-16142 57 6 and and CCONJ crl-16142 57 7 institutional institutional ADJ crl-16142 57 8 factors factor NOUN crl-16142 57 9 that that PRON crl-16142 57 10 make make VERB crl-16142 57 11 a a DET crl-16142 57 12 difference difference NOUN crl-16142 57 13 once once SCONJ crl-16142 57 14 the the DET crl-16142 57 15 academic academic ADJ crl-16142 57 16 library library NOUN crl-16142 57 17 impact impact NOUN crl-16142 57 18 on on ADP crl-16142 57 19 student student NOUN crl-16142 57 20 persistence persistence NOUN crl-16142 57 21 131 131 NUM crl-16142 57 22 students student NOUN crl-16142 57 23 are be AUX crl-16142 57 24 on on ADP crl-16142 57 25 campus campus NOUN crl-16142 57 26 and and CCONJ crl-16142 57 27 variables variable NOUN crl-16142 57 28 that that PRON crl-16142 57 29 are be AUX crl-16142 57 30 easily easily ADV crl-16142 57 31 quantifiable quantifiable ADJ crl-16142 57 32 . . PUNCT crl-16142 58 1 the the DET crl-16142 58 2 variables variable NOUN crl-16142 58 3 most most ADV crl-16142 58 4 consistently consistently ADV crl-16142 58 5 cited cite VERB crl-16142 58 6 as as ADP crl-16142 58 7 factors factor NOUN crl-16142 58 8 in in ADP crl-16142 58 9 the the DET crl-16142 58 10 literature literature NOUN crl-16142 58 11 are be AUX crl-16142 58 12 race race NOUN crl-16142 58 13 , , PUNCT crl-16142 58 14 ses se NOUN crl-16142 58 15 , , PUNCT crl-16142 58 16 and and CCONJ crl-16142 58 17 gender gender NOUN crl-16142 58 18 . . PUNCT crl-16142 59 1 in in ADP crl-16142 59 2 fact fact NOUN crl-16142 59 3 , , PUNCT crl-16142 59 4 race race NOUN crl-16142 59 5 and and CCONJ crl-16142 59 6 gender gender NOUN crl-16142 59 7 are be AUX crl-16142 59 8 factors factor NOUN crl-16142 59 9 that that PRON crl-16142 59 10 are be AUX crl-16142 59 11 often often ADV crl-16142 59 12 featured feature VERB crl-16142 59 13 as as ADP crl-16142 59 14 primary primary ADJ crl-16142 59 15 variables variable NOUN crl-16142 59 16 of of ADP crl-16142 59 17 interest interest NOUN crl-16142 59 18 in in ADP crl-16142 59 19 research research NOUN crl-16142 59 20 studies study NOUN crl-16142 59 21 . . PUNCT crl-16142 60 1 faye faye PROPN crl-16142 60 2 carter carter PROPN crl-16142 60 3 reviews review VERB crl-16142 60 4 the the DET crl-16142 60 5 literature literature NOUN crl-16142 60 6 that that PRON crl-16142 60 7 explores explore VERB crl-16142 60 8 the the DET crl-16142 60 9 reasons reason NOUN crl-16142 60 10 for for ADP crl-16142 60 11 the the DET crl-16142 60 12 achievement achievement NOUN crl-16142 60 13 gap gap NOUN crl-16142 60 14 between between ADP crl-16142 60 15 ethnic ethnic ADJ crl-16142 60 16 minority minority NOUN crl-16142 60 17 and and CCONJ crl-16142 60 18 ethnic ethnic ADJ crl-16142 60 19 majority majority NOUN crl-16142 60 20 students student NOUN crl-16142 60 21 in in ADP crl-16142 60 22 college college NOUN crl-16142 60 23 and and CCONJ crl-16142 60 24 its its PRON crl-16142 60 25 applicability applicability NOUN crl-16142 60 26 to to PART crl-16142 60 27 persistence.48 persistence.48 VERB crl-16142 60 28 titus titus PROPN crl-16142 60 29 conducted conduct VERB crl-16142 60 30 a a DET crl-16142 60 31 statistical statistical ADJ crl-16142 60 32 analysis analysis NOUN crl-16142 60 33 on on ADP crl-16142 60 34 how how SCONJ crl-16142 60 35 the the DET crl-16142 60 36 financial financial ADJ crl-16142 60 37 aspects aspect NOUN crl-16142 60 38 of of ADP crl-16142 60 39 a a DET crl-16142 60 40 college college NOUN crl-16142 60 41 impact impact NOUN crl-16142 60 42 the the DET crl-16142 60 43 graduation graduation NOUN crl-16142 60 44 rates rate NOUN crl-16142 60 45 of of ADP crl-16142 60 46 low low ADJ crl-16142 60 47 ses se NOUN crl-16142 60 48 students student NOUN crl-16142 60 49 . . PUNCT crl-16142 61 1 he he PRON crl-16142 61 2 found find VERB crl-16142 61 3 positive positive ADJ crl-16142 61 4 influences influence NOUN crl-16142 61 5 for for ADP crl-16142 61 6 a a DET crl-16142 61 7 number number NOUN crl-16142 61 8 of of ADP crl-16142 61 9 variables variable NOUN crl-16142 61 10 , , PUNCT crl-16142 61 11 including include VERB crl-16142 61 12 total total ADJ crl-16142 61 13 educational educational ADJ crl-16142 61 14 expenditure expenditure NOUN crl-16142 61 15 per per ADP crl-16142 61 16 student student NOUN crl-16142 61 17 and and CCONJ crl-16142 61 18 tuition tuition NOUN crl-16142 61 19 revenue revenue NOUN crl-16142 61 20 as as ADP crl-16142 61 21 a a DET crl-16142 61 22 percentage percentage NOUN crl-16142 61 23 of of ADP crl-16142 61 24 total total ADJ crl-16142 61 25 revenue revenue NOUN crl-16142 61 26 . . PUNCT crl-16142 62 1 these these PRON crl-16142 62 2 are be AUX crl-16142 62 3 critical critical ADJ crl-16142 62 4 variables variable NOUN crl-16142 62 5 , , PUNCT crl-16142 62 6 as as SCONJ crl-16142 62 7 titus titus PROPN crl-16142 62 8 also also ADV crl-16142 62 9 noted note VERB crl-16142 62 10 that that SCONJ crl-16142 62 11 low low ADJ crl-16142 62 12 ses se NOUN crl-16142 62 13 students student NOUN crl-16142 62 14 are be AUX crl-16142 62 15 disproportionally disproportionally ADV crl-16142 62 16 represented represent VERB crl-16142 62 17 in in ADP crl-16142 62 18 institutions institution NOUN crl-16142 62 19 with with ADP crl-16142 62 20 lower low ADJ crl-16142 62 21 levels level NOUN crl-16142 62 22 of of ADP crl-16142 62 23 financial financial ADJ crl-16142 62 24 resources.49 resources.49 NOUN crl-16142 62 25 while while SCONJ crl-16142 62 26 it it PRON crl-16142 62 27 might might AUX crl-16142 62 28 be be AUX crl-16142 62 29 possible possible ADJ crl-16142 62 30 to to PART crl-16142 62 31 control control VERB crl-16142 62 32 for for ADP crl-16142 62 33 other other ADJ crl-16142 62 34 factors factor NOUN crl-16142 62 35 , , PUNCT crl-16142 62 36 for for ADP crl-16142 62 37 the the DET crl-16142 62 38 sake sake NOUN crl-16142 62 39 of of ADP crl-16142 62 40 parsimony parsimony NOUN crl-16142 62 41 and and CCONJ crl-16142 62 42 expedience expedience NOUN crl-16142 62 43 , , PUNCT crl-16142 62 44 we we PRON crl-16142 62 45 will will AUX crl-16142 62 46 limit limit VERB crl-16142 62 47 ourselves ourselves PRON crl-16142 62 48 to to ADP crl-16142 62 49 these these DET crl-16142 62 50 control control NOUN crl-16142 62 51 factors factor NOUN crl-16142 62 52 . . PUNCT crl-16142 63 1 our our PRON crl-16142 63 2 final final ADJ crl-16142 63 3 research research NOUN crl-16142 63 4 question question NOUN crl-16142 63 5 is be AUX crl-16142 63 6 : : PUNCT crl-16142 63 7 controlling control VERB crl-16142 63 8 for for ADP crl-16142 63 9 race race NOUN crl-16142 63 10 , , PUNCT crl-16142 63 11 ethnicity ethnicity NOUN crl-16142 63 12 , , PUNCT crl-16142 63 13 and and CCONJ crl-16142 63 14 gender gender NOUN crl-16142 63 15 : : PUNCT crl-16142 63 16 1 1 X crl-16142 63 17 . . X crl-16142 63 18 is be AUX crl-16142 63 19 there there PRON crl-16142 63 20 a a DET crl-16142 63 21 relationship relationship NOUN crl-16142 63 22 between between ADP crl-16142 63 23 academic academic ADJ crl-16142 63 24 library library NOUN crl-16142 63 25 staff staff NOUN crl-16142 63 26 , , PUNCT crl-16142 63 27 collections collection NOUN crl-16142 63 28 , , PUNCT crl-16142 63 29 use use NOUN crl-16142 63 30 , , PUNCT crl-16142 63 31 and and CCONJ crl-16142 63 32 services service NOUN crl-16142 63 33 and and CCONJ crl-16142 63 34 student student NOUN crl-16142 63 35 fall fall NOUN crl-16142 63 36 - - PUNCT crl-16142 63 37 to to ADP crl-16142 63 38 - - PUNCT crl-16142 63 39 fall fall NOUN crl-16142 63 40 persistence persistence NOUN crl-16142 63 41 ? ? PUNCT crl-16142 64 1 2 2 X crl-16142 64 2 . . X crl-16142 64 3 is be AUX crl-16142 64 4 there there PRON crl-16142 64 5 a a DET crl-16142 64 6 relationship relationship NOUN crl-16142 64 7 between between ADP crl-16142 64 8 academic academic ADJ crl-16142 64 9 library library NOUN crl-16142 64 10 staff staff NOUN crl-16142 64 11 , , PUNCT crl-16142 64 12 collections collection NOUN crl-16142 64 13 , , PUNCT crl-16142 64 14 use use NOUN crl-16142 64 15 , , PUNCT crl-16142 64 16 and and CCONJ crl-16142 64 17 services service NOUN crl-16142 64 18 and and CCONJ crl-16142 64 19 student student NOUN crl-16142 64 20 degree degree NOUN crl-16142 64 21 completion completion NOUN crl-16142 64 22 ? ? PUNCT crl-16142 65 1 research research NOUN crl-16142 65 2 methods method NOUN crl-16142 65 3 sample sample VERB crl-16142 65 4 the the DET crl-16142 65 5 units unit NOUN crl-16142 65 6 of of ADP crl-16142 65 7 study study NOUN crl-16142 65 8 in in ADP crl-16142 65 9 our our PRON crl-16142 65 10 sample sample NOUN crl-16142 65 11 are be AUX crl-16142 65 12 colleges college NOUN crl-16142 65 13 and and CCONJ crl-16142 65 14 universities university NOUN crl-16142 65 15 . . PUNCT crl-16142 66 1 we we PRON crl-16142 66 2 selected select VERB crl-16142 66 3 a a DET crl-16142 66 4 sample sample NOUN crl-16142 66 5 of of ADP crl-16142 66 6 u.s u.s PROPN crl-16142 66 7 . . PROPN crl-16142 66 8 academic academic ADJ crl-16142 66 9 libraries library NOUN crl-16142 66 10 from from ADP crl-16142 66 11 the the DET crl-16142 66 12 association association NOUN crl-16142 66 13 of of ADP crl-16142 66 14 research research NOUN crl-16142 66 15 libraries library NOUN crl-16142 66 16 ( ( PUNCT crl-16142 66 17 arl arl PROPN crl-16142 66 18 ) ) PUNCT crl-16142 66 19 . . PUNCT crl-16142 67 1 arl arl PROPN crl-16142 67 2 members member NOUN crl-16142 67 3 consist consist VERB crl-16142 67 4 of of ADP crl-16142 67 5 libraries library NOUN crl-16142 67 6 with with ADP crl-16142 67 7 “ " PUNCT crl-16142 67 8 distinctive distinctive ADJ crl-16142 67 9 research research NOUN crl-16142 67 10 - - PUNCT crl-16142 67 11 oriented orient VERB crl-16142 67 12 collections collection NOUN crl-16142 67 13 and and CCONJ crl-16142 67 14 resources resource NOUN crl-16142 67 15 of of ADP crl-16142 67 16 national national ADJ crl-16142 67 17 significance significance NOUN crl-16142 67 18 . . PUNCT crl-16142 68 1 ”50 ”50 VERB crl-16142 68 2 the the DET crl-16142 68 3 majority majority NOUN crl-16142 68 4 of of ADP crl-16142 68 5 members member NOUN crl-16142 68 6 are be AUX crl-16142 68 7 academic academic ADJ crl-16142 68 8 libraries library NOUN crl-16142 68 9 whose whose DET crl-16142 68 10 parent parent NOUN crl-16142 68 11 institutions institution NOUN crl-16142 68 12 are be AUX crl-16142 68 13 classified classify VERB crl-16142 68 14 as as ADP crl-16142 68 15 high high ADJ crl-16142 68 16 or or CCONJ crl-16142 68 17 very very ADV crl-16142 68 18 high high ADJ crl-16142 68 19 by by ADP crl-16142 68 20 the the DET crl-16142 68 21 carnegie carnegie NOUN crl-16142 68 22 classification classification NOUN crl-16142 68 23 of of ADP crl-16142 68 24 institutions institution NOUN crl-16142 68 25 of of ADP crl-16142 68 26 higher high ADJ crl-16142 68 27 education education NOUN crl-16142 68 28 . . PUNCT crl-16142 69 1 the the DET crl-16142 69 2 remaining remain VERB crl-16142 69 3 libraries library NOUN crl-16142 69 4 consist consist VERB crl-16142 69 5 of of ADP crl-16142 69 6 a a DET crl-16142 69 7 select select ADJ crl-16142 69 8 group group NOUN crl-16142 69 9 of of ADP crl-16142 69 10 public public ADJ crl-16142 69 11 libraries library NOUN crl-16142 69 12 . . PUNCT crl-16142 70 1 we we PRON crl-16142 70 2 excluded exclude VERB crl-16142 70 3 the the DET crl-16142 70 4 public public ADJ crl-16142 70 5 libraries library NOUN crl-16142 70 6 and and CCONJ crl-16142 70 7 the the DET crl-16142 70 8 canadian canadian ADJ crl-16142 70 9 academic academic ADJ crl-16142 70 10 libraries library NOUN crl-16142 70 11 , , PUNCT crl-16142 70 12 leaving leave VERB crl-16142 70 13 us we PRON crl-16142 70 14 a a DET crl-16142 70 15 sample sample NOUN crl-16142 70 16 of of ADP crl-16142 70 17 99 99 NUM crl-16142 70 18 u.s u.s PROPN crl-16142 70 19 . . PROPN crl-16142 70 20 academic academic ADJ crl-16142 70 21 libraries library NOUN crl-16142 70 22 . . PUNCT crl-16142 71 1 the the DET crl-16142 71 2 sample sample NOUN crl-16142 71 3 consists consist VERB crl-16142 71 4 of of ADP crl-16142 71 5 the the DET crl-16142 71 6 colleges college NOUN crl-16142 71 7 and and CCONJ crl-16142 71 8 universities university NOUN crl-16142 71 9 where where SCONJ crl-16142 71 10 the the DET crl-16142 71 11 arl arl PROPN crl-16142 71 12 member member NOUN crl-16142 71 13 libraries library NOUN crl-16142 71 14 reside reside VERB crl-16142 71 15 . . PUNCT crl-16142 72 1 variables variable NOUN crl-16142 72 2 the the DET crl-16142 72 3 data datum NOUN crl-16142 72 4 set set VERB crl-16142 72 5 that that PRON crl-16142 72 6 we we PRON crl-16142 72 7 examined examine VERB crl-16142 72 8 was be AUX crl-16142 72 9 drawn draw VERB crl-16142 72 10 from from ADP crl-16142 72 11 the the DET crl-16142 72 12 2005–2006 2005–2006 NUM crl-16142 72 13 annual annual ADJ crl-16142 72 14 survey survey NOUN crl-16142 72 15 of of ADP crl-16142 72 16 arl arl PROPN crl-16142 72 17 statistics statistic NOUN crl-16142 72 18 compiled compile VERB crl-16142 72 19 by by ADP crl-16142 72 20 the the DET crl-16142 72 21 association association NOUN crl-16142 72 22 of of ADP crl-16142 72 23 research research NOUN crl-16142 72 24 libraries library NOUN crl-16142 72 25 ( ( PUNCT crl-16142 72 26 arl)51 arl)51 NOUN crl-16142 72 27 and and CCONJ crl-16142 72 28 from from ADP crl-16142 72 29 the the DET crl-16142 72 30 integrated integrate VERB crl-16142 72 31 postsecondary postsecondary ADJ crl-16142 72 32 education education NOUN crl-16142 72 33 data data NOUN crl-16142 72 34 system system NOUN crl-16142 72 35 ( ( PUNCT crl-16142 72 36 ipeds iped NOUN crl-16142 72 37 ) ) PUNCT crl-16142 72 38 of of ADP crl-16142 72 39 the the DET crl-16142 72 40 national national ADJ crl-16142 72 41 center center NOUN crl-16142 72 42 for for ADP crl-16142 72 43 education education NOUN crl-16142 72 44 statistics statistic NOUN crl-16142 72 45 ( ( PUNCT crl-16142 72 46 nces).52 nces).52 PROPN crl-16142 72 47 arl arl PROPN crl-16142 72 48 provided provide VERB crl-16142 72 49 data datum NOUN crl-16142 72 50 on on ADP crl-16142 72 51 library library NOUN crl-16142 72 52 staff staff NOUN crl-16142 72 53 , , PUNCT crl-16142 72 54 collections collection NOUN crl-16142 72 55 , , PUNCT crl-16142 72 56 use use NOUN crl-16142 72 57 , , PUNCT crl-16142 72 58 and and CCONJ crl-16142 72 59 services service NOUN crl-16142 72 60 . . PUNCT crl-16142 73 1 the the DET crl-16142 73 2 variables variable NOUN crl-16142 73 3 that that PRON crl-16142 73 4 indicate indicate VERB crl-16142 73 5 staff staff NOUN crl-16142 73 6 include include VERB crl-16142 73 7 total total ADJ crl-16142 73 8 wages wage NOUN crl-16142 73 9 paid pay VERB crl-16142 73 10 and and CCONJ crl-16142 73 11 the the DET crl-16142 73 12 number number NOUN crl-16142 73 13 of of ADP crl-16142 73 14 professional professional ADJ crl-16142 73 15 staff staff NOUN crl-16142 73 16 per per ADP crl-16142 73 17 student student NOUN crl-16142 73 18 — — PUNCT crl-16142 73 19 we we PRON crl-16142 73 20 derived derive VERB crl-16142 73 21 this this DET crl-16142 73 22 variable variable NOUN crl-16142 73 23 by by ADP crl-16142 73 24 dividing divide VERB crl-16142 73 25 the the DET crl-16142 73 26 total total ADJ crl-16142 73 27 number number NOUN crl-16142 73 28 of of ADP crl-16142 73 29 professional professional ADJ crl-16142 73 30 library library NOUN crl-16142 73 31 staff staff NOUN crl-16142 73 32 by by ADP crl-16142 73 33 the the DET crl-16142 73 34 number number NOUN crl-16142 73 35 of of ADP crl-16142 73 36 full full ADJ crl-16142 73 37 - - PUNCT crl-16142 73 38 time time NOUN crl-16142 73 39 undergraduate undergraduate NOUN crl-16142 73 40 and and CCONJ crl-16142 73 41 graduate graduate NOUN crl-16142 73 42 students student NOUN crl-16142 73 43 . . PUNCT crl-16142 74 1 the the DET crl-16142 74 2 variables variable NOUN crl-16142 74 3 that that PRON crl-16142 74 4 indicate indicate VERB crl-16142 74 5 collections collection NOUN crl-16142 74 6 include include VERB crl-16142 74 7 total total ADJ crl-16142 74 8 number number NOUN crl-16142 74 9 of of ADP crl-16142 74 10 volumes volume NOUN crl-16142 74 11 , , PUNCT crl-16142 74 12 volumes volume NOUN crl-16142 74 13 added add VERB crl-16142 74 14 during during ADP crl-16142 74 15 the the DET crl-16142 74 16 past past ADJ crl-16142 74 17 year year NOUN crl-16142 74 18 , , PUNCT crl-16142 74 19 and and CCONJ crl-16142 74 20 total total ADJ crl-16142 74 21 expenditures expenditure NOUN crl-16142 74 22 for for ADP crl-16142 74 23 collections collection NOUN crl-16142 74 24 . . PUNCT crl-16142 75 1 the the DET crl-16142 75 2 variable variable NOUN crl-16142 75 3 that that PRON crl-16142 75 4 indicates indicate VERB crl-16142 75 5 use use NOUN crl-16142 75 6 is be AUX crl-16142 75 7 initial initial ADJ crl-16142 75 8 circulation circulation NOUN crl-16142 75 9 . . PUNCT crl-16142 76 1 the the DET crl-16142 76 2 variables variable NOUN crl-16142 76 3 that that PRON crl-16142 76 4 indicate indicate VERB crl-16142 76 5 services service NOUN crl-16142 76 6 include include VERB crl-16142 76 7 number number NOUN crl-16142 76 8 of of ADP crl-16142 76 9 reference reference NOUN crl-16142 76 10 questions question NOUN crl-16142 76 11 asked ask VERB crl-16142 76 12 and and CCONJ crl-16142 76 13 percent percent NOUN crl-16142 76 14 of of ADP crl-16142 76 15 students student NOUN crl-16142 76 16 receiving receive VERB crl-16142 76 17 instruction instruction NOUN crl-16142 76 18 — — PUNCT crl-16142 76 19 we we PRON crl-16142 76 20 derived derive VERB crl-16142 76 21 this this DET crl-16142 76 22 variable variable NOUN crl-16142 76 23 by by ADP crl-16142 76 24 dividing divide VERB crl-16142 76 25 the the DET crl-16142 76 26 total total ADJ crl-16142 76 27 number number NOUN crl-16142 76 28 of of ADP crl-16142 76 29 students student NOUN crl-16142 76 30 reached reach VERB crl-16142 76 31 by by ADP crl-16142 76 32 library library NOUN crl-16142 76 33 instructors instructor NOUN crl-16142 76 34 by by ADP crl-16142 76 35 the the DET crl-16142 76 36 number number NOUN crl-16142 76 37 of of ADP crl-16142 76 38 full full ADJ crl-16142 76 39 - - PUNCT crl-16142 76 40 time time NOUN crl-16142 76 41 undergraduate undergraduate NOUN crl-16142 76 42 and and CCONJ crl-16142 76 43 graduate graduate NOUN crl-16142 76 44 students student NOUN crl-16142 76 45 . . PUNCT crl-16142 77 1 there there PRON crl-16142 77 2 were be VERB crl-16142 77 3 missing miss VERB crl-16142 77 4 cases case NOUN crl-16142 77 5 for for ADP crl-16142 77 6 circulation circulation NOUN crl-16142 77 7 , , PUNCT crl-16142 77 8 reference reference NOUN crl-16142 77 9 , , PUNCT crl-16142 77 10 and and CCONJ crl-16142 77 11 instruction instruction NOUN crl-16142 77 12 ; ; PUNCT crl-16142 77 13 therefore therefore ADV crl-16142 77 14 , , PUNCT crl-16142 77 15 we we PRON crl-16142 77 16 replaced replace VERB crl-16142 77 17 the the DET crl-16142 77 18 missing miss VERB crl-16142 77 19 values value NOUN crl-16142 77 20 with with ADP crl-16142 77 21 the the DET crl-16142 77 22 series series NOUN crl-16142 77 23 mean mean VERB crl-16142 77 24 . . PUNCT crl-16142 78 1 we we PRON crl-16142 78 2 created create VERB crl-16142 78 3 the the DET crl-16142 78 4 perstudent perstudent NOUN crl-16142 78 5 statistics statistic NOUN crl-16142 78 6 for for ADP crl-16142 78 7 professional professional ADJ crl-16142 78 8 staff staff NOUN crl-16142 78 9 and and CCONJ crl-16142 78 10 students student NOUN crl-16142 78 11 receiving receive VERB crl-16142 78 12 instruction instruction NOUN crl-16142 78 13 by by ADP crl-16142 78 14 dividing divide VERB crl-16142 78 15 the the DET crl-16142 78 16 raw raw ADJ crl-16142 78 17 numbers number NOUN crl-16142 78 18 for for ADP crl-16142 78 19 these these DET crl-16142 78 20 variables variable NOUN crl-16142 78 21 by by ADP crl-16142 78 22 total total ADJ crl-16142 78 23 fte fte NOUN crl-16142 78 24 full full ADJ crl-16142 78 25 - - PUNCT crl-16142 78 26 time time NOUN crl-16142 78 27 student student NOUN crl-16142 78 28 enrollment enrollment NOUN crl-16142 78 29 to to PART crl-16142 78 30 reflect reflect VERB crl-16142 78 31 the the DET crl-16142 78 32 library library NOUN crl-16142 78 33 ’s ’s PART crl-16142 78 34 reach reach NOUN crl-16142 78 35 . . PUNCT crl-16142 79 1 ipeds iped NOUN crl-16142 79 2 provided provide VERB crl-16142 79 3 2006 2006 NUM crl-16142 79 4 data datum NOUN crl-16142 79 5 on on ADP crl-16142 79 6 the the DET crl-16142 79 7 dependent dependent ADJ crl-16142 79 8 variables variable NOUN crl-16142 79 9 of of ADP crl-16142 79 10 retention retention NOUN crl-16142 79 11 and and CCONJ crl-16142 79 12 graduation graduation NOUN crl-16142 79 13 and and CCONJ crl-16142 79 14 the the DET crl-16142 79 15 control control NOUN crl-16142 79 16 variables variable NOUN crl-16142 79 17 of of ADP crl-16142 79 18 gender gender NOUN crl-16142 79 19 , , PUNCT crl-16142 79 20 race race NOUN crl-16142 79 21 / / SYM crl-16142 79 22 ethnicity ethnicity NOUN crl-16142 79 23 , , PUNCT crl-16142 79 24 and and CCONJ crl-16142 79 25 percentage percentage NOUN crl-16142 79 26 of of ADP crl-16142 79 27 students student NOUN crl-16142 79 28 receiving receive VERB crl-16142 79 29 need need NOUN crl-16142 79 30 - - PUNCT crl-16142 79 31 based base VERB crl-16142 79 32 financial financial ADJ crl-16142 79 33 aid aid NOUN crl-16142 79 34 as as ADP crl-16142 79 35 a a DET crl-16142 79 36 proxy proxy NOUN crl-16142 79 37 for for ADP crl-16142 79 38 socioeconomic socioeconomic ADJ crl-16142 79 39 status status NOUN crl-16142 79 40 ( ( PUNCT crl-16142 79 41 ses se NOUN crl-16142 79 42 ) ) PUNCT crl-16142 79 43 . . PUNCT crl-16142 80 1 the the DET crl-16142 80 2 indicator indicator NOUN crl-16142 80 3 for for ADP crl-16142 80 4 retention retention NOUN crl-16142 80 5 reflects reflect VERB crl-16142 80 6 132 132 NUM crl-16142 80 7 college college PROPN crl-16142 80 8 & & CCONJ crl-16142 80 9 research research PROPN crl-16142 80 10 libraries library NOUN crl-16142 80 11 march march PROPN crl-16142 80 12 2011 2011 NUM crl-16142 80 13 2005 2005 NUM crl-16142 80 14 fall fall NOUN crl-16142 80 15 - - PUNCT crl-16142 80 16 to to ADP crl-16142 80 17 - - PUNCT crl-16142 80 18 fall fall NOUN crl-16142 80 19 persistence persistence NOUN crl-16142 80 20 between between ADP crl-16142 80 21 first first ADJ crl-16142 80 22 and and CCONJ crl-16142 80 23 second second ADJ crl-16142 80 24 year year NOUN crl-16142 80 25 by by ADP crl-16142 80 26 students student NOUN crl-16142 80 27 . . PUNCT crl-16142 81 1 the the DET crl-16142 81 2 indicator indicator NOUN crl-16142 81 3 for for ADP crl-16142 81 4 graduation graduation NOUN crl-16142 81 5 is be AUX crl-16142 81 6 the the DET crl-16142 81 7 percentage percentage NOUN crl-16142 81 8 of of ADP crl-16142 81 9 students student NOUN crl-16142 81 10 who who PRON crl-16142 81 11 started start VERB crl-16142 81 12 college college NOUN crl-16142 81 13 in in ADP crl-16142 81 14 2000 2000 NUM crl-16142 81 15 and and CCONJ crl-16142 81 16 graduated graduate VERB crl-16142 81 17 within within ADP crl-16142 81 18 six six NUM crl-16142 81 19 years year NOUN crl-16142 81 20 . . PUNCT crl-16142 82 1 gender gender NOUN crl-16142 82 2 is be AUX crl-16142 82 3 indicated indicate VERB crl-16142 82 4 by by ADP crl-16142 82 5 male male ADJ crl-16142 82 6 and and CCONJ crl-16142 82 7 female female ADJ crl-16142 82 8 . . PUNCT crl-16142 83 1 race/ race/ NUM crl-16142 83 2 ethnicity ethnicity NOUN crl-16142 83 3 is be AUX crl-16142 83 4 indicated indicate VERB crl-16142 83 5 by by ADP crl-16142 83 6 asian asian ADJ crl-16142 83 7 american american PROPN crl-16142 83 8 , , PUNCT crl-16142 83 9 black black ADJ crl-16142 83 10 , , PUNCT crl-16142 83 11 hispanic hispanic ADJ crl-16142 83 12 , , PUNCT crl-16142 83 13 american american PROPN crl-16142 83 14 indian indian PROPN crl-16142 83 15 , , PUNCT crl-16142 83 16 and and CCONJ crl-16142 83 17 white white ADJ crl-16142 83 18 . . PUNCT crl-16142 84 1 the the DET crl-16142 84 2 indicator indicator NOUN crl-16142 84 3 for for ADP crl-16142 84 4 ses se NOUN crl-16142 84 5 is be AUX crl-16142 84 6 percentage percentage NOUN crl-16142 84 7 of of ADP crl-16142 84 8 students student NOUN crl-16142 84 9 receiving receive VERB crl-16142 84 10 need need NOUN crl-16142 84 11 - - PUNCT crl-16142 84 12 based base VERB crl-16142 84 13 financial financial ADJ crl-16142 84 14 aid aid NOUN crl-16142 84 15 . . PUNCT crl-16142 85 1 data datum NOUN crl-16142 85 2 analysis analysis NOUN crl-16142 85 3 we we PRON crl-16142 85 4 analyzed analyze VERB crl-16142 85 5 the the DET crl-16142 85 6 relationship relationship NOUN crl-16142 85 7 between between ADP crl-16142 85 8 the the DET crl-16142 85 9 dependent dependent ADJ crl-16142 85 10 variables variable NOUN crl-16142 85 11 of of ADP crl-16142 85 12 retention retention NOUN crl-16142 85 13 ( ( PUNCT crl-16142 85 14 ret ret NOUN crl-16142 85 15 ) ) PUNCT crl-16142 85 16 and and CCONJ crl-16142 85 17 graduation graduation NOUN crl-16142 85 18 ( ( PUNCT crl-16142 85 19 grad grad PROPN crl-16142 85 20 ) ) PUNCT crl-16142 85 21 and and CCONJ crl-16142 85 22 the the DET crl-16142 85 23 independent independent ADJ crl-16142 85 24 variables variable NOUN crl-16142 85 25 of of ADP crl-16142 85 26 staff staff NOUN crl-16142 85 27 ( ( PUNCT crl-16142 85 28 profpct profpct ADJ crl-16142 85 29 and and CCONJ crl-16142 85 30 wagetot wagetot ADJ crl-16142 85 31 ) ) PUNCT crl-16142 85 32 , , PUNCT crl-16142 85 33 collections collection NOUN crl-16142 85 34 ( ( PUNCT crl-16142 85 35 voltot voltot NOUN crl-16142 85 36 , , PUNCT crl-16142 85 37 voladd voladd NOUN crl-16142 85 38 , , PUNCT crl-16142 85 39 and and CCONJ crl-16142 85 40 exptot exptot NOUN crl-16142 85 41 ) ) PUNCT crl-16142 85 42 , , PUNCT crl-16142 85 43 use use NOUN crl-16142 85 44 ( ( PUNCT crl-16142 85 45 circ circ PROPN crl-16142 85 46 ) ) PUNCT crl-16142 85 47 , , PUNCT crl-16142 85 48 and and CCONJ crl-16142 85 49 services service NOUN crl-16142 85 50 ( ( PUNCT crl-16142 85 51 ref ref NOUN crl-16142 85 52 and and CCONJ crl-16142 85 53 classpct classpct NOUN crl-16142 85 54 ) ) PUNCT crl-16142 85 55 , , PUNCT crl-16142 85 56 controlling control VERB crl-16142 85 57 for for ADP crl-16142 85 58 gender gender NOUN crl-16142 85 59 ( ( PUNCT crl-16142 85 60 male male ADJ crl-16142 85 61 and and CCONJ crl-16142 85 62 female female ADJ crl-16142 85 63 ) ) PUNCT crl-16142 85 64 , , PUNCT crl-16142 85 65 race race NOUN crl-16142 85 66 / / SYM crl-16142 85 67 ethnicity ethnicity NOUN crl-16142 85 68 ( ( PUNCT crl-16142 85 69 asian asian ADJ crl-16142 85 70 , , PUNCT crl-16142 85 71 black black ADJ crl-16142 85 72 , , PUNCT crl-16142 85 73 hispanic hispanic ADJ crl-16142 85 74 , , PUNCT crl-16142 85 75 indian indian ADJ crl-16142 85 76 , , PUNCT crl-16142 85 77 and and CCONJ crl-16142 85 78 white white ADJ crl-16142 85 79 ) ) PUNCT crl-16142 85 80 , , PUNCT crl-16142 85 81 and and CCONJ crl-16142 85 82 ses ses PROPN crl-16142 85 83 ( ( PUNCT crl-16142 85 84 finaid finaid PROPN crl-16142 85 85 ) ) PUNCT crl-16142 85 86 . . PUNCT crl-16142 86 1 see see VERB crl-16142 86 2 appendix appendix PROPN crl-16142 86 3 for for ADP crl-16142 86 4 a a DET crl-16142 86 5 codebook codebook NOUN crl-16142 86 6 that that PRON crl-16142 86 7 includes include VERB crl-16142 86 8 a a DET crl-16142 86 9 complete complete ADJ crl-16142 86 10 list list NOUN crl-16142 86 11 of of ADP crl-16142 86 12 variables variable NOUN crl-16142 86 13 with with ADP crl-16142 86 14 their their PRON crl-16142 86 15 descriptions description NOUN crl-16142 86 16 . . PUNCT crl-16142 87 1 we we PRON crl-16142 87 2 performed perform VERB crl-16142 87 3 standard standard ADJ crl-16142 87 4 descriptive descriptive ADJ crl-16142 87 5 statistical statistical ADJ crl-16142 87 6 analyses analysis NOUN crl-16142 87 7 . . PUNCT crl-16142 88 1 we we PRON crl-16142 88 2 computed compute VERB crl-16142 88 3 univariate univariate ADJ crl-16142 88 4 ( ( PUNCT crl-16142 88 5 single single ADJ crl-16142 88 6 variable variable ADJ crl-16142 88 7 ) ) PUNCT crl-16142 88 8 statistics statistic NOUN crl-16142 88 9 for for ADP crl-16142 88 10 all all DET crl-16142 88 11 variables variable NOUN crl-16142 88 12 . . PUNCT crl-16142 89 1 we we PRON crl-16142 89 2 displayed display VERB crl-16142 89 3 relationships relationship NOUN crl-16142 89 4 between between ADP crl-16142 89 5 each each DET crl-16142 89 6 pair pair NOUN crl-16142 89 7 of of ADP crl-16142 89 8 variables variable NOUN crl-16142 89 9 in in ADP crl-16142 89 10 a a DET crl-16142 89 11 scatterplot scatterplot NOUN crl-16142 89 12 and and CCONJ crl-16142 89 13 performed perform VERB crl-16142 89 14 a a DET crl-16142 89 15 regression regression NOUN crl-16142 89 16 analysis analysis NOUN crl-16142 89 17 of of ADP crl-16142 89 18 each each DET crl-16142 89 19 independent independent ADJ crl-16142 89 20 and and CCONJ crl-16142 89 21 control control VERB crl-16142 89 22 variable variable ADJ crl-16142 89 23 on on ADP crl-16142 89 24 each each DET crl-16142 89 25 dependent dependent ADJ crl-16142 89 26 variable variable NOUN crl-16142 89 27 . . PUNCT crl-16142 90 1 we we PRON crl-16142 90 2 transformed transform VERB crl-16142 90 3 the the DET crl-16142 90 4 data datum NOUN crl-16142 90 5 to to PART crl-16142 90 6 fit fit VERB crl-16142 90 7 a a DET crl-16142 90 8 linear linear ADJ crl-16142 90 9 regression regression NOUN crl-16142 90 10 model model NOUN crl-16142 90 11 to to ADP crl-16142 90 12 the the DET crl-16142 90 13 transformed transform VERB crl-16142 90 14 data datum NOUN crl-16142 90 15 to to PART crl-16142 90 16 compare compare VERB crl-16142 90 17 the the DET crl-16142 90 18 different different ADJ crl-16142 90 19 models model NOUN crl-16142 90 20 . . PUNCT crl-16142 91 1 we we PRON crl-16142 91 2 examined examine VERB crl-16142 91 3 and and CCONJ crl-16142 91 4 removed remove VERB crl-16142 91 5 atypical atypical ADJ crl-16142 91 6 data datum NOUN crl-16142 91 7 and and CCONJ crl-16142 91 8 refit refit VERB crl-16142 91 9 the the DET crl-16142 91 10 model model NOUN crl-16142 91 11 . . PUNCT crl-16142 92 1 findings finding NOUN crl-16142 92 2 retention retention NOUN crl-16142 92 3 and and CCONJ crl-16142 92 4 graduation graduation NOUN crl-16142 92 5 rates rate NOUN crl-16142 92 6 vary vary VERB crl-16142 92 7 widely widely ADV crl-16142 92 8 . . PUNCT crl-16142 93 1 retention retention NOUN crl-16142 93 2 is be AUX crl-16142 93 3 the the DET crl-16142 93 4 percentage percentage NOUN crl-16142 93 5 of of ADP crl-16142 93 6 fulltime fulltime ADJ crl-16142 93 7 students student NOUN crl-16142 93 8 who who PRON crl-16142 93 9 were be AUX crl-16142 93 10 enrolled enrol VERB crl-16142 93 11 during during ADP crl-16142 93 12 the the DET crl-16142 93 13 2005 2005 NUM crl-16142 93 14 fall fall NOUN crl-16142 93 15 semester semester NOUN crl-16142 93 16 and and CCONJ crl-16142 93 17 returned return VERB crl-16142 93 18 in in ADP crl-16142 93 19 the the DET crl-16142 93 20 fall fall NOUN crl-16142 93 21 of of ADP crl-16142 93 22 2006 2006 NUM crl-16142 93 23 . . PUNCT crl-16142 94 1 the the DET crl-16142 94 2 mean mean ADJ crl-16142 94 3 and and CCONJ crl-16142 94 4 median median ADJ crl-16142 94 5 for for ADP crl-16142 94 6 retable retable ADJ crl-16142 94 7 1 1 NUM crl-16142 94 8 descriptive descriptive ADJ crl-16142 94 9 statistics statistic NOUN crl-16142 94 10 for for ADP crl-16142 94 11 retention retention NOUN crl-16142 94 12 and and CCONJ crl-16142 94 13 graduation graduation NOUN crl-16142 94 14 for for ADP crl-16142 94 15 a a DET crl-16142 94 16 sample sample NOUN crl-16142 94 17 of of ADP crl-16142 94 18 99 99 NUM crl-16142 94 19 arl arl PROPN crl-16142 94 20 institutions institution NOUN crl-16142 94 21 fall fall VERB crl-16142 94 22 2005 2005 NUM crl-16142 94 23 full full ADJ crl-16142 94 24 - - PUNCT crl-16142 94 25 time time NOUN crl-16142 94 26 cohort cohort NOUN crl-16142 94 27 3rd 3rd ADJ crl-16142 94 28 semester semester NOUN crl-16142 94 29 retention retention NOUN crl-16142 94 30 rate rate NOUN crl-16142 94 31 fall fall VERB crl-16142 94 32 2000 2000 NUM crl-16142 94 33 full full ADJ crl-16142 94 34 - - PUNCT crl-16142 94 35 time time NOUN crl-16142 94 36 cohort cohort NOUN crl-16142 94 37 6 6 NUM crl-16142 94 38 - - PUNCT crl-16142 94 39 year year NOUN crl-16142 94 40 graduation graduation NOUN crl-16142 94 41 rate rate NOUN crl-16142 94 42 n n PUNCT crl-16142 94 43 valid valid ADJ crl-16142 94 44 98 98 NUM crl-16142 94 45 99 99 NUM crl-16142 94 46 missing miss VERB crl-16142 94 47 1 1 NUM crl-16142 94 48 0 0 NUM crl-16142 94 49 mean mean ADJ crl-16142 94 50 88.79 88.79 NUM crl-16142 94 51 73.09 73.09 NUM crl-16142 94 52 median median PROPN crl-16142 94 53 90.00 90.00 NUM crl-16142 94 54 74.00 74.00 NUM crl-16142 94 55 mode mode NOUN crl-16142 94 56 96.00 96.00 NUM crl-16142 94 57 59.00 59.00 NUM crl-16142 94 58 std std NOUN crl-16142 94 59 . . PUNCT crl-16142 94 60 deviation deviation NOUN crl-16142 94 61 7.17 7.17 NUM crl-16142 94 62 15.30 15.30 NUM crl-16142 94 63 skewness skewness NOUN crl-16142 94 64 – – PUNCT crl-16142 94 65 .64 .64 NUM crl-16142 94 66 – – PUNCT crl-16142 94 67 .34 .34 PROPN crl-16142 94 68 std std NOUN crl-16142 94 69 . . PUNCT crl-16142 94 70 error error NOUN crl-16142 94 71 of of ADP crl-16142 94 72 skewness skewness NOUN crl-16142 94 73 .24 .24 NUM crl-16142 94 74 .24 .24 NUM crl-16142 94 75 kurtosis kurtosis NOUN crl-16142 94 76 – – PUNCT crl-16142 94 77 .28 .28 NUM crl-16142 94 78 – – PUNCT crl-16142 94 79 .62 .62 NUM crl-16142 94 80 std std PROPN crl-16142 94 81 . . PUNCT crl-16142 94 82 error error NOUN crl-16142 94 83 of of ADP crl-16142 94 84 kurtosis kurtosis PROPN crl-16142 94 85 .48 .48 NUM crl-16142 94 86 .48 .48 NUM crl-16142 94 87 range range NOUN crl-16142 94 88 31.00 31.00 NUM crl-16142 94 89 62.00 62.00 NUM crl-16142 94 90 minimum minimum NOUN crl-16142 94 91 68.00 68.00 NUM crl-16142 94 92 36.00 36.00 NUM crl-16142 94 93 maximum maximum ADJ crl-16142 94 94 99.00 99.00 NUM crl-16142 94 95 98.00 98.00 NUM crl-16142 94 96 percentiles percentile VERB crl-16142 94 97 25 25 NUM crl-16142 94 98 84.00 84.00 NUM crl-16142 94 99 62.00 62.00 NUM crl-16142 94 100 50 50 NUM crl-16142 94 101 90.00 90.00 NUM crl-16142 94 102 74.00 74.00 NUM crl-16142 94 103 75 75 NUM crl-16142 94 104 95.00 95.00 NUM crl-16142 94 105 85.00 85.00 NUM crl-16142 94 106 the the DET crl-16142 94 107 academic academic ADJ crl-16142 94 108 library library NOUN crl-16142 94 109 impact impact NOUN crl-16142 94 110 on on ADP crl-16142 94 111 student student NOUN crl-16142 94 112 persistence persistence NOUN crl-16142 94 113 133 133 NUM crl-16142 94 114 tention tention NOUN crl-16142 94 115 are be AUX crl-16142 94 116 both both PRON crl-16142 94 117 high high ADJ crl-16142 94 118 at at ADP crl-16142 94 119 88.79 88.79 NUM crl-16142 94 120 percent percent NOUN crl-16142 94 121 and and CCONJ crl-16142 94 122 90.00 90.00 NUM crl-16142 94 123 percent percent NOUN crl-16142 94 124 respectively respectively ADV crl-16142 94 125 ; ; PUNCT crl-16142 94 126 however however ADV crl-16142 94 127 , , PUNCT crl-16142 94 128 the the DET crl-16142 94 129 range range NOUN crl-16142 94 130 is be AUX crl-16142 94 131 31 31 NUM crl-16142 94 132 with with ADP crl-16142 94 133 a a DET crl-16142 94 134 minimum minimum NOUN crl-16142 94 135 of of ADP crl-16142 94 136 68 68 NUM crl-16142 94 137 percent percent NOUN crl-16142 94 138 . . PUNCT crl-16142 95 1 we we PRON crl-16142 95 2 removed remove VERB crl-16142 95 3 one one NUM crl-16142 95 4 case case NOUN crl-16142 95 5 that that PRON crl-16142 95 6 was be AUX crl-16142 95 7 missing miss VERB crl-16142 95 8 the the DET crl-16142 95 9 data datum NOUN crl-16142 95 10 for for ADP crl-16142 95 11 retention retention NOUN crl-16142 95 12 . . PUNCT crl-16142 96 1 graduation graduation NOUN crl-16142 96 2 reflects reflect VERB crl-16142 96 3 the the DET crl-16142 96 4 percentage percentage NOUN crl-16142 96 5 of of ADP crl-16142 96 6 full full ADJ crl-16142 96 7 - - PUNCT crl-16142 96 8 time time NOUN crl-16142 96 9 students student NOUN crl-16142 96 10 who who PRON crl-16142 96 11 started start VERB crl-16142 96 12 college college NOUN crl-16142 96 13 in in ADP crl-16142 96 14 the the DET crl-16142 96 15 fall fall NOUN crl-16142 96 16 of of ADP crl-16142 96 17 2000 2000 NUM crl-16142 96 18 and and CCONJ crl-16142 96 19 had have AUX crl-16142 96 20 graduated graduate VERB crl-16142 96 21 within within ADP crl-16142 96 22 six six NUM crl-16142 96 23 years year NOUN crl-16142 96 24 by by ADP crl-16142 96 25 fall fall NOUN crl-16142 96 26 of of ADP crl-16142 96 27 2006 2006 NUM crl-16142 96 28 . . PUNCT crl-16142 97 1 graduation graduation NOUN crl-16142 97 2 rates rate NOUN crl-16142 97 3 are be AUX crl-16142 97 4 lower low ADJ crl-16142 97 5 with with ADP crl-16142 97 6 both both PRON crl-16142 97 7 the the DET crl-16142 97 8 mean mean ADJ crl-16142 97 9 and and CCONJ crl-16142 97 10 median median ADJ crl-16142 97 11 at at ADP crl-16142 97 12 approximately approximately ADV crl-16142 97 13 74 74 NUM crl-16142 97 14 percent percent NOUN crl-16142 97 15 . . PUNCT crl-16142 98 1 the the DET crl-16142 98 2 range range NOUN crl-16142 98 3 is be AUX crl-16142 98 4 much much ADV crl-16142 98 5 higher high ADJ crl-16142 98 6 at at ADP crl-16142 98 7 62 62 NUM crl-16142 98 8 with with ADP crl-16142 98 9 a a DET crl-16142 98 10 minimum minimum NOUN crl-16142 98 11 of of ADP crl-16142 98 12 36 36 NUM crl-16142 98 13 percent percent NOUN crl-16142 98 14 and and CCONJ crl-16142 98 15 a a DET crl-16142 98 16 maximum maximum NOUN crl-16142 98 17 of of ADP crl-16142 98 18 99 99 NUM crl-16142 98 19 percent percent NOUN crl-16142 98 20 . . PUNCT crl-16142 99 1 see see VERB crl-16142 99 2 table table NOUN crl-16142 99 3 1 1 NUM crl-16142 99 4 for for ADP crl-16142 99 5 details detail NOUN crl-16142 99 6 of of ADP crl-16142 99 7 retention retention NOUN crl-16142 99 8 and and CCONJ crl-16142 99 9 graduation graduation NOUN crl-16142 99 10 . . PUNCT crl-16142 100 1 arl arl PROPN crl-16142 100 2 libraries library NOUN crl-16142 100 3 turned turn VERB crl-16142 100 4 out out ADP crl-16142 100 5 to to PART crl-16142 100 6 be be AUX crl-16142 100 7 a a DET crl-16142 100 8 disparate disparate ADJ crl-16142 100 9 group group NOUN crl-16142 100 10 . . PUNCT crl-16142 101 1 though though SCONJ crl-16142 101 2 we we PRON crl-16142 101 3 had have AUX crl-16142 101 4 anticipated anticipate VERB crl-16142 101 5 that that SCONJ crl-16142 101 6 the the DET crl-16142 101 7 libraries library NOUN crl-16142 101 8 would would AUX crl-16142 101 9 be be AUX crl-16142 101 10 mostly mostly ADV crl-16142 101 11 similar similar ADJ crl-16142 101 12 with with ADP crl-16142 101 13 a a DET crl-16142 101 14 few few ADJ crl-16142 101 15 outstanding outstanding ADJ crl-16142 101 16 exceptions exception NOUN crl-16142 101 17 , , PUNCT crl-16142 101 18 the the DET crl-16142 101 19 descriptive descriptive ADJ crl-16142 101 20 statistics statistic NOUN crl-16142 101 21 revealed reveal VERB crl-16142 101 22 extreme extreme ADJ crl-16142 101 23 differences difference NOUN crl-16142 101 24 among among ADP crl-16142 101 25 members member NOUN crl-16142 101 26 . . PUNCT crl-16142 102 1 these these DET crl-16142 102 2 differences difference NOUN crl-16142 102 3 extended extend VERB crl-16142 102 4 across across ADP crl-16142 102 5 staff staff NOUN crl-16142 102 6 , , PUNCT crl-16142 102 7 collections collection NOUN crl-16142 102 8 , , PUNCT crl-16142 102 9 use use NOUN crl-16142 102 10 , , PUNCT crl-16142 102 11 and and CCONJ crl-16142 102 12 services service NOUN crl-16142 102 13 . . PUNCT crl-16142 103 1 for for ADP crl-16142 103 2 example example NOUN crl-16142 103 3 , , PUNCT crl-16142 103 4 the the DET crl-16142 103 5 mean mean ADJ crl-16142 103 6 number number NOUN crl-16142 103 7 of of ADP crl-16142 103 8 staff staff NOUN crl-16142 103 9 is be AUX crl-16142 103 10 101 101 NUM crl-16142 103 11 with with ADP crl-16142 103 12 a a DET crl-16142 103 13 standard standard ADJ crl-16142 103 14 deviation deviation NOUN crl-16142 103 15 of of ADP crl-16142 103 16 66.71 66.71 NUM crl-16142 103 17 . . PUNCT crl-16142 104 1 the the DET crl-16142 104 2 median median NOUN crl-16142 104 3 is be AUX crl-16142 104 4 88 88 NUM crl-16142 104 5 , , PUNCT crl-16142 104 6 with with ADP crl-16142 104 7 a a DET crl-16142 104 8 minimum minimum NOUN crl-16142 104 9 of of ADP crl-16142 104 10 36 36 NUM crl-16142 104 11 and and CCONJ crl-16142 104 12 a a DET crl-16142 104 13 maximum maximum NOUN crl-16142 104 14 of of ADP crl-16142 104 15 554 554 NUM crl-16142 104 16 , , PUNCT crl-16142 104 17 for for ADP crl-16142 104 18 a a DET crl-16142 104 19 range range NOUN crl-16142 104 20 of of ADP crl-16142 104 21 518 518 NUM crl-16142 104 22 . . PUNCT crl-16142 105 1 this this DET crl-16142 105 2 range range NOUN crl-16142 105 3 is be AUX crl-16142 105 4 reflected reflect VERB crl-16142 105 5 in in ADP crl-16142 105 6 a a DET crl-16142 105 7 huge huge ADJ crl-16142 105 8 kurtosis kurtosis NOUN crl-16142 105 9 of of ADP crl-16142 105 10 21.87 21.87 NUM crl-16142 105 11 ; ; PUNCT crl-16142 105 12 this this DET crl-16142 105 13 kurtosis kurtosis NOUN crl-16142 105 14 number number NOUN crl-16142 105 15 indicates indicate VERB crl-16142 105 16 an an DET crl-16142 105 17 upward upward ADJ crl-16142 105 18 deviation deviation NOUN crl-16142 105 19 from from ADP crl-16142 105 20 the the DET crl-16142 105 21 standard standard ADJ crl-16142 105 22 bell bell NOUN crl-16142 105 23 curve curve NOUN crl-16142 105 24 due due ADP crl-16142 105 25 to to ADP crl-16142 105 26 extreme extreme ADJ crl-16142 105 27 cases case NOUN crl-16142 105 28 . . PUNCT crl-16142 106 1 the the DET crl-16142 106 2 same same ADJ crl-16142 106 3 is be AUX crl-16142 106 4 true true ADJ crl-16142 106 5 of of ADP crl-16142 106 6 wages wage NOUN crl-16142 106 7 . . PUNCT crl-16142 107 1 the the DET crl-16142 107 2 mean mean ADJ crl-16142 107 3 total total ADJ crl-16142 107 4 salaries salary NOUN crl-16142 107 5 and and CCONJ crl-16142 107 6 wages wage NOUN crl-16142 107 7 is be AUX crl-16142 107 8 $ $ SYM crl-16142 107 9 11,645,994.24 11,645,994.24 NUM crl-16142 107 10 with with ADP crl-16142 107 11 a a DET crl-16142 107 12 standard standard ADJ crl-16142 107 13 deviation deviation NOUN crl-16142 107 14 of of ADP crl-16142 107 15 $ $ SYM crl-16142 107 16 7,598,013.39 7,598,013.39 NUM crl-16142 107 17 . . PUNCT crl-16142 108 1 the the DET crl-16142 108 2 median median NOUN crl-16142 108 3 is be AUX crl-16142 108 4 $ $ SYM crl-16142 108 5 9,539,578.00 9,539,578.00 NUM crl-16142 108 6 , , PUNCT crl-16142 108 7 with with ADP crl-16142 108 8 a a DET crl-16142 108 9 minimum minimum NOUN crl-16142 108 10 of of ADP crl-16142 108 11 $ $ SYM crl-16142 108 12 4,440,988.00 4,440,988.00 NUM crl-16142 108 13 and and CCONJ crl-16142 108 14 a a DET crl-16142 108 15 maximum maximum NOUN crl-16142 108 16 of of ADP crl-16142 108 17 $ $ SYM crl-16142 108 18 58,047,311.00 58,047,311.00 NUM crl-16142 108 19 , , PUNCT crl-16142 108 20 for for ADP crl-16142 108 21 a a DET crl-16142 108 22 range range NOUN crl-16142 108 23 of of ADP crl-16142 108 24 $ $ SYM crl-16142 108 25 53,606,323.00 53,606,323.00 NUM crl-16142 108 26 . . PUNCT crl-16142 109 1 this this DET crl-16142 109 2 range range NOUN crl-16142 109 3 is be AUX crl-16142 109 4 reflected reflect VERB crl-16142 109 5 in in ADP crl-16142 109 6 a a DET crl-16142 109 7 large large ADJ crl-16142 109 8 kurtosis kurtosis NOUN crl-16142 109 9 of of ADP crl-16142 109 10 13.88 13.88 NUM crl-16142 109 11 . . PUNCT crl-16142 110 1 the the DET crl-16142 110 2 differences difference NOUN crl-16142 110 3 continue continue VERB crl-16142 110 4 for for ADP crl-16142 110 5 collections collection NOUN crl-16142 110 6 . . PUNCT crl-16142 111 1 the the DET crl-16142 111 2 mean mean ADJ crl-16142 111 3 table table NOUN crl-16142 111 4 2 2 NUM crl-16142 111 5 descriptive descriptive ADJ crl-16142 111 6 statistics statistic NOUN crl-16142 111 7 for for ADP crl-16142 111 8 staff staff NOUN crl-16142 111 9 , , PUNCT crl-16142 111 10 wages wage NOUN crl-16142 111 11 , , PUNCT crl-16142 111 12 total total ADJ crl-16142 111 13 and and CCONJ crl-16142 111 14 added add VERB crl-16142 111 15 volumes volume NOUN crl-16142 111 16 , , PUNCT crl-16142 111 17 and and CCONJ crl-16142 111 18 expenditures expenditure NOUN crl-16142 111 19 for for ADP crl-16142 111 20 a a DET crl-16142 111 21 sample sample NOUN crl-16142 111 22 of of ADP crl-16142 111 23 99 99 NUM crl-16142 111 24 arl arl PROPN crl-16142 111 25 libraries librarie VERB crl-16142 111 26 professional professional ADJ crl-16142 111 27 staff staff NOUN crl-16142 111 28 ( ( PUNCT crl-16142 111 29 fte fte NOUN crl-16142 111 30 ) ) PUNCT crl-16142 111 31 total total ADJ crl-16142 111 32 salaries salary NOUN crl-16142 111 33 & & CCONJ crl-16142 111 34 wages wage NOUN crl-16142 111 35 volumes volume NOUN crl-16142 111 36 in in ADP crl-16142 111 37 library library NOUN crl-16142 111 38 volumes volume NOUN crl-16142 111 39 added add VERB crl-16142 111 40 expenditure expenditure NOUN crl-16142 111 41 on on ADP crl-16142 111 42 total total ADJ crl-16142 111 43 library library NOUN crl-16142 111 44 materials material NOUN crl-16142 111 45 n n VERB crl-16142 111 46 valid valid ADJ crl-16142 111 47 99 99 NUM crl-16142 111 48 99 99 NUM crl-16142 111 49 99 99 NUM crl-16142 111 50 99 99 NUM crl-16142 111 51 99 99 NUM crl-16142 111 52 missing miss VERB crl-16142 111 53 0 0 NUM crl-16142 111 54 0 0 NUM crl-16142 111 55 0 0 NUM crl-16142 111 56 0 0 NUM crl-16142 111 57 0 0 NUM crl-16142 111 58 mean mean NOUN crl-16142 111 59 100.99 100.99 NUM crl-16142 111 60 11,645,994.24 11,645,994.24 NUM crl-16142 111 61 4,240,929.47 4,240,929.47 NUM crl-16142 111 62 82,198.64 82,198.64 NUM crl-16142 111 63 10,315,796.52 10,315,796.52 NUM crl-16142 111 64 median median PROPN crl-16142 111 65 88.00 88.00 NUM crl-16142 111 66 9,539,578.00 9,539,578.00 NUM crl-16142 111 67 3,407,167.00 3,407,167.00 NUM crl-16142 111 68 67,393.00 67,393.00 PROPN crl-16142 111 69 9,271,776.00 9,271,776.00 NUM crl-16142 111 70 mode mode NOUN crl-16142 111 71 51a 51a X crl-16142 111 72 4,440,988a 4,440,988a PROPN crl-16142 111 73 2,056,928a 2,056,928a PROPN crl-16142 111 74 26,287a 26,287a NOUN crl-16142 111 75 3,411,656a 3,411,656a PROPN crl-16142 111 76 std std PROPN crl-16142 111 77 . . PUNCT crl-16142 111 78 deviation deviation NOUN crl-16142 111 79 66.71 66.71 NUM crl-16142 111 80 7,598,013.39 7,598,013.39 NUM crl-16142 111 81 2,405,886.10 2,405,886.10 NUM crl-16142 111 82 48,880.47 48,880.47 ADJ crl-16142 111 83 4,709,940.40 4,709,940.40 NUM crl-16142 111 84 skewness skewness NOUN crl-16142 111 85 3.84 3.84 NUM crl-16142 111 86 3.01 3.01 NUM crl-16142 111 87 2.21 2.21 NUM crl-16142 111 88 1.73 1.73 NUM crl-16142 111 89 2.08 2.08 NUM crl-16142 111 90 std std NOUN crl-16142 111 91 . . PUNCT crl-16142 111 92 error error NOUN crl-16142 111 93 of of ADP crl-16142 111 94 skewness skewness NOUN crl-16142 111 95 .243 .243 NUM crl-16142 111 96 .24 .24 NUM crl-16142 112 1 .24 .24 NUM crl-16142 112 2 .24 .24 NUM crl-16142 112 3 .24 .24 NUM crl-16142 112 4 kurtosis kurtosis VERB crl-16142 112 5 21.87 21.87 NUM crl-16142 112 6 13.88 13.88 NUM crl-16142 112 7 5.98 5.98 NUM crl-16142 112 8 3.78 3.78 NUM crl-16142 112 9 7.11 7.11 NUM crl-16142 112 10 std std NOUN crl-16142 112 11 . . PUNCT crl-16142 113 1 error error NOUN crl-16142 113 2 of of ADP crl-16142 113 3 kurtosis kurtosis NOUN crl-16142 113 4 .48 .48 NUM crl-16142 113 5 .48 .48 NUM crl-16142 113 6 .48 .48 NUM crl-16142 113 7 .48 .48 NUM crl-16142 113 8 .48 .48 NUM crl-16142 113 9 range range NOUN crl-16142 113 10 518 518 NUM crl-16142 113 11 53,606,323 53,606,323 NUM crl-16142 113 12 13,769,642 13,769,642 NUM crl-16142 113 13 266,371 266,371 NUM crl-16142 113 14 30,501,899 30,501,899 NUM crl-16142 113 15 minimum minimum ADJ crl-16142 113 16 36 36 NUM crl-16142 113 17 4,440,988 4,440,988 NUM crl-16142 113 18 2,056,928 2,056,928 NUM crl-16142 113 19 26,287 26,287 NUM crl-16142 113 20 3,411,656 3,411,656 NUM crl-16142 113 21 maximum maximum ADJ crl-16142 113 22 554 554 NUM crl-16142 113 23 58,047,311 58,047,311 NUM crl-16142 113 24 15,826,570 15,826,570 NUM crl-16142 113 25 292,658 292,658 NUM crl-16142 113 26 33,913,555 33,913,555 NUM crl-16142 113 27 percentiles percentile NOUN crl-16142 113 28 25 25 NUM crl-16142 113 29 62.00 62.00 NUM crl-16142 113 30 6,921,185.00 6,921,185.00 NUM crl-16142 113 31 2,704,986.00 2,704,986.00 NUM crl-16142 113 32 46,823.00 46,823.00 NUM crl-16142 113 33 7,371,492.00 7,371,492.00 NUM crl-16142 113 34 50 50 NUM crl-16142 113 35 88.00 88.00 NUM crl-16142 113 36 9,539,578.00 9,539,578.00 NUM crl-16142 113 37 3,407,167.00 3,407,167.00 NUM crl-16142 113 38 67,393.00 67,393.00 PROPN crl-16142 113 39 9,271,776.00 9,271,776.00 NUM crl-16142 113 40 75 75 NUM crl-16142 113 41 118.00 118.00 NUM crl-16142 113 42 13,570,569.00 13,570,569.00 NUM crl-16142 113 43 4,909,264.00 4,909,264.00 NUM crl-16142 113 44 107,046.00 107,046.00 NUM crl-16142 113 45 12,205,939.00 12,205,939.00 NUM crl-16142 113 46 a a DET crl-16142 113 47 multiple multiple ADJ crl-16142 113 48 modes mode NOUN crl-16142 113 49 exist exist VERB crl-16142 113 50 . . PUNCT crl-16142 114 1 the the DET crl-16142 114 2 smallest small ADJ crl-16142 114 3 value value NOUN crl-16142 114 4 is be AUX crl-16142 114 5 shown show VERB crl-16142 114 6 134 134 NUM crl-16142 114 7 college college NOUN crl-16142 114 8 & & CCONJ crl-16142 114 9 research research PROPN crl-16142 114 10 libraries library NOUN crl-16142 114 11 march march PROPN crl-16142 114 12 2011 2011 NUM crl-16142 114 13 is be AUX crl-16142 114 14 4,240,929 4,240,929 NUM crl-16142 114 15 volumes volume NOUN crl-16142 114 16 with with ADP crl-16142 114 17 a a DET crl-16142 114 18 standard standard ADJ crl-16142 114 19 deviation deviation NOUN crl-16142 114 20 of of ADP crl-16142 114 21 2,405,886 2,405,886 NUM crl-16142 114 22 volumes volume NOUN crl-16142 114 23 . . PUNCT crl-16142 115 1 the the DET crl-16142 115 2 smallest small ADJ crl-16142 115 3 library library NOUN crl-16142 115 4 has have VERB crl-16142 115 5 just just ADV crl-16142 115 6 over over ADP crl-16142 115 7 2 2 NUM crl-16142 115 8 million million NUM crl-16142 115 9 volumes volume NOUN crl-16142 115 10 , , PUNCT crl-16142 115 11 while while SCONJ crl-16142 115 12 the the DET crl-16142 115 13 largest large ADJ crl-16142 115 14 library library NOUN crl-16142 115 15 has have VERB crl-16142 115 16 almost almost ADV crl-16142 115 17 16 16 NUM crl-16142 115 18 million million NUM crl-16142 115 19 volumes volume NOUN crl-16142 115 20 . . PUNCT crl-16142 116 1 this this DET crl-16142 116 2 pattern pattern NOUN crl-16142 116 3 continues continue VERB crl-16142 116 4 for for ADP crl-16142 116 5 volumes volume NOUN crl-16142 116 6 added add VERB crl-16142 116 7 per per ADP crl-16142 116 8 year year NOUN crl-16142 116 9 , , PUNCT crl-16142 116 10 expenditures expenditure NOUN crl-16142 116 11 , , PUNCT crl-16142 116 12 initial initial ADJ crl-16142 116 13 circulation circulation NOUN crl-16142 116 14 , , PUNCT crl-16142 116 15 reference reference NOUN crl-16142 116 16 , , PUNCT crl-16142 116 17 and and CCONJ crl-16142 116 18 participants participant NOUN crl-16142 116 19 receiving receive VERB crl-16142 116 20 instruction instruction NOUN crl-16142 116 21 . . PUNCT crl-16142 117 1 see see VERB crl-16142 117 2 tables table NOUN crl-16142 117 3 2 2 NUM crl-16142 117 4 and and CCONJ crl-16142 117 5 3 3 NUM crl-16142 117 6 for for ADP crl-16142 117 7 details detail NOUN crl-16142 117 8 . . PUNCT crl-16142 118 1 as as SCONJ crl-16142 118 2 indicated indicate VERB crl-16142 118 3 in in ADP crl-16142 118 4 the the DET crl-16142 118 5 literature literature NOUN crl-16142 118 6 review review NOUN crl-16142 118 7 , , PUNCT crl-16142 118 8 multiple multiple ADJ crl-16142 118 9 studies study NOUN crl-16142 118 10 found find VERB crl-16142 118 11 that that PRON crl-16142 118 12 race race NOUN crl-16142 118 13 / / SYM crl-16142 118 14 ethnicity ethnicity NOUN crl-16142 118 15 and and CCONJ crl-16142 118 16 ses se NOUN crl-16142 118 17 had have VERB crl-16142 118 18 a a DET crl-16142 118 19 significant significant ADJ crl-16142 118 20 impact impact NOUN crl-16142 118 21 on on ADP crl-16142 118 22 student student NOUN crl-16142 118 23 persistence persistence NOUN crl-16142 118 24 in in ADP crl-16142 118 25 college college NOUN crl-16142 118 26 . . PUNCT crl-16142 119 1 some some DET crl-16142 119 2 studies study NOUN crl-16142 119 3 also also ADV crl-16142 119 4 found find VERB crl-16142 119 5 a a DET crl-16142 119 6 significant significant ADJ crl-16142 119 7 impact impact NOUN crl-16142 119 8 based base VERB crl-16142 119 9 on on ADP crl-16142 119 10 gender gender NOUN crl-16142 119 11 . . PUNCT crl-16142 120 1 therefore therefore ADV crl-16142 120 2 , , PUNCT crl-16142 120 3 we we PRON crl-16142 120 4 decided decide VERB crl-16142 120 5 to to PART crl-16142 120 6 control control VERB crl-16142 120 7 for for ADP crl-16142 120 8 these these DET crl-16142 120 9 variables variable NOUN crl-16142 120 10 . . PUNCT crl-16142 121 1 we we PRON crl-16142 121 2 found find VERB crl-16142 121 3 that that SCONJ crl-16142 121 4 there there PRON crl-16142 121 5 are be VERB crl-16142 121 6 large large ADJ crl-16142 121 7 differences difference NOUN crl-16142 121 8 in in ADP crl-16142 121 9 full full ADJ crl-16142 121 10 - - PUNCT crl-16142 121 11 time time NOUN crl-16142 121 12 minority minority NOUN crl-16142 121 13 student student NOUN crl-16142 121 14 enrollment enrollment NOUN crl-16142 121 15 at at ADP crl-16142 121 16 arl arl PROPN crl-16142 121 17 institutions institutions PROPN crl-16142 121 18 . . PUNCT crl-16142 122 1 asian asian PROPN crl-16142 122 2 - - PUNCT crl-16142 122 3 american american PROPN crl-16142 122 4 , , PUNCT crl-16142 122 5 black black ADJ crl-16142 122 6 , , PUNCT crl-16142 122 7 hispanic hispanic ADJ crl-16142 122 8 , , PUNCT crl-16142 122 9 and and CCONJ crl-16142 122 10 american american PROPN crl-16142 122 11 indian indian PROPN crl-16142 122 12 students student NOUN crl-16142 122 13 all all PRON crl-16142 122 14 have have VERB crl-16142 122 15 a a DET crl-16142 122 16 kurtosis kurtosis NOUN crl-16142 122 17 of of ADP crl-16142 122 18 3 3 NUM crl-16142 122 19 or or CCONJ crl-16142 122 20 more more ADJ crl-16142 122 21 , , PUNCT crl-16142 122 22 indicating indicate VERB crl-16142 122 23 steep steep ADJ crl-16142 122 24 differences difference NOUN crl-16142 122 25 . . PUNCT crl-16142 123 1 for for ADP crl-16142 123 2 ses se NOUN crl-16142 123 3 , , PUNCT crl-16142 123 4 we we PRON crl-16142 123 5 used use VERB crl-16142 123 6 the the DET crl-16142 123 7 percentage percentage NOUN crl-16142 123 8 of of ADP crl-16142 123 9 full full ADJ crl-16142 123 10 - - PUNCT crl-16142 123 11 time time NOUN crl-16142 123 12 students student NOUN crl-16142 123 13 receiving receive VERB crl-16142 123 14 need need NOUN crl-16142 123 15 - - PUNCT crl-16142 123 16 based base VERB crl-16142 123 17 financial financial ADJ crl-16142 123 18 aid aid NOUN crl-16142 123 19 as as ADP crl-16142 123 20 an an DET crl-16142 123 21 indicator indicator NOUN crl-16142 123 22 . . PUNCT crl-16142 124 1 we we PRON crl-16142 124 2 suspect suspect VERB crl-16142 124 3 that that SCONJ crl-16142 124 4 financial financial ADJ crl-16142 124 5 aid aid NOUN crl-16142 124 6 is be AUX crl-16142 124 7 an an DET crl-16142 124 8 imperfect imperfect ADJ crl-16142 124 9 indicator indicator NOUN crl-16142 124 10 because because SCONJ crl-16142 124 11 , , PUNCT crl-16142 124 12 in in ADP crl-16142 124 13 addition addition NOUN crl-16142 124 14 to to ADP crl-16142 124 15 reflecting reflect VERB crl-16142 124 16 need need NOUN crl-16142 124 17 , , PUNCT crl-16142 124 18 it it PRON crl-16142 124 19 also also ADV crl-16142 124 20 is be AUX crl-16142 124 21 designed design VERB crl-16142 124 22 to to PART crl-16142 124 23 alleviate alleviate VERB crl-16142 124 24 economic economic ADJ crl-16142 124 25 inequality inequality NOUN crl-16142 124 26 . . PUNCT crl-16142 125 1 there there PRON crl-16142 125 2 is be VERB crl-16142 125 3 minimal minimal ADJ crl-16142 125 4 difference difference NOUN crl-16142 125 5 between between ADP crl-16142 125 6 male male ADJ crl-16142 125 7 and and CCONJ crl-16142 125 8 female female ADJ crl-16142 125 9 students student NOUN crl-16142 125 10 in in ADP crl-16142 125 11 the the DET crl-16142 125 12 arl arl PROPN crl-16142 125 13 institutions institution NOUN crl-16142 125 14 . . PUNCT crl-16142 126 1 see see VERB crl-16142 126 2 tables table NOUN crl-16142 126 3 4 4 NUM crl-16142 126 4 and and CCONJ crl-16142 126 5 5 5 NUM crl-16142 126 6 for for ADP crl-16142 126 7 details detail NOUN crl-16142 126 8 . . PUNCT crl-16142 127 1 we we PRON crl-16142 127 2 performed perform VERB crl-16142 127 3 a a DET crl-16142 127 4 linear linear ADJ crl-16142 127 5 regression regression NOUN crl-16142 127 6 of of ADP crl-16142 127 7 each each DET crl-16142 127 8 independent independent ADJ crl-16142 127 9 variable variable NOUN crl-16142 127 10 on on ADP crl-16142 127 11 ret ret NOUN crl-16142 127 12 and and CCONJ crl-16142 127 13 then then ADV crl-16142 127 14 on on ADP crl-16142 127 15 grad grad PROPN crl-16142 127 16 to to PART crl-16142 127 17 examine examine VERB crl-16142 127 18 the the DET crl-16142 127 19 r² r² PROPN crl-16142 127 20 ( ( PUNCT crl-16142 127 21 the the DET crl-16142 127 22 coefficient coefficient NOUN crl-16142 127 23 of of ADP crl-16142 127 24 determination determination NOUN crl-16142 127 25 ) ) PUNCT crl-16142 127 26 and and CCONJ crl-16142 127 27 the the DET crl-16142 127 28 statistical statistical ADJ crl-16142 127 29 significance significance NOUN crl-16142 127 30 . . PUNCT crl-16142 128 1 we we PRON crl-16142 128 2 then then ADV crl-16142 128 3 looked look VERB crl-16142 128 4 at at ADP crl-16142 128 5 the the DET crl-16142 128 6 raw raw ADJ crl-16142 128 7 residuals residual NOUN crl-16142 128 8 for for SCONJ crl-16142 128 9 each each DET crl-16142 128 10 regression regression NOUN crl-16142 128 11 to to PART crl-16142 128 12 determine determine VERB crl-16142 128 13 if if SCONJ crl-16142 128 14 the the DET crl-16142 128 15 assumptions assumption NOUN crl-16142 128 16 underlying underlie VERB crl-16142 128 17 the the DET crl-16142 128 18 linear linear ADJ crl-16142 128 19 statistical statistical ADJ crl-16142 128 20 model model NOUN crl-16142 128 21 would would AUX crl-16142 128 22 hold hold VERB crl-16142 128 23 . . PUNCT crl-16142 129 1 one one NUM crl-16142 129 2 assumption assumption NOUN crl-16142 129 3 is be AUX crl-16142 129 4 that that SCONJ crl-16142 129 5 the the DET crl-16142 129 6 distribution distribution NOUN crl-16142 129 7 table table NOUN crl-16142 129 8 3 3 NUM crl-16142 129 9 descriptive descriptive ADJ crl-16142 129 10 statistics statistic NOUN crl-16142 129 11 for for ADP crl-16142 129 12 circulation circulation NOUN crl-16142 129 13 , , PUNCT crl-16142 129 14 reference reference NOUN crl-16142 129 15 , , PUNCT crl-16142 129 16 and and CCONJ crl-16142 129 17 instruction instruction NOUN crl-16142 129 18 for for ADP crl-16142 129 19 a a DET crl-16142 129 20 sample sample NOUN crl-16142 129 21 of of ADP crl-16142 129 22 99 99 NUM crl-16142 129 23 arl arl PROPN crl-16142 129 24 libraries librarie VERB crl-16142 129 25 initial initial ADJ crl-16142 129 26 circulation circulation NOUN crl-16142 129 27 transactions transaction NOUN crl-16142 129 28 — — PUNCT crl-16142 129 29 missing miss VERB crl-16142 129 30 values value NOUN crl-16142 129 31 replaced replace VERB crl-16142 129 32 with with ADP crl-16142 129 33 smean smean ADJ crl-16142 129 34 reference reference NOUN crl-16142 129 35 transactions transaction NOUN crl-16142 129 36 — — PUNCT crl-16142 129 37 missing miss VERB crl-16142 129 38 values value NOUN crl-16142 129 39 replaced replace VERB crl-16142 129 40 with with ADP crl-16142 129 41 smean smean ADJ crl-16142 129 42 participants participant NOUN crl-16142 129 43 in in ADP crl-16142 129 44 group group NOUN crl-16142 129 45 presentations presentation NOUN crl-16142 129 46 — — PUNCT crl-16142 129 47 missing miss VERB crl-16142 129 48 values value NOUN crl-16142 129 49 replaced replace VERB crl-16142 129 50 with with ADP crl-16142 129 51 smean smean PROPN crl-16142 129 52 n n ADJ crl-16142 129 53 valid valid ADJ crl-16142 129 54 99 99 NUM crl-16142 129 55 99 99 NUM crl-16142 129 56 99 99 NUM crl-16142 129 57 missing miss VERB crl-16142 129 58 0 0 NUM crl-16142 129 59 0 0 NUM crl-16142 129 60 0 0 NUM crl-16142 129 61 mean mean VERB crl-16142 129 62 328,542.93 328,542.93 NUM crl-16142 129 63 86,301.99 86,301.99 PROPN crl-16142 129 64 15,562.34 15,562.34 PROPN crl-16142 129 65 median median PROPN crl-16142 129 66 279,606.00 279,606.00 NUM crl-16142 129 67 76,782.00 76,782.00 PROPN crl-16142 129 68 13,468.00 13,468.00 PROPN crl-16142 129 69 mode mode NOUN crl-16142 129 70 32,8543 32,8543 NUM crl-16142 129 71 86,302 86,302 NUM crl-16142 129 72 15,562 15,562 NUM crl-16142 129 73 std std NOUN crl-16142 129 74 . . PUNCT crl-16142 130 1 deviation deviation NOUN crl-16142 130 2 219,672.25 219,672.25 NUM crl-16142 131 1 52,409.67 52,409.67 NUM crl-16142 131 2 8,909.14 8,909.14 NUM crl-16142 131 3 skewness skewness NOUN crl-16142 131 4 3.96 3.96 NUM crl-16142 131 5 1.40 1.40 NUM crl-16142 131 6 1.46 1.46 NUM crl-16142 131 7 std std NOUN crl-16142 131 8 . . PUNCT crl-16142 132 1 error error NOUN crl-16142 132 2 of of ADP crl-16142 132 3 skewness skewness NOUN crl-16142 132 4 .24 .24 NUM crl-16142 132 5 .24 .24 NUM crl-16142 132 6 .24 .24 NUM crl-16142 132 7 kurtosis kurtosis VERB crl-16142 132 8 24.68 24.68 NUM crl-16142 132 9 2.00 2.00 NUM crl-16142 132 10 3.64 3.64 NUM crl-16142 132 11 std std NOUN crl-16142 132 12 . . PUNCT crl-16142 133 1 error error NOUN crl-16142 133 2 of of ADP crl-16142 133 3 kurtosis kurtosis PROPN crl-16142 133 4 .48 .48 NUM crl-16142 133 5 .48 .48 NUM crl-16142 133 6 .48 .48 NUM crl-16142 133 7 range range NOUN crl-16142 133 8 1,811,869 1,811,869 NUM crl-16142 133 9 262,509 262,509 NUM crl-16142 133 10 52,852 52,852 NUM crl-16142 133 11 minimum minimum ADJ crl-16142 133 12 65,896 65,896 NUM crl-16142 133 13 11,229 11,229 NUM crl-16142 133 14 2,369 2,369 NUM crl-16142 133 15 maximum maximum ADJ crl-16142 133 16 1,877,765 1,877,765 NUM crl-16142 133 17 273,738 273,738 NUM crl-16142 133 18 55,221 55,221 NUM crl-16142 133 19 percentiles percentile NOUN crl-16142 133 20 25 25 NUM crl-16142 133 21 202,560.00 202,560.00 NUM crl-16142 133 22 51,802.00 51,802.00 NUM crl-16142 133 23 9,378.00 9,378.00 NUM crl-16142 133 24 50 50 NUM crl-16142 133 25 279,606.00 279,606.00 NUM crl-16142 133 26 76,782.00 76,782.00 NUM crl-16142 133 27 13,468.00 13,468.00 PROPN crl-16142 133 28 75 75 NUM crl-16142 133 29 363,766.00 363,766.00 NUM crl-16142 133 30 101,963.00 101,963.00 NUM crl-16142 133 31 19,089.00 19,089.00 PROPN crl-16142 133 32 the the DET crl-16142 133 33 academic academic ADJ crl-16142 133 34 library library NOUN crl-16142 133 35 impact impact NOUN crl-16142 133 36 on on ADP crl-16142 133 37 student student NOUN crl-16142 133 38 persistence persistence NOUN crl-16142 133 39 135 135 NUM crl-16142 133 40 of of ADP crl-16142 133 41 the the DET crl-16142 133 42 standardized standardized ADJ crl-16142 133 43 residuals residual NOUN crl-16142 133 44 is be AUX crl-16142 133 45 normal normal ADJ crl-16142 133 46 . . PUNCT crl-16142 134 1 in in ADP crl-16142 134 2 this this DET crl-16142 134 3 sample sample NOUN crl-16142 134 4 , , PUNCT crl-16142 134 5 all all DET crl-16142 134 6 distributions distribution NOUN crl-16142 134 7 are be AUX crl-16142 134 8 normal normal ADJ crl-16142 134 9 . . PUNCT crl-16142 135 1 we we PRON crl-16142 135 2 also also ADV crl-16142 135 3 examined examine VERB crl-16142 135 4 the the DET crl-16142 135 5 standardized standardized ADJ crl-16142 135 6 residual residual ADJ crl-16142 135 7 scatterplots scatterplot NOUN crl-16142 135 8 to to PART crl-16142 135 9 determine determine VERB crl-16142 135 10 if if SCONJ crl-16142 135 11 there there PRON crl-16142 135 12 was be VERB crl-16142 135 13 a a DET crl-16142 135 14 systematic systematic ADJ crl-16142 135 15 relationship relationship NOUN crl-16142 135 16 left leave VERB crl-16142 135 17 over over ADV crl-16142 135 18 . . PUNCT crl-16142 136 1 for for ADP crl-16142 136 2 each each DET crl-16142 136 3 library library NOUN crl-16142 136 4 variable variable NOUN crl-16142 136 5 , , PUNCT crl-16142 136 6 we we PRON crl-16142 136 7 found find VERB crl-16142 136 8 clusters cluster NOUN crl-16142 136 9 instead instead ADV crl-16142 136 10 of of ADP crl-16142 136 11 random random ADJ crl-16142 136 12 scatter scatter NOUN crl-16142 136 13 . . PUNCT crl-16142 137 1 we we PRON crl-16142 137 2 therefore therefore ADV crl-16142 137 3 transformed transform VERB crl-16142 137 4 the the DET crl-16142 137 5 x x NOUN crl-16142 137 6 by by ADP crl-16142 137 7 taking take VERB crl-16142 137 8 its its PRON crl-16142 137 9 log log NOUN crl-16142 137 10 10 10 NUM crl-16142 137 11 and and CCONJ crl-16142 137 12 the the DET crl-16142 137 13 plots plot NOUN crl-16142 137 14 became become VERB crl-16142 137 15 more more ADV crl-16142 137 16 random random ADJ crl-16142 137 17 . . PUNCT crl-16142 138 1 we we PRON crl-16142 138 2 performed perform VERB crl-16142 138 3 the the DET crl-16142 138 4 linear linear ADJ crl-16142 138 5 regression regression NOUN crl-16142 138 6 again again ADV crl-16142 138 7 using use VERB crl-16142 138 8 the the DET crl-16142 138 9 log log NOUN crl-16142 138 10 10 10 NUM crl-16142 138 11 for for ADP crl-16142 138 12 each each DET crl-16142 138 13 library library NOUN crl-16142 138 14 variable variable NOUN crl-16142 138 15 . . PUNCT crl-16142 139 1 for for ADP crl-16142 139 2 each each DET crl-16142 139 3 control control NOUN crl-16142 139 4 variable variable ADJ crl-16142 139 5 , , PUNCT crl-16142 139 6 we we PRON crl-16142 139 7 found find VERB crl-16142 139 8 no no DET crl-16142 139 9 patterns pattern NOUN crl-16142 139 10 in in ADP crl-16142 139 11 the the DET crl-16142 139 12 standardized standardized ADJ crl-16142 139 13 residual residual ADJ crl-16142 139 14 scatterplots scatterplot NOUN crl-16142 139 15 . . PUNCT crl-16142 140 1 we we PRON crl-16142 140 2 found find VERB crl-16142 140 3 that that SCONJ crl-16142 140 4 there there PRON crl-16142 140 5 was be VERB crl-16142 140 6 a a DET crl-16142 140 7 statistically statistically ADV crl-16142 140 8 significant significant ADJ crl-16142 140 9 relationship relationship NOUN crl-16142 140 10 between between ADP crl-16142 140 11 each each DET crl-16142 140 12 pair pair NOUN crl-16142 140 13 of of ADP crl-16142 140 14 variables variable NOUN crl-16142 140 15 except except SCONJ crl-16142 140 16 for for ADP crl-16142 140 17 the the DET crl-16142 140 18 independent independent ADJ crl-16142 140 19 variable variable NOUN crl-16142 140 20 of of ADP crl-16142 140 21 ref ref NOUN crl-16142 140 22 on on ADP crl-16142 140 23 ret ret NOUN crl-16142 140 24 and and CCONJ crl-16142 140 25 ref ref VERB crl-16142 140 26 on on ADP crl-16142 140 27 grad grad PROPN crl-16142 140 28 and and CCONJ crl-16142 140 29 the the DET crl-16142 140 30 control control NOUN crl-16142 140 31 variable variable NOUN crl-16142 140 32 of of ADP crl-16142 140 33 gender gender NOUN crl-16142 140 34 ( ( PUNCT crl-16142 140 35 combining combine VERB crl-16142 140 36 male male ADJ crl-16142 140 37 and and CCONJ crl-16142 140 38 female female ADJ crl-16142 140 39 ) ) PUNCT crl-16142 140 40 on on ADP crl-16142 140 41 ret ret NOUN crl-16142 140 42 and and CCONJ crl-16142 140 43 gender gender NOUN crl-16142 140 44 on on ADP crl-16142 140 45 grad grad PROPN crl-16142 140 46 . . PUNCT crl-16142 141 1 we we PRON crl-16142 141 2 can can AUX crl-16142 141 3 therefore therefore ADV crl-16142 141 4 reject reject VERB crl-16142 141 5 the the DET crl-16142 141 6 null null ADJ crl-16142 141 7 hypothesis hypothesis NOUN crl-16142 141 8 that that SCONJ crl-16142 141 9 there there PRON crl-16142 141 10 is be VERB crl-16142 141 11 no no DET crl-16142 141 12 relationship relationship NOUN crl-16142 141 13 between between ADP crl-16142 141 14 ret ret NOUN crl-16142 141 15 and and CCONJ crl-16142 141 16 each each PRON crl-16142 141 17 of of ADP crl-16142 141 18 the the DET crl-16142 141 19 independent independent ADJ crl-16142 141 20 variables variable NOUN crl-16142 141 21 lg10profpct lg10profpct NOUN crl-16142 141 22 , , PUNCT crl-16142 141 23 lg10wagetot lg10wagetot PROPN crl-16142 141 24 , , PUNCT crl-16142 141 25 lg10voltot lg10voltot PROPN crl-16142 141 26 , , PUNCT crl-16142 141 27 lg10voladd lg10voladd NOUN crl-16142 141 28 , , PUNCT crl-16142 141 29 lg10exptot lg10exptot PROPN crl-16142 141 30 , , PUNCT crl-16142 141 31 lg10circ lg10circ PROPN crl-16142 141 32 , , PUNCT crl-16142 141 33 and and CCONJ crl-16142 141 34 lg10classpct lg10classpct NOUN crl-16142 141 35 , , PUNCT crl-16142 141 36 and and CCONJ crl-16142 141 37 the the DET crl-16142 141 38 control control NOUN crl-16142 141 39 variables variable NOUN crl-16142 141 40 race race NOUN crl-16142 141 41 ( ( PUNCT crl-16142 141 42 combining combine VERB crl-16142 141 43 asian asian ADJ crl-16142 141 44 , , PUNCT crl-16142 141 45 black black ADJ crl-16142 141 46 , , PUNCT crl-16142 141 47 hispanic hispanic ADJ crl-16142 141 48 , , PUNCT crl-16142 141 49 indian indian ADJ crl-16142 141 50 , , PUNCT crl-16142 141 51 and and CCONJ crl-16142 141 52 white white ADJ crl-16142 141 53 ) ) PUNCT crl-16142 141 54 and and CCONJ crl-16142 141 55 finaid finaid PROPN crl-16142 141 56 in in ADP crl-16142 141 57 the the DET crl-16142 141 58 population population NOUN crl-16142 141 59 from from ADP crl-16142 141 60 which which PRON crl-16142 141 61 this this DET crl-16142 141 62 sample sample NOUN crl-16142 141 63 was be AUX crl-16142 141 64 drawn draw VERB crl-16142 141 65 . . PUNCT crl-16142 142 1 we we PRON crl-16142 142 2 fail fail VERB crl-16142 142 3 to to PART crl-16142 142 4 reject reject VERB crl-16142 142 5 the the DET crl-16142 142 6 null null ADJ crl-16142 142 7 hypothesis hypothesis NOUN crl-16142 142 8 that that SCONJ crl-16142 142 9 there there PRON crl-16142 142 10 is be VERB crl-16142 142 11 no no DET crl-16142 142 12 relationship relationship NOUN crl-16142 142 13 between between ADP crl-16142 142 14 ret ret NOUN crl-16142 142 15 and and CCONJ crl-16142 142 16 the the DET crl-16142 142 17 independent independent ADJ crl-16142 142 18 variable variable PROPN crl-16142 142 19 lg10ref lg10ref PROPN crl-16142 142 20 and and CCONJ crl-16142 142 21 the the DET crl-16142 142 22 control control NOUN crl-16142 142 23 variable variable ADJ crl-16142 142 24 gender gender NOUN crl-16142 142 25 ; ; PUNCT crl-16142 142 26 failing fail VERB crl-16142 142 27 to to PART crl-16142 142 28 reject reject VERB crl-16142 142 29 the the DET crl-16142 142 30 null null ADJ crl-16142 142 31 hypothesis hypothesis NOUN crl-16142 142 32 means mean VERB crl-16142 142 33 that that SCONJ crl-16142 142 34 we we PRON crl-16142 142 35 can can AUX crl-16142 142 36 not not PART crl-16142 142 37 draw draw VERB crl-16142 142 38 a a DET crl-16142 142 39 conclusion conclusion NOUN crl-16142 142 40 about about ADP crl-16142 142 41 the the DET crl-16142 142 42 relationship relationship NOUN crl-16142 142 43 between between ADP crl-16142 142 44 these these DET crl-16142 142 45 variables variable NOUN crl-16142 142 46 . . PUNCT crl-16142 143 1 table table NOUN crl-16142 143 2 4 4 NUM crl-16142 143 3 descriptive descriptive ADJ crl-16142 143 4 statistics statistic NOUN crl-16142 143 5 for for ADP crl-16142 143 6 race race NOUN crl-16142 143 7 / / SYM crl-16142 143 8 ethnicity ethnicity NOUN crl-16142 143 9 for for ADP crl-16142 143 10 a a DET crl-16142 143 11 sample sample NOUN crl-16142 143 12 of of ADP crl-16142 143 13 99 99 NUM crl-16142 143 14 arl arl PROPN crl-16142 143 15 institutions institution NOUN crl-16142 143 16 full full ADJ crl-16142 143 17 - - PUNCT crl-16142 143 18 time time NOUN crl-16142 143 19 asian asian ADJ crl-16142 143 20 american american ADJ crl-16142 143 21 students student NOUN crl-16142 143 22 fulltime fulltime NOUN crl-16142 143 23 black black ADJ crl-16142 143 24 students student NOUN crl-16142 143 25 fulltime fulltime NOUN crl-16142 143 26 hispanic hispanic ADJ crl-16142 143 27 students student NOUN crl-16142 143 28 full full ADJ crl-16142 143 29 - - PUNCT crl-16142 143 30 time time NOUN crl-16142 143 31 american american PROPN crl-16142 143 32 indian indian PROPN crl-16142 143 33 students student NOUN crl-16142 143 34 full full ADJ crl-16142 143 35 - - PUNCT crl-16142 143 36 time time NOUN crl-16142 143 37 white white ADJ crl-16142 143 38 students student NOUN crl-16142 143 39 n n VERB crl-16142 143 40 valid valid ADJ crl-16142 143 41 99 99 NUM crl-16142 143 42 99 99 NUM crl-16142 143 43 99 99 NUM crl-16142 143 44 99 99 NUM crl-16142 143 45 99 99 NUM crl-16142 143 46 missing miss VERB crl-16142 143 47 0 0 NUM crl-16142 143 48 0 0 NUM crl-16142 143 49 0 0 NUM crl-16142 143 50 0 0 NUM crl-16142 143 51 0 0 NUM crl-16142 143 52 mean mean NOUN crl-16142 143 53 2,298.74 2,298.74 NUM crl-16142 143 54 1,327.51 1,327.51 NUM crl-16142 143 55 1,338.76 1,338.76 NUM crl-16142 143 56 157.23 157.23 NUM crl-16142 143 57 14,006.78 14,006.78 PROPN crl-16142 143 58 median median NOUN crl-16142 143 59 1,293.00 1,293.00 NUM crl-16142 143 60 1,058.00 1,058.00 NUM crl-16142 143 61 746.00 746.00 NUM crl-16142 143 62 81.00 81.00 NUM crl-16142 143 63 13,917.00 13,917.00 ADJ crl-16142 143 64 mode mode NOUN crl-16142 143 65 184a 184a NOUN crl-16142 143 66 1358 1358 NUM crl-16142 143 67 406 406 NUM crl-16142 143 68 33a 33a NOUN crl-16142 143 69 83a 83a NOUN crl-16142 144 1 std std NOUN crl-16142 144 2 . . PUNCT crl-16142 144 3 deviation deviation NOUN crl-16142 144 4 2,543.14 2,543.14 NUM crl-16142 144 5 1,039.68 1,039.68 NUM crl-16142 144 6 1,377.21 1,377.21 NUM crl-16142 144 7 245.28 245.28 NUM crl-16142 144 8 7,610.26 7,610.26 NUM crl-16142 144 9 skewness skewness NOUN crl-16142 144 10 2.15 2.15 NUM crl-16142 144 11 1.97 1.97 NUM crl-16142 144 12 1.87 1.87 NUM crl-16142 144 13 4.24 4.24 NUM crl-16142 144 14 .59 .59 NUM crl-16142 144 15 std std NOUN crl-16142 144 16 . . PUNCT crl-16142 145 1 error error NOUN crl-16142 145 2 of of ADP crl-16142 145 3 skewness skewness NOUN crl-16142 145 4 .24 .24 NUM crl-16142 145 5 .24 .24 NUM crl-16142 145 6 .24 .24 NUM crl-16142 145 7 .24 .24 NUM crl-16142 145 8 .24 .24 NUM crl-16142 145 9 kurtosis kurtosis VERB crl-16142 145 10 4.26 4.26 NUM crl-16142 145 11 5.60 5.60 NUM crl-16142 145 12 3.13 3.13 NUM crl-16142 145 13 20.01 20.01 NUM crl-16142 145 14 – – SYM crl-16142 145 15 .26 .26 NUM crl-16142 145 16 std std NOUN crl-16142 145 17 . . PUNCT crl-16142 145 18 error error NOUN crl-16142 145 19 of of ADP crl-16142 145 20 kurtosis kurtosis NOUN crl-16142 145 21 .48 .48 NUM crl-16142 145 22 .48 .48 NUM crl-16142 145 23 .48 .48 NUM crl-16142 145 24 .48 .48 NUM crl-16142 145 25 .48 .48 NUM crl-16142 145 26 range range VERB crl-16142 145 27 11,508 11,508 NUM crl-16142 145 28 6,288 6,288 NUM crl-16142 145 29 6,711 6,711 NUM crl-16142 145 30 1,607 1,607 NUM crl-16142 145 31 34,090 34,090 NUM crl-16142 145 32 minimum minimum NOUN crl-16142 145 33 184 184 NUM crl-16142 145 34 160 160 NUM crl-16142 145 35 84 84 NUM crl-16142 145 36 13 13 NUM crl-16142 145 37 83 83 NUM crl-16142 145 38 maximum maximum ADJ crl-16142 145 39 11,692 11,692 NUM crl-16142 145 40 6,448 6,448 NUM crl-16142 145 41 6,795 6,795 NUM crl-16142 145 42 1,620 1,620 NUM crl-16142 145 43 34,173 34,173 NUM crl-16142 145 44 percentiles percentile VERB crl-16142 145 45 25 25 NUM crl-16142 145 46 707.00 707.00 NUM crl-16142 145 47 615.00 615.00 NUM crl-16142 145 48 474.00 474.00 NUM crl-16142 145 49 50.00 50.00 NUM crl-16142 145 50 8,084.00 8,084.00 NUM crl-16142 145 51 50 50 NUM crl-16142 145 52 1,293.00 1,293.00 NUM crl-16142 145 53 1,058.00 1,058.00 NUM crl-16142 145 54 746.00 746.00 NUM crl-16142 145 55 81.00 81.00 NUM crl-16142 145 56 13,917.00 13,917.00 PROPN crl-16142 145 57 75 75 NUM crl-16142 145 58 2,659.00 2,659.00 NUM crl-16142 145 59 1,643.00 1,643.00 NUM crl-16142 145 60 1,514.00 1,514.00 NUM crl-16142 145 61 161.00 161.00 NUM crl-16142 145 62 18,266.00 18,266.00 NUM crl-16142 145 63 a a DET crl-16142 145 64 multiple multiple ADJ crl-16142 145 65 modes mode NOUN crl-16142 145 66 exist exist VERB crl-16142 145 67 . . PUNCT crl-16142 146 1 the the DET crl-16142 146 2 smallest small ADJ crl-16142 146 3 value value NOUN crl-16142 146 4 is be AUX crl-16142 146 5 shown show VERB crl-16142 146 6 136 136 NUM crl-16142 146 7 college college NOUN crl-16142 146 8 & & CCONJ crl-16142 146 9 research research PROPN crl-16142 146 10 libraries library NOUN crl-16142 146 11 march march PROPN crl-16142 146 12 2011 2011 NUM crl-16142 146 13 the the DET crl-16142 146 14 same same ADJ crl-16142 146 15 holds hold VERB crl-16142 146 16 true true ADJ crl-16142 146 17 for for ADP crl-16142 146 18 grad grad PROPN crl-16142 146 19 . . PUNCT crl-16142 147 1 we we PRON crl-16142 147 2 can can AUX crl-16142 147 3 reject reject VERB crl-16142 147 4 the the DET crl-16142 147 5 null null ADJ crl-16142 147 6 hypothesis hypothesis NOUN crl-16142 147 7 that that SCONJ crl-16142 147 8 there there PRON crl-16142 147 9 is be VERB crl-16142 147 10 no no DET crl-16142 147 11 relationship relationship NOUN crl-16142 147 12 between between ADP crl-16142 147 13 grad grad NOUN crl-16142 147 14 and and CCONJ crl-16142 147 15 each each PRON crl-16142 147 16 of of ADP crl-16142 147 17 the the DET crl-16142 147 18 independent independent ADJ crl-16142 147 19 variables variable NOUN crl-16142 147 20 lg1 lg1 VERB crl-16142 147 21 0 0 PUNCT crl-16142 148 1 p p NOUN crl-16142 148 2 r r NOUN crl-16142 148 3 o o NOUN crl-16142 148 4 f f X crl-16142 148 5 p p NOUN crl-16142 148 6 c c PROPN crl-16142 148 7 t t PROPN crl-16142 148 8 , , PUNCT crl-16142 148 9 l l NOUN crl-16142 148 10 g g NOUN crl-16142 148 11 1 1 NUM crl-16142 148 12 0 0 NUM crl-16142 149 1 wa wa INTJ crl-16142 149 2 g g NOUN crl-16142 149 3 e e NOUN crl-16142 149 4 t t PROPN crl-16142 149 5 o o PROPN crl-16142 149 6 t t PROPN crl-16142 149 7 , , PUNCT crl-16142 149 8 l l NOUN crl-16142 149 9 g g PROPN crl-16142 149 10 10voltot 10voltot PROPN crl-16142 149 11 , , PUNCT crl-16142 149 12 lg10voladd lg10voladd NOUN crl-16142 149 13 , , PUNCT crl-16142 149 14 lg10exptot lg10exptot PROPN crl-16142 149 15 , , PUNCT crl-16142 149 16 lg10circ lg10circ PROPN crl-16142 149 17 , , PUNCT crl-16142 149 18 and and CCONJ crl-16142 149 19 lg10classpct lg10classpct NOUN crl-16142 149 20 , , PUNCT crl-16142 149 21 and and CCONJ crl-16142 149 22 the the DET crl-16142 149 23 control control NOUN crl-16142 149 24 variables variable NOUN crl-16142 149 25 race race NOUN crl-16142 149 26 and and CCONJ crl-16142 149 27 finaid finaid PROPN crl-16142 149 28 in in ADP crl-16142 149 29 the the DET crl-16142 149 30 population population NOUN crl-16142 149 31 from from ADP crl-16142 149 32 which which PRON crl-16142 149 33 this this DET crl-16142 149 34 sample sample NOUN crl-16142 149 35 was be AUX crl-16142 149 36 drawn draw VERB crl-16142 149 37 ; ; PUNCT crl-16142 149 38 rejecting reject VERB crl-16142 149 39 the the DET crl-16142 149 40 null null ADJ crl-16142 149 41 hypothesis hypothesis NOUN crl-16142 149 42 means mean VERB crl-16142 149 43 that that SCONJ crl-16142 149 44 it it PRON crl-16142 149 45 is be AUX crl-16142 149 46 probable probable ADJ crl-16142 149 47 that that SCONJ crl-16142 149 48 there there PRON crl-16142 149 49 is be VERB crl-16142 149 50 a a DET crl-16142 149 51 relationship relationship NOUN crl-16142 149 52 between between ADP crl-16142 149 53 these these DET crl-16142 149 54 variables variable NOUN crl-16142 149 55 . . PUNCT crl-16142 150 1 we we PRON crl-16142 150 2 fail fail VERB crl-16142 150 3 to to PART crl-16142 150 4 reject reject VERB crl-16142 150 5 the the DET crl-16142 150 6 null null ADJ crl-16142 150 7 hypothesis hypothesis NOUN crl-16142 150 8 that that SCONJ crl-16142 150 9 there there PRON crl-16142 150 10 is be VERB crl-16142 150 11 no no DET crl-16142 150 12 relationship relationship NOUN crl-16142 150 13 between between ADP crl-16142 150 14 grad grad PROPN crl-16142 150 15 and and CCONJ crl-16142 150 16 the the DET crl-16142 150 17 independent independent ADJ crl-16142 150 18 variable variable PROPN crl-16142 150 19 lg10ref lg10ref PROPN crl-16142 150 20 and and CCONJ crl-16142 150 21 the the DET crl-16142 150 22 control control NOUN crl-16142 150 23 variable variable ADJ crl-16142 150 24 gender gender NOUN crl-16142 150 25 . . PUNCT crl-16142 151 1 to to PART crl-16142 151 2 construct construct VERB crl-16142 151 3 our our PRON crl-16142 151 4 regression regression NOUN crl-16142 151 5 model model NOUN crl-16142 151 6 , , PUNCT crl-16142 151 7 we we PRON crl-16142 151 8 analyzed analyze VERB crl-16142 151 9 how how SCONJ crl-16142 151 10 the the DET crl-16142 151 11 variables variable NOUN crl-16142 151 12 related relate VERB crl-16142 151 13 to to ADP crl-16142 151 14 each each DET crl-16142 151 15 other other ADJ crl-16142 151 16 by by ADP crl-16142 151 17 estimating estimate VERB crl-16142 151 18 both both DET crl-16142 151 19 simple simple ADJ crl-16142 151 20 and and CCONJ crl-16142 151 21 partial partial ADJ crl-16142 151 22 correlations correlation NOUN crl-16142 151 23 for for ADP crl-16142 151 24 all all PRON crl-16142 151 25 of of ADP crl-16142 151 26 our our PRON crl-16142 151 27 variables variable NOUN crl-16142 151 28 . . PUNCT crl-16142 152 1 the the DET crl-16142 152 2 simple simple ADJ crl-16142 152 3 correlations correlation NOUN crl-16142 152 4 are be AUX crl-16142 152 5 presented present VERB crl-16142 152 6 in in ADP crl-16142 152 7 the the DET crl-16142 152 8 estimated estimate VERB crl-16142 152 9 correlation correlation NOUN crl-16142 152 10 matrix matrix NOUN crl-16142 152 11 in in ADP crl-16142 152 12 tables table NOUN crl-16142 152 13 6 6 NUM crl-16142 152 14 and and CCONJ crl-16142 152 15 7 7 NUM crl-16142 152 16 . . PUNCT crl-16142 152 17 the the DET crl-16142 152 18 partial partial ADJ crl-16142 152 19 correlation correlation NOUN crl-16142 152 20 controlling control VERB crl-16142 152 21 for for ADP crl-16142 152 22 gender gender NOUN crl-16142 152 23 , , PUNCT crl-16142 152 24 race race NOUN crl-16142 152 25 / / SYM crl-16142 152 26 ethnicity ethnicity NOUN crl-16142 152 27 , , PUNCT crl-16142 152 28 and and CCONJ crl-16142 152 29 financial financial ADJ crl-16142 152 30 aid aid NOUN crl-16142 152 31 is be AUX crl-16142 152 32 presented present VERB crl-16142 152 33 in in ADP crl-16142 152 34 the the DET crl-16142 152 35 estimated estimate VERB crl-16142 152 36 correlation correlation NOUN crl-16142 152 37 matrix matrix NOUN crl-16142 152 38 in in ADP crl-16142 152 39 table table NOUN crl-16142 152 40 8 8 NUM crl-16142 152 41 . . NOUN crl-16142 152 42 retention retention NOUN crl-16142 152 43 and and CCONJ crl-16142 152 44 graduation graduation NOUN crl-16142 152 45 rates rate NOUN crl-16142 152 46 are be AUX crl-16142 152 47 highly highly ADV crl-16142 152 48 correlated correlate VERB crl-16142 152 49 ( ( PUNCT crl-16142 152 50 .945 .945 NUM crl-16142 152 51 simple simple ADJ crl-16142 152 52 correlation correlation NOUN crl-16142 152 53 , , PUNCT crl-16142 152 54 .934 .934 NUM crl-16142 152 55 partial partial ADJ crl-16142 152 56 correlation correlation NOUN crl-16142 152 57 ) ) PUNCT crl-16142 152 58 , , PUNCT crl-16142 152 59 indicating indicate VERB crl-16142 152 60 a a DET crl-16142 152 61 high high ADJ crl-16142 152 62 probability probability NOUN crl-16142 152 63 that that SCONJ crl-16142 152 64 the the DET crl-16142 152 65 measures measure NOUN crl-16142 152 66 are be AUX crl-16142 152 67 related relate VERB crl-16142 152 68 . . PUNCT crl-16142 153 1 this this PRON crl-16142 153 2 makes make VERB crl-16142 153 3 sense sense NOUN crl-16142 153 4 , , PUNCT crl-16142 153 5 since since SCONJ crl-16142 153 6 both both DET crl-16142 153 7 measures measure NOUN crl-16142 153 8 are be AUX crl-16142 153 9 indicators indicator NOUN crl-16142 153 10 of of ADP crl-16142 153 11 student student NOUN crl-16142 153 12 persistence persistence NOUN crl-16142 153 13 ( ( PUNCT crl-16142 153 14 table table NOUN crl-16142 153 15 6 6 NUM crl-16142 153 16 ) ) PUNCT crl-16142 153 17 . . PUNCT crl-16142 154 1 table table NOUN crl-16142 154 2 6 6 NUM crl-16142 154 3 shows show VERB crl-16142 154 4 that that SCONJ crl-16142 154 5 the the DET crl-16142 154 6 strongest strong ADJ crl-16142 154 7 correlation correlation NOUN crl-16142 154 8 with with ADP crl-16142 154 9 retention retention NOUN crl-16142 154 10 is be AUX crl-16142 154 11 log log VERB crl-16142 154 12 10 10 NUM crl-16142 154 13 profpct profpct NOUN crl-16142 154 14 ( ( PUNCT crl-16142 154 15 .597 .597 NUM crl-16142 154 16 ) ) PUNCT crl-16142 154 17 . . PUNCT crl-16142 155 1 a a DET crl-16142 155 2 more more ADV crl-16142 155 3 moderate moderate ADJ crl-16142 155 4 correlation correlation NOUN crl-16142 155 5 is be AUX crl-16142 155 6 with with ADP crl-16142 155 7 log log NOUN crl-16142 155 8 10 10 NUM crl-16142 155 9 wagetot wagetot NOUN crl-16142 155 10 ( ( PUNCT crl-16142 155 11 .517 .517 NUM crl-16142 155 12 ) ) PUNCT crl-16142 155 13 . . PUNCT crl-16142 156 1 weaker weak ADJ crl-16142 156 2 correlations correlation NOUN crl-16142 156 3 include include VERB crl-16142 156 4 log log NOUN crl-16142 156 5 10 10 NUM crl-16142 156 6 exptot exptot NOUN crl-16142 156 7 ( ( PUNCT crl-16142 156 8 .484 .484 NUM crl-16142 156 9 ) ) PUNCT crl-16142 156 10 , , PUNCT crl-16142 156 11 log log VERB crl-16142 156 12 10 10 NUM crl-16142 156 13 voltot voltot NOUN crl-16142 156 14 ( ( PUNCT crl-16142 156 15 .464 .464 NUM crl-16142 156 16 ) ) PUNCT crl-16142 156 17 , , PUNCT crl-16142 156 18 log log VERB crl-16142 156 19 10 10 NUM crl-16142 156 20 voladd voladd NOUN crl-16142 156 21 ( ( PUNCT crl-16142 156 22 .366 .366 NUM crl-16142 156 23 ) ) PUNCT crl-16142 156 24 , , PUNCT crl-16142 156 25 log log VERB crl-16142 156 26 10 10 NUM crl-16142 156 27 of of ADP crl-16142 156 28 classpct classpct NOUN crl-16142 156 29 ( ( PUNCT crl-16142 156 30 .299 .299 NUM crl-16142 156 31 ) ) PUNCT crl-16142 156 32 , , PUNCT crl-16142 156 33 and and CCONJ crl-16142 156 34 log log VERB crl-16142 156 35 10 10 NUM crl-16142 156 36 circ circ NOUN crl-16142 156 37 ( ( PUNCT crl-16142 156 38 .276 .276 NUM crl-16142 156 39 ) ) PUNCT crl-16142 156 40 . . PUNCT crl-16142 157 1 we we PRON crl-16142 157 2 theretable theretable VERB crl-16142 157 3 5 5 NUM crl-16142 157 4 descriptive descriptive ADJ crl-16142 157 5 statistics statistic NOUN crl-16142 157 6 for for ADP crl-16142 157 7 gender gender NOUN crl-16142 157 8 and and CCONJ crl-16142 157 9 financial financial ADJ crl-16142 157 10 aid aid NOUN crl-16142 157 11 for for ADP crl-16142 157 12 a a DET crl-16142 157 13 sample sample NOUN crl-16142 157 14 of of ADP crl-16142 157 15 99 99 NUM crl-16142 157 16 arl arl PROPN crl-16142 157 17 institutions institution NOUN crl-16142 157 18 percent percent NOUN crl-16142 157 19 receiving receive VERB crl-16142 157 20 financial financial ADJ crl-16142 157 21 aid aid NOUN crl-16142 157 22 full full ADJ crl-16142 157 23 - - PUNCT crl-16142 157 24 time time NOUN crl-16142 157 25 male male ADJ crl-16142 157 26 students student NOUN crl-16142 157 27 full full ADJ crl-16142 157 28 - - PUNCT crl-16142 157 29 time time NOUN crl-16142 157 30 female female ADJ crl-16142 157 31 students student NOUN crl-16142 157 32 n n VERB crl-16142 157 33 valid valid ADJ crl-16142 157 34 98 98 NUM crl-16142 157 35 99 99 NUM crl-16142 157 36 99 99 NUM crl-16142 157 37 missing miss VERB crl-16142 157 38 1 1 NUM crl-16142 157 39 0 0 NUM crl-16142 157 40 0 0 NUM crl-16142 157 41 mean mean ADJ crl-16142 157 42 72.786 72.786 NUM crl-16142 157 43 10,863.26 10,863.26 PROPN crl-16142 157 44 11,186.31 11,186.31 NUM crl-16142 157 45 median median PROPN crl-16142 157 46 73.00 73.00 NUM crl-16142 157 47 10,020.00 10,020.00 PROPN crl-16142 157 48 10,490.00 10,490.00 PROPN crl-16142 157 49 mode mode PROPN crl-16142 157 50 73.00 73.00 NUM crl-16142 157 51 2,774a 2,774a NUM crl-16142 157 52 2,133a 2,133a NUM crl-16142 157 53 std std NOUN crl-16142 157 54 . . PUNCT crl-16142 157 55 deviation deviation NOUN crl-16142 157 56 12.24 12.24 NUM crl-16142 157 57 4,791.53 4,791.53 NUM crl-16142 157 58 4,912.40 4,912.40 NUM crl-16142 157 59 skewness skewness NOUN crl-16142 157 60 .14 .14 NUM crl-16142 157 61 .66 .66 NUM crl-16142 157 62 .45 .45 NUM crl-16142 158 1 std std NOUN crl-16142 158 2 . . PUNCT crl-16142 158 3 error error NOUN crl-16142 158 4 of of ADP crl-16142 158 5 skewness skewness NOUN crl-16142 158 6 .24 .24 NUM crl-16142 158 7 .24 .24 NUM crl-16142 158 8 .24 .24 NUM crl-16142 158 9 kurtosis kurtosis NOUN crl-16142 158 10 – – PUNCT crl-16142 158 11 .87 .87 NUM crl-16142 158 12 .07 .07 NUM crl-16142 158 13 – – PUNCT crl-16142 158 14 .27 .27 NUM crl-16142 158 15 std std PROPN crl-16142 158 16 . . PUNCT crl-16142 158 17 error error NOUN crl-16142 158 18 of of ADP crl-16142 158 19 kurtosis kurtosis PROPN crl-16142 158 20 .48 .48 NUM crl-16142 158 21 .48 .48 NUM crl-16142 158 22 .48 .48 NUM crl-16142 158 23 range range VERB crl-16142 158 24 47.00 47.00 NUM crl-16142 158 25 20,650 20,650 NUM crl-16142 158 26 21,458 21,458 NUM crl-16142 158 27 minimum minimum ADJ crl-16142 158 28 49.00 49.00 NUM crl-16142 158 29 2,774 2,774 NUM crl-16142 158 30 2,133 2,133 NUM crl-16142 158 31 maximum maximum ADJ crl-16142 158 32 96.00 96.00 NUM crl-16142 158 33 23,424 23,424 NUM crl-16142 158 34 23,591 23,591 NUM crl-16142 158 35 percentiles percentile VERB crl-16142 158 36 25 25 NUM crl-16142 158 37 62.75 62.75 NUM crl-16142 158 38 7,334.00 7,334.00 NUM crl-16142 158 39 7,898.00 7,898.00 NUM crl-16142 158 40 50 50 NUM crl-16142 158 41 73.00 73.00 NUM crl-16142 158 42 10,020.00 10,020.00 NUM crl-16142 158 43 10,490.00 10,490.00 PROPN crl-16142 158 44 75 75 NUM crl-16142 158 45 82.00 82.00 NUM crl-16142 158 46 13,518.00 13,518.00 NUM crl-16142 158 47 14,550.00 14,550.00 PROPN crl-16142 158 48 a a DET crl-16142 158 49 multiple multiple ADJ crl-16142 158 50 modes mode NOUN crl-16142 158 51 exist exist VERB crl-16142 158 52 . . PUNCT crl-16142 159 1 the the DET crl-16142 159 2 smallest small ADJ crl-16142 159 3 value value NOUN crl-16142 159 4 is be AUX crl-16142 159 5 shown show VERB crl-16142 159 6 the the DET crl-16142 159 7 academic academic ADJ crl-16142 159 8 library library NOUN crl-16142 159 9 impact impact NOUN crl-16142 159 10 on on ADP crl-16142 159 11 student student NOUN crl-16142 159 12 persistence persistence NOUN crl-16142 159 13 137 137 NUM crl-16142 159 14 table table NOUN crl-16142 159 15 6 6 NUM crl-16142 159 16 simple simple ADJ crl-16142 159 17 correlation correlation NOUN crl-16142 159 18 matrix matrix NOUN crl-16142 159 19 for for ADP crl-16142 159 20 library library NOUN crl-16142 159 21 variables variable NOUN crl-16142 159 22 , , PUNCT crl-16142 159 23 retention retention NOUN crl-16142 159 24 , , PUNCT crl-16142 159 25 and and CCONJ crl-16142 159 26 graduation graduation NOUN crl-16142 159 27 ret ret PROPN crl-16142 159 28 grad grad PROPN crl-16142 159 29 lg10 lg10 PROPN crl-16142 159 30 prof prof PROPN crl-16142 159 31 pct pct NOUN crl-16142 159 32 lg10 lg10 PROPN crl-16142 159 33 wage wage NOUN crl-16142 159 34 tot tot NOUN crl-16142 159 35 lg10 lg10 PROPN crl-16142 159 36 vol vol NOUN crl-16142 159 37 tot tot NOUN crl-16142 159 38 lg10 lg10 PROPN crl-16142 159 39 vol vol NOUN crl-16142 159 40 add add VERB crl-16142 159 41 lg10 lg10 PROPN crl-16142 159 42 exp exp VERB crl-16142 159 43 tot tot PRON crl-16142 159 44 lg10 lg10 PROPN crl-16142 159 45 circ circ NOUN crl-16142 159 46 lg10 lg10 PROPN crl-16142 159 47 ref ref VERB crl-16142 159 48 lg10 lg10 PROPN crl-16142 159 49 clas clas PROPN crl-16142 159 50 spct spct NOUN crl-16142 159 51 ret ret PROPN crl-16142 159 52 1 1 NUM crl-16142 159 53 grad grad NOUN crl-16142 159 54 .945 .945 NUM crl-16142 159 55 * * NOUN crl-16142 159 56 * * NOUN crl-16142 159 57 1 1 NUM crl-16142 159 58 lg10 lg10 PROPN crl-16142 159 59 profpct profpct NOUN crl-16142 159 60 .614 .614 NUM crl-16142 159 61 * * NOUN crl-16142 159 62 * * NOUN crl-16142 159 63 .644 .644 NUM crl-16142 159 64 * * NOUN crl-16142 159 65 * * NOUN crl-16142 159 66 1 1 NUM crl-16142 159 67 lg10 lg10 PROPN crl-16142 159 68 wagetot wagetot NOUN crl-16142 159 69 .541 .541 NUM crl-16142 159 70 * * NOUN crl-16142 159 71 * * NOUN crl-16142 159 72 .508 .508 NUM crl-16142 159 73 * * NOUN crl-16142 159 74 * * NOUN crl-16142 159 75 .486 .486 NUM crl-16142 159 76 * * NOUN crl-16142 159 77 * * NOUN crl-16142 159 78 1 1 NUM crl-16142 159 79 lg10 lg10 PROPN crl-16142 159 80 voltot voltot NOUN crl-16142 159 81 .434 .434 NUM crl-16142 159 82 * * NOUN crl-16142 159 83 * * NOUN crl-16142 159 84 .421 .421 NUM crl-16142 159 85 * * PUNCT crl-16142 159 86 * * NOUN crl-16142 159 87 .422 .422 NUM crl-16142 159 88 * * NOUN crl-16142 159 89 * * PUNCT crl-16142 159 90 .861 .861 NUM crl-16142 159 91 * * NOUN crl-16142 159 92 * * NUM crl-16142 159 93 1 1 NUM crl-16142 159 94 lg10 lg10 PROPN crl-16142 159 95 voladd voladd NOUN crl-16142 159 96 .367 .367 NUM crl-16142 159 97 * * PUNCT crl-16142 159 98 * * NOUN crl-16142 159 99 .352 .352 NUM crl-16142 159 100 * * PUNCT crl-16142 159 101 * * NOUN crl-16142 159 102 .332 .332 NUM crl-16142 159 103 * * NOUN crl-16142 159 104 * * NOUN crl-16142 159 105 .744 .744 NUM crl-16142 159 106 * * PUNCT crl-16142 159 107 * * NOUN crl-16142 159 108 .797 .797 NUM crl-16142 159 109 * * NOUN crl-16142 159 110 * * NOUN crl-16142 159 111 1 1 NUM crl-16142 159 112 lg10 lg10 PROPN crl-16142 159 113 exptot exptot NOUN crl-16142 159 114 .498 .498 NUM crl-16142 159 115 * * PUNCT crl-16142 159 116 * * NOUN crl-16142 159 117 .495 .495 NUM crl-16142 159 118 * * PUNCT crl-16142 159 119 * * NOUN crl-16142 159 120 .479 .479 NUM crl-16142 159 121 * * NOUN crl-16142 159 122 * * NOUN crl-16142 159 123 .823 .823 NUM crl-16142 159 124 * * PUNCT crl-16142 159 125 * * NOUN crl-16142 159 126 .788 .788 NUM crl-16142 159 127 * * NOUN crl-16142 159 128 * * NOUN crl-16142 159 129 .794 .794 NUM crl-16142 159 130 * * PUNCT crl-16142 159 131 * * NOUN crl-16142 159 132 1 1 NUM crl-16142 159 133 lg10 lg10 PROPN crl-16142 159 134 circ circ NOUN crl-16142 159 135 .241 .241 NUM crl-16142 159 136 * * NUM crl-16142 159 137 .215 .215 NUM crl-16142 159 138 * * NUM crl-16142 159 139 .033 .033 NUM crl-16142 159 140 .634 .634 NUM crl-16142 159 141 * * NOUN crl-16142 159 142 * * NOUN crl-16142 159 143 .629 .629 NUM crl-16142 159 144 * * PUNCT crl-16142 159 145 * * NOUN crl-16142 159 146 .625 .625 NUM crl-16142 159 147 * * PUNCT crl-16142 159 148 * * NOUN crl-16142 159 149 .534 .534 NUM crl-16142 159 150 * * NOUN crl-16142 159 151 * * NOUN crl-16142 159 152 1 1 NUM crl-16142 159 153 lg10 lg10 PROPN crl-16142 159 154 ref ref VERB crl-16142 159 155 .130 .130 NUM crl-16142 159 156 .064 .064 NUM crl-16142 159 157 .014 .014 NUM crl-16142 159 158 .495 .495 NUM crl-16142 159 159 * * NOUN crl-16142 159 160 * * NOUN crl-16142 159 161 .445 .445 NUM crl-16142 159 162 * * NOUN crl-16142 159 163 * * NOUN crl-16142 159 164 .444 .444 NUM crl-16142 159 165 * * PUNCT crl-16142 159 166 * * NOUN crl-16142 159 167 .383 .383 NUM crl-16142 159 168 * * NOUN crl-16142 159 169 * * NOUN crl-16142 159 170 .612 .612 NUM crl-16142 159 171 * * NOUN crl-16142 159 172 * * NOUN crl-16142 159 173 1 1 NUM crl-16142 159 174 lg10 lg10 PROPN crl-16142 159 175 classpct classpct NOUN crl-16142 159 176 .300 .300 NUM crl-16142 159 177 * * NOUN crl-16142 159 178 * * NOUN crl-16142 159 179 .283 .283 NUM crl-16142 159 180 * * PUNCT crl-16142 159 181 * * NOUN crl-16142 159 182 .496 .496 NUM crl-16142 159 183 * * PUNCT crl-16142 159 184 * * NOUN crl-16142 159 185 .294 .294 NUM crl-16142 159 186 * * PUNCT crl-16142 159 187 * * PUNCT crl-16142 159 188 .204 .204 NUM crl-16142 159 189 * * NUM crl-16142 159 190 .240 .240 NUM crl-16142 159 191 * * NUM crl-16142 159 192 .212 .212 NUM crl-16142 159 193 * * PUNCT crl-16142 159 194 .200 .200 NUM crl-16142 159 195 * * NOUN crl-16142 159 196 .207 .207 NUM crl-16142 159 197 * * SYM crl-16142 159 198 1 1 NUM crl-16142 160 1 * * PUNCT crl-16142 160 2 * * NOUN crl-16142 160 3 correlation correlation NOUN crl-16142 160 4 is be AUX crl-16142 160 5 significant significant ADJ crl-16142 160 6 at at ADP crl-16142 160 7 the the DET crl-16142 160 8 0.01 0.01 NUM crl-16142 160 9 level level NOUN crl-16142 160 10 ( ( PUNCT crl-16142 160 11 2 2 NUM crl-16142 160 12 - - PUNCT crl-16142 160 13 tailed tail VERB crl-16142 160 14 ) ) PUNCT crl-16142 160 15 . . PUNCT crl-16142 161 1 * * PUNCT crl-16142 161 2 correlation correlation NOUN crl-16142 161 3 is be AUX crl-16142 161 4 significant significant ADJ crl-16142 161 5 at at ADP crl-16142 161 6 the the DET crl-16142 161 7 0.05 0.05 NUM crl-16142 161 8 level level NOUN crl-16142 161 9 ( ( PUNCT crl-16142 161 10 2 2 NUM crl-16142 161 11 - - PUNCT crl-16142 161 12 tailed tail VERB crl-16142 161 13 ) ) PUNCT crl-16142 161 14 . . PUNCT crl-16142 162 1 table table NOUN crl-16142 162 2 7 7 NUM crl-16142 162 3 simple simple ADJ crl-16142 162 4 correlation correlation NOUN crl-16142 162 5 matrix matrix NOUN crl-16142 162 6 for for ADP crl-16142 162 7 control control NOUN crl-16142 162 8 variables variable NOUN crl-16142 162 9 , , PUNCT crl-16142 162 10 retention retention NOUN crl-16142 162 11 , , PUNCT crl-16142 162 12 and and CCONJ crl-16142 162 13 graduation graduation NOUN crl-16142 162 14 ret ret PROPN crl-16142 162 15 grad grad ADJ crl-16142 162 16 asian asian ADJ crl-16142 162 17 black black ADJ crl-16142 162 18 hispanic hispanic PROPN crl-16142 162 19 indian indian ADJ crl-16142 162 20 white white ADJ crl-16142 162 21 finaid finaid PROPN crl-16142 162 22 men man NOUN crl-16142 162 23 women woman NOUN crl-16142 162 24 ret ret VERB crl-16142 162 25 1 1 NUM crl-16142 162 26 grad grad NOUN crl-16142 162 27 .945 .945 NUM crl-16142 162 28 * * NOUN crl-16142 162 29 * * NOUN crl-16142 162 30 1 1 NUM crl-16142 162 31 asian asian ADJ crl-16142 162 32 .216 .216 NUM crl-16142 162 33 * * SYM crl-16142 162 34 .173 .173 NUM crl-16142 162 35 1 1 NUM crl-16142 162 36 black black ADJ crl-16142 162 37 – – PUNCT crl-16142 162 38 .210 .210 NUM crl-16142 162 39 * * PUNCT crl-16142 162 40 – – PUNCT crl-16142 162 41 .287 .287 NUM crl-16142 162 42 * * NOUN crl-16142 162 43 * * PUNCT crl-16142 162 44 – – PUNCT crl-16142 162 45 .019 .019 NUM crl-16142 162 46 1 1 NUM crl-16142 162 47 hispanic hispanic ADJ crl-16142 162 48 – – PUNCT crl-16142 162 49 .009 .009 NUM crl-16142 162 50 – – SYM crl-16142 162 51 .073 .073 NUM crl-16142 162 52 .514 .514 NUM crl-16142 162 53 * * NOUN crl-16142 162 54 * * NOUN crl-16142 162 55 .095 .095 NUM crl-16142 162 56 1 1 NUM crl-16142 162 57 indian indian ADJ crl-16142 162 58 – – PUNCT crl-16142 162 59 .286 .286 NUM crl-16142 162 60 * * PUNCT crl-16142 162 61 * * PUNCT crl-16142 162 62 – – PUNCT crl-16142 162 63 .272 .272 NUM crl-16142 162 64 * * PUNCT crl-16142 162 65 * * PUNCT crl-16142 162 66 – – PUNCT crl-16142 162 67 .027 .027 NUM crl-16142 162 68 – – SYM crl-16142 162 69 .091 .091 NUM crl-16142 162 70 .255 .255 NUM crl-16142 162 71 * * SYM crl-16142 162 72 1 1 NUM crl-16142 162 73 white white ADJ crl-16142 162 74 – – PUNCT crl-16142 162 75 .188 .188 NUM crl-16142 162 76 – – PUNCT crl-16142 162 77 .231 .231 NUM crl-16142 162 78 * * PUNCT crl-16142 162 79 – – PUNCT crl-16142 162 80 .047 .047 NUM crl-16142 162 81 .265 .265 NUM crl-16142 162 82 * * NOUN crl-16142 162 83 * * NOUN crl-16142 162 84 .220 .220 NUM crl-16142 162 85 * * PUNCT crl-16142 162 86 .200 .200 NUM crl-16142 162 87 * * SYM crl-16142 162 88 1 1 NUM crl-16142 162 89 finaid finaid PROPN crl-16142 162 90 – – PUNCT crl-16142 162 91 .408 .408 NUM crl-16142 162 92 * * PUNCT crl-16142 162 93 * * PUNCT crl-16142 162 94 – – PUNCT crl-16142 162 95 .403 .403 NUM crl-16142 162 96 * * PUNCT crl-16142 162 97 * * PUNCT crl-16142 162 98 – – PUNCT crl-16142 162 99 .217 .217 NUM crl-16142 162 100 * * NUM crl-16142 162 101 .316 .316 NUM crl-16142 162 102 * * PUNCT crl-16142 162 103 * * PUNCT crl-16142 162 104 .077 .077 NUM crl-16142 162 105 .155 .155 NUM crl-16142 162 106 .285 .285 NUM crl-16142 162 107 * * NOUN crl-16142 162 108 * * NOUN crl-16142 162 109 1 1 NUM crl-16142 162 110 men man NOUN crl-16142 162 111 – – PUNCT crl-16142 162 112 .045 .045 NUM crl-16142 162 113 – – SYM crl-16142 162 114 .106 .106 NUM crl-16142 162 115 .348 .348 NUM crl-16142 162 116 * * NOUN crl-16142 162 117 * * NOUN crl-16142 162 118 .291 .291 NUM crl-16142 162 119 * * PUNCT crl-16142 162 120 * * NOUN crl-16142 162 121 .487 .487 NUM crl-16142 162 122 * * NOUN crl-16142 162 123 * * PUNCT crl-16142 162 124 .182 .182 NUM crl-16142 162 125 .874 .874 NUM crl-16142 162 126 * * NOUN crl-16142 162 127 * * PUNCT crl-16142 162 128 .171 .171 NUM crl-16142 162 129 1 1 NUM crl-16142 162 130 women woman NOUN crl-16142 162 131 – – PUNCT crl-16142 162 132 .079 .079 NUM crl-16142 162 133 – – SYM crl-16142 162 134 .151 .151 NUM crl-16142 162 135 .405 .405 NUM crl-16142 162 136 * * NOUN crl-16142 162 137 * * NOUN crl-16142 162 138 .391 .391 NUM crl-16142 162 139 * * NOUN crl-16142 162 140 * * NOUN crl-16142 162 141 .544 .544 NUM crl-16142 162 142 * * PUNCT crl-16142 162 143 * * NOUN crl-16142 162 144 .192 .192 NUM crl-16142 162 145 .832 .832 NUM crl-16142 162 146 * * NOUN crl-16142 162 147 * * NOUN crl-16142 162 148 .212 .212 NUM crl-16142 162 149 * * NOUN crl-16142 162 150 .909 .909 NUM crl-16142 162 151 * * PUNCT crl-16142 162 152 * * NOUN crl-16142 162 153 1 1 NUM crl-16142 162 154 * * PUNCT crl-16142 162 155 * * NOUN crl-16142 162 156 correlation correlation NOUN crl-16142 162 157 is be AUX crl-16142 162 158 significant significant ADJ crl-16142 162 159 at at ADP crl-16142 162 160 the the DET crl-16142 162 161 0.01 0.01 NUM crl-16142 162 162 level level NOUN crl-16142 162 163 ( ( PUNCT crl-16142 162 164 2 2 NUM crl-16142 162 165 - - PUNCT crl-16142 162 166 tailed tail VERB crl-16142 162 167 ) ) PUNCT crl-16142 162 168 . . PUNCT crl-16142 163 1 * * PUNCT crl-16142 163 2 correlation correlation NOUN crl-16142 163 3 is be AUX crl-16142 163 4 significant significant ADJ crl-16142 163 5 at at ADP crl-16142 163 6 the the DET crl-16142 163 7 0.05 0.05 NUM crl-16142 163 8 level level NOUN crl-16142 163 9 ( ( PUNCT crl-16142 163 10 2 2 NUM crl-16142 163 11 - - PUNCT crl-16142 163 12 tailed tail VERB crl-16142 163 13 ) ) PUNCT crl-16142 163 14 . . PUNCT crl-16142 164 1 138 138 NUM crl-16142 164 2 college college PROPN crl-16142 164 3 & & CCONJ crl-16142 164 4 research research PROPN crl-16142 164 5 libraries library NOUN crl-16142 164 6 march march PROPN crl-16142 164 7 2011 2011 NUM crl-16142 164 8 simple simple ADJ crl-16142 164 9 correlations correlation NOUN crl-16142 164 10 between between ADP crl-16142 164 11 ret ret NOUN crl-16142 164 12 and and CCONJ crl-16142 164 13 grad grad ADJ crl-16142 164 14 and and CCONJ crl-16142 164 15 the the DET crl-16142 164 16 control control NOUN crl-16142 164 17 variables variable NOUN crl-16142 164 18 reveal reveal VERB crl-16142 164 19 weak weak ADJ crl-16142 164 20 but but CCONJ crl-16142 164 21 statistically statistically ADV crl-16142 164 22 significant significant ADJ crl-16142 164 23 correlations correlation NOUN crl-16142 164 24 with with ADP crl-16142 164 25 race race NOUN crl-16142 164 26 / / SYM crl-16142 164 27 ethnicity ethnicity NOUN crl-16142 164 28 and and CCONJ crl-16142 164 29 finaid finaid PROPN crl-16142 164 30 ( ( PUNCT crl-16142 164 31 see see VERB crl-16142 164 32 table table NOUN crl-16142 164 33 7 7 NUM crl-16142 164 34 ) ) PUNCT crl-16142 164 35 . . PUNCT crl-16142 165 1 we we PRON crl-16142 165 2 therefore therefore ADV crl-16142 165 3 reject reject VERB crl-16142 165 4 the the DET crl-16142 165 5 null null ADJ crl-16142 165 6 hypothesis hypothesis NOUN crl-16142 165 7 that that SCONJ crl-16142 165 8 there there PRON crl-16142 165 9 is be VERB crl-16142 165 10 no no DET crl-16142 165 11 relationship relationship NOUN crl-16142 165 12 between between ADP crl-16142 165 13 these these DET crl-16142 165 14 variables variable NOUN crl-16142 165 15 in in ADP crl-16142 165 16 the the DET crl-16142 165 17 population population NOUN crl-16142 165 18 . . PUNCT crl-16142 166 1 there there PRON crl-16142 166 2 is be VERB crl-16142 166 3 no no DET crl-16142 166 4 statistically statistically ADV crl-16142 166 5 significant significant ADJ crl-16142 166 6 correlation correlation NOUN crl-16142 166 7 between between ADP crl-16142 166 8 ret ret NOUN crl-16142 166 9 or or CCONJ crl-16142 166 10 grad grad ADJ crl-16142 166 11 and and CCONJ crl-16142 166 12 gender gender NOUN crl-16142 166 13 ( ( PUNCT crl-16142 166 14 see see VERB crl-16142 166 15 table table NOUN crl-16142 166 16 7 7 NUM crl-16142 166 17 ) ) PUNCT crl-16142 166 18 . . PUNCT crl-16142 167 1 we we PRON crl-16142 167 2 fail fail VERB crl-16142 167 3 to to PART crl-16142 167 4 reject reject VERB crl-16142 167 5 the the DET crl-16142 167 6 null null ADJ crl-16142 167 7 hypothesis hypothesis NOUN crl-16142 167 8 that that SCONJ crl-16142 167 9 there there PRON crl-16142 167 10 is be VERB crl-16142 167 11 no no DET crl-16142 167 12 relationship relationship NOUN crl-16142 167 13 between between ADP crl-16142 167 14 these these DET crl-16142 167 15 variables variable NOUN crl-16142 167 16 in in ADP crl-16142 167 17 the the DET crl-16142 167 18 population population NOUN crl-16142 167 19 . . PUNCT crl-16142 168 1 based base VERB crl-16142 168 2 on on ADP crl-16142 168 3 the the DET crl-16142 168 4 lack lack NOUN crl-16142 168 5 of of ADP crl-16142 168 6 correlation correlation NOUN crl-16142 168 7 , , PUNCT crl-16142 168 8 we we PRON crl-16142 168 9 decided decide VERB crl-16142 168 10 to to PART crl-16142 168 11 remove remove VERB crl-16142 168 12 the the DET crl-16142 168 13 independent independent ADJ crl-16142 168 14 variable variable NOUN crl-16142 168 15 of of ADP crl-16142 168 16 log log NOUN crl-16142 168 17 10 10 NUM crl-16142 168 18 ref ref NOUN crl-16142 168 19 and and CCONJ crl-16142 168 20 the the DET crl-16142 168 21 control control NOUN crl-16142 168 22 variable variable NOUN crl-16142 168 23 of of ADP crl-16142 168 24 gender gender NOUN crl-16142 168 25 from from ADP crl-16142 168 26 the the DET crl-16142 168 27 model model NOUN crl-16142 168 28 . . PUNCT crl-16142 169 1 we we PRON crl-16142 169 2 then then ADV crl-16142 169 3 examined examine VERB crl-16142 169 4 the the DET crl-16142 169 5 correlations correlation NOUN crl-16142 169 6 between between ADP crl-16142 169 7 independent independent ADJ crl-16142 169 8 variables variable NOUN crl-16142 169 9 . . PUNCT crl-16142 170 1 because because SCONJ crl-16142 170 2 there there PRON crl-16142 170 3 is be VERB crl-16142 170 4 high high ADJ crl-16142 170 5 collinearity collinearity NOUN crl-16142 170 6 between between ADP crl-16142 170 7 similar similar ADJ crl-16142 170 8 variables variable NOUN crl-16142 170 9 , , PUNCT crl-16142 170 10 we we PRON crl-16142 170 11 decided decide VERB crl-16142 170 12 to to PART crl-16142 170 13 include include VERB crl-16142 170 14 in in ADP crl-16142 170 15 our our PRON crl-16142 170 16 model model NOUN crl-16142 170 17 only only ADV crl-16142 170 18 one one NUM crl-16142 170 19 variable variable NOUN crl-16142 170 20 each each PRON crl-16142 170 21 to to PART crl-16142 170 22 indicate indicate VERB crl-16142 170 23 staff staff NOUN crl-16142 170 24 , , PUNCT crl-16142 170 25 collections collection NOUN crl-16142 170 26 , , PUNCT crl-16142 170 27 use use NOUN crl-16142 170 28 , , PUNCT crl-16142 170 29 and and CCONJ crl-16142 170 30 service service NOUN crl-16142 170 31 . . PUNCT crl-16142 171 1 for for ADP crl-16142 171 2 staff staff NOUN crl-16142 171 3 , , PUNCT crl-16142 171 4 we we PRON crl-16142 171 5 selected select VERB crl-16142 171 6 log log NOUN crl-16142 171 7 10 10 NUM crl-16142 171 8 profpct profpct NOUN crl-16142 171 9 and and CCONJ crl-16142 171 10 for for ADP crl-16142 171 11 collections collection NOUN crl-16142 171 12 we we PRON crl-16142 171 13 selected select VERB crl-16142 171 14 log log NOUN crl-16142 171 15 10 10 NUM crl-16142 171 16 exptot exptot NOUN crl-16142 171 17 fore fore NOUN crl-16142 171 18 reject reject VERB crl-16142 171 19 the the DET crl-16142 171 20 null null ADJ crl-16142 171 21 hypothesis hypothesis NOUN crl-16142 171 22 that that SCONJ crl-16142 171 23 there there PRON crl-16142 171 24 is be VERB crl-16142 171 25 no no DET crl-16142 171 26 relationship relationship NOUN crl-16142 171 27 between between ADP crl-16142 171 28 these these DET crl-16142 171 29 variables variable NOUN crl-16142 171 30 in in ADP crl-16142 171 31 the the DET crl-16142 171 32 population population NOUN crl-16142 171 33 . . PUNCT crl-16142 172 1 there there PRON crl-16142 172 2 is be VERB crl-16142 172 3 no no DET crl-16142 172 4 statistically statistically ADV crl-16142 172 5 significant significant ADJ crl-16142 172 6 correlation correlation NOUN crl-16142 172 7 with with ADP crl-16142 172 8 log log NOUN crl-16142 172 9 10 10 NUM crl-16142 172 10 ref ref NOUN crl-16142 172 11 , , PUNCT crl-16142 172 12 so so ADV crl-16142 172 13 we we PRON crl-16142 172 14 fail fail VERB crl-16142 172 15 to to PART crl-16142 172 16 reject reject VERB crl-16142 172 17 the the DET crl-16142 172 18 null null ADJ crl-16142 172 19 hypothesis hypothesis NOUN crl-16142 172 20 that that SCONJ crl-16142 172 21 there there PRON crl-16142 172 22 is be VERB crl-16142 172 23 no no DET crl-16142 172 24 relationship relationship NOUN crl-16142 172 25 between between ADP crl-16142 172 26 log log NOUN crl-16142 172 27 10 10 NUM crl-16142 172 28 ref ref NOUN crl-16142 172 29 and and CCONJ crl-16142 172 30 ret ret VERB crl-16142 172 31 in in ADP crl-16142 172 32 the the DET crl-16142 172 33 population population NOUN crl-16142 172 34 . . PUNCT crl-16142 173 1 the the DET crl-16142 173 2 correlations correlation NOUN crl-16142 173 3 for for ADP crl-16142 173 4 grad grad ADJ crl-16142 173 5 parallel parallel VERB crl-16142 173 6 the the DET crl-16142 173 7 correlations correlation NOUN crl-16142 173 8 for for ADP crl-16142 173 9 ret ret PROPN crl-16142 173 10 . . PUNCT crl-16142 174 1 once once ADV crl-16142 174 2 again again ADV crl-16142 174 3 , , PUNCT crl-16142 174 4 table table NOUN crl-16142 174 5 6 6 NUM crl-16142 174 6 shows show VERB crl-16142 174 7 that that SCONJ crl-16142 174 8 the the DET crl-16142 174 9 strongest strong ADJ crl-16142 174 10 correlation correlation NOUN crl-16142 174 11 with with ADP crl-16142 174 12 graduation graduation NOUN crl-16142 174 13 is be AUX crl-16142 174 14 also also ADV crl-16142 174 15 log log VERB crl-16142 174 16 10 10 NUM crl-16142 174 17 profpct profpct NOUN crl-16142 174 18 ( ( PUNCT crl-16142 174 19 .598 .598 NUM crl-16142 174 20 ) ) PUNCT crl-16142 174 21 . . PUNCT crl-16142 175 1 the the DET crl-16142 175 2 more more ADV crl-16142 175 3 moderate moderate ADJ crl-16142 175 4 correlations correlation NOUN crl-16142 175 5 are be AUX crl-16142 175 6 with with ADP crl-16142 175 7 log log NOUN crl-16142 175 8 10 10 NUM crl-16142 175 9 wagetot wagetot NOUN crl-16142 175 10 ( ( PUNCT crl-16142 175 11 .519 .519 NUM crl-16142 175 12 ) ) PUNCT crl-16142 175 13 and and CCONJ crl-16142 175 14 exptot exptot NOUN crl-16142 175 15 ( ( PUNCT crl-16142 175 16 .508 .508 NUM crl-16142 175 17 ) ) PUNCT crl-16142 175 18 , , PUNCT crl-16142 175 19 and and CCONJ crl-16142 175 20 the the DET crl-16142 175 21 weaker weak ADJ crl-16142 175 22 correlations correlation NOUN crl-16142 175 23 include include VERB crl-16142 175 24 log log NOUN crl-16142 175 25 10 10 NUM crl-16142 175 26 voltot voltot NOUN crl-16142 175 27 ( ( PUNCT crl-16142 175 28 .484 .484 NUM crl-16142 175 29 ) ) PUNCT crl-16142 175 30 , , PUNCT crl-16142 175 31 log log VERB crl-16142 175 32 10 10 NUM crl-16142 175 33 voladd voladd NOUN crl-16142 175 34 ( ( PUNCT crl-16142 175 35 .382 .382 NUM crl-16142 175 36 ) ) PUNCT crl-16142 175 37 , , PUNCT crl-16142 175 38 log log VERB crl-16142 175 39 10 10 NUM crl-16142 175 40 circ circ NOUN crl-16142 175 41 ( ( PUNCT crl-16142 175 42 .310 .310 NUM crl-16142 175 43 ) ) PUNCT crl-16142 175 44 and and CCONJ crl-16142 175 45 classpct classpct NOUN crl-16142 175 46 ( ( PUNCT crl-16142 175 47 .254 .254 NUM crl-16142 175 48 ) ) PUNCT crl-16142 175 49 . . PUNCT crl-16142 176 1 we we PRON crl-16142 176 2 therefore therefore ADV crl-16142 176 3 reject reject VERB crl-16142 176 4 the the DET crl-16142 176 5 null null ADJ crl-16142 176 6 hypothesis hypothesis NOUN crl-16142 176 7 that that SCONJ crl-16142 176 8 there there PRON crl-16142 176 9 is be VERB crl-16142 176 10 no no DET crl-16142 176 11 relationship relationship NOUN crl-16142 176 12 between between ADP crl-16142 176 13 these these DET crl-16142 176 14 variables variable NOUN crl-16142 176 15 in in ADP crl-16142 176 16 the the DET crl-16142 176 17 population population NOUN crl-16142 176 18 . . PUNCT crl-16142 177 1 as as ADP crl-16142 177 2 with with ADP crl-16142 177 3 ret ret PROPN crl-16142 177 4 , , PUNCT crl-16142 177 5 there there PRON crl-16142 177 6 is be VERB crl-16142 177 7 no no DET crl-16142 177 8 statistically statistically ADV crl-16142 177 9 significant significant ADJ crl-16142 177 10 correlation correlation NOUN crl-16142 177 11 with with ADP crl-16142 177 12 log log NOUN crl-16142 177 13 10 10 NUM crl-16142 177 14 ref ref NOUN crl-16142 177 15 , , PUNCT crl-16142 177 16 so so ADV crl-16142 177 17 we we PRON crl-16142 177 18 fail fail VERB crl-16142 177 19 to to PART crl-16142 177 20 reject reject VERB crl-16142 177 21 the the DET crl-16142 177 22 null null ADJ crl-16142 177 23 hypothesis hypothesis NOUN crl-16142 177 24 that that SCONJ crl-16142 177 25 there there PRON crl-16142 177 26 is be VERB crl-16142 177 27 no no DET crl-16142 177 28 relationship relationship NOUN crl-16142 177 29 between between ADP crl-16142 177 30 these these DET crl-16142 177 31 variables variable NOUN crl-16142 177 32 in in ADP crl-16142 177 33 the the DET crl-16142 177 34 population population NOUN crl-16142 177 35 . . PUNCT crl-16142 178 1 table table NOUN crl-16142 178 2 8 8 NUM crl-16142 178 3 partial partial ADJ crl-16142 178 4 correlation correlation NOUN crl-16142 178 5 matrix matrix NOUN crl-16142 178 6 for for ADP crl-16142 178 7 library library NOUN crl-16142 178 8 variables variable NOUN crl-16142 178 9 , , PUNCT crl-16142 178 10 retention retention NOUN crl-16142 178 11 , , PUNCT crl-16142 178 12 and and CCONJ crl-16142 178 13 graduation graduation NOUN crl-16142 178 14 controlling control VERB crl-16142 178 15 for for ADP crl-16142 178 16 race race NOUN crl-16142 178 17 / / SYM crl-16142 178 18 ethnicity ethnicity NOUN crl-16142 178 19 and and CCONJ crl-16142 178 20 financial financial ADJ crl-16142 178 21 aid aid NOUN crl-16142 178 22 ret ret PROPN crl-16142 178 23 grad grad PROPN crl-16142 178 24 lg10 lg10 PROPN crl-16142 178 25 prof prof PROPN crl-16142 178 26 pct pct NOUN crl-16142 178 27 lg10 lg10 PROPN crl-16142 178 28 wage wage NOUN crl-16142 178 29 tot tot NOUN crl-16142 178 30 lg10 lg10 PROPN crl-16142 178 31 vol vol NOUN crl-16142 178 32 tot tot NOUN crl-16142 178 33 lg10 lg10 PROPN crl-16142 178 34 vol vol NOUN crl-16142 178 35 add add VERB crl-16142 178 36 lg10 lg10 PROPN crl-16142 178 37 exp exp VERB crl-16142 178 38 tot tot PRON crl-16142 178 39 lg10 lg10 PROPN crl-16142 178 40 circ circ NOUN crl-16142 178 41 lg10 lg10 PROPN crl-16142 178 42 ref ref VERB crl-16142 178 43 lg10 lg10 PROPN crl-16142 178 44 clas clas PROPN crl-16142 178 45 spct spct NOUN crl-16142 178 46 ret ret PROPN crl-16142 178 47 1 1 NUM crl-16142 178 48 grad grad NOUN crl-16142 178 49 .934 .934 NUM crl-16142 178 50 * * NOUN crl-16142 178 51 * * NOUN crl-16142 178 52 1 1 NUM crl-16142 178 53 lg10 lg10 PROPN crl-16142 178 54 profpct profpct NOUN crl-16142 178 55 .597 .597 NUM crl-16142 178 56 * * PUNCT crl-16142 178 57 * * NOUN crl-16142 178 58 .598 .598 NUM crl-16142 178 59 * * NOUN crl-16142 178 60 * * NOUN crl-16142 178 61 1 1 NUM crl-16142 178 62 lg10 lg10 PROPN crl-16142 178 63 wagetot wagetot NOUN crl-16142 178 64 .517 .517 NUM crl-16142 178 65 * * PUNCT crl-16142 178 66 * * NOUN crl-16142 178 67 .519 .519 NUM crl-16142 178 68 * * PUNCT crl-16142 178 69 * * NOUN crl-16142 178 70 .797 .797 NUM crl-16142 178 71 * * NOUN crl-16142 178 72 * * NOUN crl-16142 178 73 1 1 NUM crl-16142 178 74 lg10 lg10 PROPN crl-16142 178 75 voltot voltot NOUN crl-16142 178 76 .464 .464 NUM crl-16142 178 77 * * NOUN crl-16142 178 78 * * NOUN crl-16142 178 79 .484 .484 NUM crl-16142 178 80 * * NOUN crl-16142 178 81 * * NOUN crl-16142 178 82 .747 .747 NUM crl-16142 178 83 * * NOUN crl-16142 178 84 * * NOUN crl-16142 178 85 .849 .849 NUM crl-16142 178 86 * * NOUN crl-16142 178 87 * * NUM crl-16142 178 88 1 1 NUM crl-16142 178 89 lg10 lg10 PROPN crl-16142 178 90 voladd voladd NOUN crl-16142 178 91 .366 .366 NUM crl-16142 178 92 * * PUNCT crl-16142 178 93 * * NOUN crl-16142 178 94 .382 .382 NUM crl-16142 178 95 * * PUNCT crl-16142 178 96 * * NOUN crl-16142 178 97 .632 .632 NUM crl-16142 178 98 * * NOUN crl-16142 178 99 * * NOUN crl-16142 178 100 .678 .678 NUM crl-16142 178 101 * * PUNCT crl-16142 178 102 * * NOUN crl-16142 178 103 .747 .747 NUM crl-16142 178 104 * * NOUN crl-16142 178 105 * * NOUN crl-16142 178 106 1 1 NUM crl-16142 178 107 lg10 lg10 PROPN crl-16142 178 108 exptot exptot NOUN crl-16142 178 109 .484 .484 NUM crl-16142 178 110 * * NOUN crl-16142 178 111 * * PUNCT crl-16142 178 112 .508 .508 NUM crl-16142 178 113 * * NOUN crl-16142 178 114 * * NOUN crl-16142 178 115 .725 .725 NUM crl-16142 178 116 * * NOUN crl-16142 178 117 * * NOUN crl-16142 178 118 .795 .795 NUM crl-16142 178 119 * * PUNCT crl-16142 178 120 * * NOUN crl-16142 178 121 .755 .755 NUM crl-16142 178 122 * * NOUN crl-16142 178 123 * * NOUN crl-16142 178 124 .759 .759 NUM crl-16142 178 125 * * NOUN crl-16142 178 126 * * NUM crl-16142 178 127 1 1 NUM crl-16142 178 128 lg10 lg10 PROPN crl-16142 178 129 circ circ NOUN crl-16142 178 130 .276 .276 NUM crl-16142 178 131 * * PUNCT crl-16142 178 132 * * NOUN crl-16142 178 133 .310 .310 NUM crl-16142 178 134 * * PUNCT crl-16142 178 135 .459 .459 NUM crl-16142 178 136 * * NOUN crl-16142 178 137 * * NOUN crl-16142 178 138 .530 .530 NUM crl-16142 178 139 * * NOUN crl-16142 178 140 * * NOUN crl-16142 178 141 .564 .564 NUM crl-16142 178 142 * * PUNCT crl-16142 178 143 * * NOUN crl-16142 178 144 .495 .495 NUM crl-16142 178 145 * * PUNCT crl-16142 178 146 * * NOUN crl-16142 178 147 .440 .440 NUM crl-16142 178 148 * * NOUN crl-16142 178 149 * * NOUN crl-16142 178 150 1 1 NUM crl-16142 178 151 lg10 lg10 PROPN crl-16142 178 152 ref ref VERB crl-16142 178 153 .132 .132 NUM crl-16142 178 154 .094 .094 NUM crl-16142 178 155 .291 .291 NUM crl-16142 178 156 * * NUM crl-16142 178 157 .368 .368 NUM crl-16142 178 158 * * NOUN crl-16142 178 159 * * NOUN crl-16142 178 160 .309 .309 NUM crl-16142 178 161 * * NOUN crl-16142 178 162 .263 .263 NUM crl-16142 178 163 * * SYM crl-16142 178 164 .265 .265 NUM crl-16142 178 165 * * NUM crl-16142 178 166 .411 .411 NUM crl-16142 178 167 * * NOUN crl-16142 178 168 * * NOUN crl-16142 178 169 1 1 NUM crl-16142 178 170 lg10 lg10 PROPN crl-16142 178 171 classpct classpct NOUN crl-16142 178 172 .299 .299 NUM crl-16142 178 173 * * NOUN crl-16142 178 174 * * NOUN crl-16142 178 175 .254 .254 NUM crl-16142 178 176 * * NOUN crl-16142 178 177 .453 .453 NUM crl-16142 178 178 * * NOUN crl-16142 178 179 * * NOUN crl-16142 178 180 .404 .404 NUM crl-16142 178 181 * * NOUN crl-16142 178 182 * * NOUN crl-16142 178 183 .291 .291 NUM crl-16142 178 184 * * NUM crl-16142 178 185 .307 .307 NUM crl-16142 178 186 * * NUM crl-16142 178 187 .268 .268 NUM crl-16142 178 188 * * NUM crl-16142 178 189 .390 .390 NUM crl-16142 178 190 * * NOUN crl-16142 178 191 * * NOUN crl-16142 178 192 .294 .294 NUM crl-16142 178 193 * * SYM crl-16142 178 194 1 1 NUM crl-16142 179 1 * * NOUN crl-16142 179 2 * * NOUN crl-16142 179 3 correlation correlation NOUN crl-16142 179 4 is be AUX crl-16142 179 5 significant significant ADJ crl-16142 179 6 at at ADP crl-16142 179 7 the the DET crl-16142 179 8 0.01 0.01 NUM crl-16142 179 9 level level NOUN crl-16142 179 10 ( ( PUNCT crl-16142 179 11 2 2 NUM crl-16142 179 12 - - PUNCT crl-16142 179 13 tailed tail VERB crl-16142 179 14 ) ) PUNCT crl-16142 179 15 . . PUNCT crl-16142 180 1 * * PUNCT crl-16142 180 2 correlation correlation NOUN crl-16142 180 3 is be AUX crl-16142 180 4 significant significant ADJ crl-16142 180 5 at at ADP crl-16142 180 6 the the DET crl-16142 180 7 0.05 0.05 NUM crl-16142 180 8 level level NOUN crl-16142 180 9 ( ( PUNCT crl-16142 180 10 2 2 NUM crl-16142 180 11 - - PUNCT crl-16142 180 12 tailed tail VERB crl-16142 180 13 ) ) PUNCT crl-16142 180 14 . . PUNCT crl-16142 181 1 the the DET crl-16142 181 2 academic academic ADJ crl-16142 181 3 library library NOUN crl-16142 181 4 impact impact NOUN crl-16142 181 5 on on ADP crl-16142 181 6 student student NOUN crl-16142 181 7 persistence persistence NOUN crl-16142 181 8 139 139 NUM crl-16142 181 9 because because SCONJ crl-16142 181 10 of of ADP crl-16142 181 11 their their PRON crl-16142 181 12 higher high ADJ crl-16142 181 13 correlation correlation NOUN crl-16142 181 14 with with ADP crl-16142 181 15 ret ret NOUN crl-16142 181 16 and and CCONJ crl-16142 181 17 grad grad PROPN crl-16142 181 18 . . PUNCT crl-16142 182 1 we we PRON crl-16142 182 2 retained retain VERB crl-16142 182 3 log log VERB crl-16142 182 4 10 10 NUM crl-16142 182 5 circ circ NOUN crl-16142 182 6 for for ADP crl-16142 182 7 use use NOUN crl-16142 182 8 and and CCONJ crl-16142 182 9 log log VERB crl-16142 182 10 10 10 NUM crl-16142 182 11 classpct classpct NOUN crl-16142 182 12 for for ADP crl-16142 182 13 service service NOUN crl-16142 182 14 . . PUNCT crl-16142 183 1 we we PRON crl-16142 183 2 fit fit VERB crl-16142 183 3 two two NUM crl-16142 183 4 models model NOUN crl-16142 183 5 , , PUNCT crl-16142 183 6 one one NUM crl-16142 183 7 each each DET crl-16142 183 8 for for ADP crl-16142 183 9 ret ret NOUN crl-16142 183 10 and and CCONJ crl-16142 183 11 grad grad PROPN crl-16142 183 12 . . PUNCT crl-16142 184 1 we we PRON crl-16142 184 2 started start VERB crl-16142 184 3 with with ADP crl-16142 184 4 ret ret PROPN crl-16142 184 5 . . PUNCT crl-16142 185 1 we we PRON crl-16142 185 2 decided decide VERB crl-16142 185 3 to to PART crl-16142 185 4 first first ADV crl-16142 185 5 build build VERB crl-16142 185 6 a a DET crl-16142 185 7 baseline baseline ADJ crl-16142 185 8 control control NOUN crl-16142 185 9 model model NOUN crl-16142 185 10 containing contain VERB crl-16142 185 11 all all PRON crl-16142 185 12 of of ADP crl-16142 185 13 the the DET crl-16142 185 14 control control NOUN crl-16142 185 15 variables variable NOUN crl-16142 185 16 before before ADP crl-16142 185 17 adding add VERB crl-16142 185 18 question question NOUN crl-16142 185 19 predictors predictor NOUN crl-16142 185 20 and and CCONJ crl-16142 185 21 checking check VERB crl-16142 185 22 for for ADP crl-16142 185 23 interactions interaction NOUN crl-16142 185 24 , , PUNCT crl-16142 185 25 rêt rêt ADJ crl-16142 185 26 = = SYM crl-16142 185 27 103 103 NUM crl-16142 185 28 + + NUM crl-16142 185 29 .000*asian .000*asian PROPN crl-16142 186 1 .001*black .001*black NUM crl-16142 187 1 + + PUNCT crl-16142 187 2 .000*hispanic .000*hispanic PUNCT crl-16142 187 3 – – PUNCT crl-16142 187 4 .007*indian .007*indian PUNCT crl-16142 187 5 – – PUNCT crl-16142 187 6 .000*white .000*white PUNCT crl-16142 187 7 – – PUNCT crl-16142 187 8 .173*finaid .173*finaid PROPN crl-16142 187 9 . . PUNCT crl-16142 188 1 this this DET crl-16142 188 2 model model NOUN crl-16142 188 3 tells tell VERB crl-16142 188 4 us we PRON crl-16142 188 5 that that SCONJ crl-16142 188 6 25 25 NUM crl-16142 188 7 percent percent NOUN crl-16142 188 8 of of ADP crl-16142 188 9 the the DET crl-16142 188 10 fall fall NOUN crl-16142 188 11 - - PUNCT crl-16142 188 12 to to ADP crl-16142 188 13 - - PUNCT crl-16142 188 14 fall fall NOUN crl-16142 188 15 retention retention NOUN crl-16142 188 16 can can AUX crl-16142 188 17 be be AUX crl-16142 188 18 explained explain VERB crl-16142 188 19 by by ADP crl-16142 188 20 the the DET crl-16142 188 21 variation variation NOUN crl-16142 188 22 in in ADP crl-16142 188 23 race race NOUN crl-16142 188 24 / / SYM crl-16142 188 25 ethnicity ethnicity NOUN crl-16142 188 26 and and CCONJ crl-16142 188 27 financial financial ADJ crl-16142 188 28 aid aid NOUN crl-16142 188 29 . . PUNCT crl-16142 189 1 the the DET crl-16142 189 2 relationship relationship NOUN crl-16142 189 3 is be AUX crl-16142 189 4 statistically statistically ADV crl-16142 189 5 significant significant ADJ crl-16142 189 6 ( ( PUNCT crl-16142 189 7 f=5.087 f=5.087 PROPN crl-16142 189 8 , , PUNCT crl-16142 189 9 p<.000 p<.000 PROPN crl-16142 189 10 ) ) PUNCT crl-16142 189 11 . . PUNCT crl-16142 190 1 we we PRON crl-16142 190 2 then then ADV crl-16142 190 3 fitted fit VERB crl-16142 190 4 our our PRON crl-16142 190 5 second second ADJ crl-16142 190 6 model model NOUN crl-16142 190 7 by by ADP crl-16142 190 8 conducting conduct VERB crl-16142 190 9 a a DET crl-16142 190 10 simple simple ADJ crl-16142 190 11 regression regression NOUN crl-16142 190 12 model model NOUN crl-16142 190 13 , , PUNCT crl-16142 190 14 rêt rêt ADJ crl-16142 190 15 = = SYM crl-16142 190 16 99 99 NUM crl-16142 190 17 + + NUM crl-16142 190 18 18.123*lg10profpct 18.123*lg10profpct NUM crl-16142 190 19 + + NUM crl-16142 190 20 .001*asian .001*asian PUNCT crl-16142 191 1 + + NUM crl-16142 191 2 .000*black .000*black PUNCT crl-16142 192 1 + + NUM crl-16142 192 2 .000*hispanic .000*hispanic PUNCT crl-16142 192 3 – – PUNCT crl-16142 192 4 .005*indian .005*indian PUNCT crl-16142 193 1 + + CCONJ crl-16142 193 2 .000*white .000*white PUNCT crl-16142 193 3 – – PUNCT crl-16142 193 4 .087*finaid .087*finaid PROPN crl-16142 193 5 . . PUNCT crl-16142 194 1 this this DET crl-16142 194 2 model model NOUN crl-16142 194 3 tells tell VERB crl-16142 194 4 us we PRON crl-16142 194 5 that that DET crl-16142 194 6 table table NOUN crl-16142 194 7 9 9 NUM crl-16142 194 8 nested nest VERB crl-16142 194 9 taxonomy taxonomy NOUN crl-16142 194 10 of of ADP crl-16142 194 11 fitted fit VERB crl-16142 194 12 multiple multiple ADJ crl-16142 194 13 regression regression NOUN crl-16142 194 14 models model NOUN crl-16142 194 15 in in ADP crl-16142 194 16 which which PRON crl-16142 194 17 retention retention NOUN crl-16142 194 18 is be AUX crl-16142 194 19 predicted predict VERB crl-16142 194 20 by by ADP crl-16142 194 21 library library NOUN crl-16142 194 22 percentage percentage NOUN crl-16142 194 23 of of ADP crl-16142 194 24 professional professional ADJ crl-16142 194 25 staff staff NOUN crl-16142 194 26 per per ADP crl-16142 194 27 student student NOUN crl-16142 194 28 , , PUNCT crl-16142 194 29 total total ADJ crl-16142 194 30 expenditures expenditure NOUN crl-16142 194 31 on on ADP crl-16142 194 32 collections collection NOUN crl-16142 194 33 , , PUNCT crl-16142 194 34 initial initial ADJ crl-16142 194 35 circulation circulation NOUN crl-16142 194 36 , , PUNCT crl-16142 194 37 and and CCONJ crl-16142 194 38 percentage percentage NOUN crl-16142 194 39 of of ADP crl-16142 194 40 students student NOUN crl-16142 194 41 receiving receive VERB crl-16142 194 42 library library NOUN crl-16142 194 43 instruction instruction NOUN crl-16142 194 44 , , PUNCT crl-16142 194 45 controlling control VERB crl-16142 194 46 for for ADP crl-16142 194 47 race race NOUN crl-16142 194 48 / / SYM crl-16142 194 49 ethnicity ethnicity NOUN crl-16142 194 50 and and CCONJ crl-16142 194 51 percentage percentage NOUN crl-16142 194 52 of of ADP crl-16142 194 53 students student NOUN crl-16142 194 54 receiving receive VERB crl-16142 194 55 financial financial ADJ crl-16142 194 56 aid aid NOUN crl-16142 194 57 . . PUNCT crl-16142 195 1 predictor predictor NOUN crl-16142 195 2 model model PROPN crl-16142 195 3 m1 m1 PROPN crl-16142 195 4 m2 m2 PROPN crl-16142 195 5 m3 m3 PROPN crl-16142 195 6 m4 m4 PROPN crl-16142 195 7 m5 m5 PROPN crl-16142 195 8 intercept intercept VERB crl-16142 195 9 103.044 103.044 NUM crl-16142 195 10 * * NOUN crl-16142 195 11 * * NOUN crl-16142 195 12 * * NOUN crl-16142 195 13 4.261 4.261 NUM crl-16142 195 14 99.196 99.196 NUM crl-16142 195 15 * * NOUN crl-16142 195 16 * * PUNCT crl-16142 195 17 * * NOUN crl-16142 195 18 3.481 3.481 NUM crl-16142 195 19 69.786 69.786 NUM crl-16142 195 20 * * SYM crl-16142 195 21 33.699 33.699 NUM crl-16142 195 22 71.640~ 71.640~ NUM crl-16142 195 23 36.710 36.710 NUM crl-16142 195 24 68.636~ 68.636~ NUM crl-16142 195 25 37.314 37.314 NUM crl-16142 195 26 lg10profpct lg10profpct NOUN crl-16142 195 27 18.123 18.123 NUM crl-16142 195 28 * * PUNCT crl-16142 195 29 * * PUNCT crl-16142 195 30 * * PUNCT crl-16142 195 31 2.570 2.570 NUM crl-16142 195 32 15.744 15.744 NUM crl-16142 195 33 * * NOUN crl-16142 195 34 * * NOUN crl-16142 195 35 * * NOUN crl-16142 195 36 3.738 3.738 NUM crl-16142 195 37 15.859 15.859 NUM crl-16142 195 38 * * NOUN crl-16142 195 39 * * PUNCT crl-16142 195 40 * * NOUN crl-16142 195 41 3.859 3.859 NUM crl-16142 195 42 15.119 15.119 NUM crl-16142 195 43 * * PUNCT crl-16142 195 44 * * PUNCT crl-16142 195 45 * * NOUN crl-16142 195 46 4.128 4.128 NUM crl-16142 195 47 lg10exptot lg10exptot NOUN crl-16142 195 48 4.180 4.180 NUM crl-16142 195 49 4.764 4.764 NUM crl-16142 195 50 4.292 4.292 NUM crl-16142 195 51 4.866 4.866 NUM crl-16142 195 52 4.665 4.665 NUM crl-16142 195 53 4.939 4.939 NUM crl-16142 195 54 lg10circ lg10circ PROPN crl-16142 195 55 – – PUNCT crl-16142 195 56 .488 .488 NUM crl-16142 195 57 3.713 3.713 NUM crl-16142 195 58 – – PUNCT crl-16142 195 59 .993 .993 NUM crl-16142 195 60 3.854 3.854 NUM crl-16142 195 61 lg10classpct lg10classpct ADP crl-16142 195 62 1.520 1.520 NUM crl-16142 195 63 2.927 2.927 NUM crl-16142 195 64 asian asian ADJ crl-16142 195 65 .000 .000 NUM crl-16142 195 66 .000 .000 NUM crl-16142 195 67 .001 .001 NUM crl-16142 195 68 * * NUM crl-16142 195 69 .000 .000 NUM crl-16142 195 70 .000~ .000~ NUM crl-16142 195 71 .000 .000 NUM crl-16142 195 72 .000 .000 NUM crl-16142 195 73 .000 .000 NUM crl-16142 195 74 .000~ .000~ NUM crl-16142 195 75 .000 .000 NUM crl-16142 195 76 black black ADJ crl-16142 195 77 – – PUNCT crl-16142 195 78 .001 .001 NUM crl-16142 195 79 .001 .001 NUM crl-16142 195 80 .000 .000 NUM crl-16142 195 81 .001 .001 NUM crl-16142 195 82 .000 .000 NUM crl-16142 195 83 .001 .001 NUM crl-16142 195 84 .000 .000 NUM crl-16142 195 85 .001 .001 NUM crl-16142 195 86 .000 .000 NUM crl-16142 195 87 .001 .001 NUM crl-16142 195 88 hispanic hispanic ADJ crl-16142 195 89 .000 .000 NUM crl-16142 195 90 .001 .001 NUM crl-16142 195 91 .000 .000 NUM crl-16142 195 92 .000 .000 NUM crl-16142 195 93 .000 .000 NUM crl-16142 195 94 .000 .000 NUM crl-16142 195 95 .000 .000 NUM crl-16142 195 96 .000 .000 NUM crl-16142 195 97 .000 .000 NUM crl-16142 195 98 .001 .001 NUM crl-16142 195 99 indian indian ADJ crl-16142 195 100 – – PUNCT crl-16142 195 101 .007 .007 NUM crl-16142 195 102 * * NUM crl-16142 195 103 .003 .003 NUM crl-16142 195 104 – – SYM crl-16142 195 105 .005 .005 NUM crl-16142 195 106 * * NUM crl-16142 195 107 .002 .002 NUM crl-16142 195 108 – – SYM crl-16142 195 109 .005 .005 NUM crl-16142 195 110 * * NUM crl-16142 195 111 .002 .002 NUM crl-16142 195 112 – – SYM crl-16142 195 113 .005 .005 NUM crl-16142 195 114 * * NUM crl-16142 195 115 .002 .002 NUM crl-16142 195 116 – – SYM crl-16142 195 117 .005 .005 NUM crl-16142 195 118 * * NUM crl-16142 195 119 .002 .002 NUM crl-16142 195 120 white white ADJ crl-16142 195 121 .000† .000† NUM crl-16142 195 122 .000 .000 NUM crl-16142 195 123 .000 .000 NUM crl-16142 195 124 * * NOUN crl-16142 195 125 * * NOUN crl-16142 195 126 .000 .000 NUM crl-16142 195 127 .000 .000 NUM crl-16142 195 128 .000 .000 NUM crl-16142 195 129 .000 .000 NUM crl-16142 195 130 .000 .000 NUM crl-16142 195 131 .000 .000 NUM crl-16142 195 132 .000 .000 NUM crl-16142 195 133 finaid finaid PROPN crl-16142 195 134 – – PUNCT crl-16142 195 135 .173 .173 NUM crl-16142 195 136 * * NOUN crl-16142 195 137 * * NOUN crl-16142 195 138 .060 .060 NUM crl-16142 195 139 – – PUNCT crl-16142 195 140 .087~ .087~ NOUN crl-16142 195 141 .050 .050 NUM crl-16142 195 142 – – PUNCT crl-16142 195 143 .082 .082 NUM crl-16142 195 144 .050 .050 NUM crl-16142 195 145 – – PUNCT crl-16142 195 146 .083 .083 NUM crl-16142 195 147 .051 .051 NUM crl-16142 195 148 – – SYM crl-16142 195 149 .081 .081 NUM crl-16142 195 150 .052 .052 NUM crl-16142 195 151 r² r² NOUN crl-16142 195 152 .251 .251 NUM crl-16142 195 153 .518 .518 NUM crl-16142 195 154 .522 .522 NUM crl-16142 195 155 .522 .522 NUM crl-16142 195 156 .523 .523 NUM crl-16142 195 157 error error NOUN crl-16142 195 158 df df NOUN crl-16142 195 159 91 91 NUM crl-16142 195 160 90 90 NUM crl-16142 195 161 89 89 NUM crl-16142 195 162 88 88 NUM crl-16142 195 163 87 87 NUM crl-16142 195 164 ~p<.10 ~p<.10 ADJ crl-16142 195 165 , , PUNCT crl-16142 195 166 * * PUNCT crl-16142 195 167 p<.05 p<.05 PROPN crl-16142 195 168 , , PUNCT crl-16142 195 169 * * PUNCT crl-16142 195 170 * * PROPN crl-16142 195 171 p<.01 p<.01 VERB crl-16142 195 172 , , PUNCT crl-16142 195 173 * * PUNCT crl-16142 195 174 * * PUNCT crl-16142 195 175 * * PUNCT crl-16142 195 176 p<.001 p<.001 VERB crl-16142 195 177 † † NOUN crl-16142 195 178 = = PUNCT crl-16142 195 179 error error NOUN crl-16142 195 180 message message NOUN crl-16142 195 181 in in ADP crl-16142 195 182 spss spss PROPN crl-16142 195 183 output output NOUN crl-16142 195 184 replaced replace VERB crl-16142 195 185 with with ADP crl-16142 195 186 .000 .000 NUM crl-16142 195 187 per per ADP crl-16142 195 188 calculations calculation NOUN crl-16142 195 189 140 140 NUM crl-16142 195 190 college college PROPN crl-16142 195 191 & & CCONJ crl-16142 195 192 research research PROPN crl-16142 195 193 libraries library NOUN crl-16142 195 194 march march NOUN crl-16142 195 195 2011 2011 NUM crl-16142 195 196 52 52 NUM crl-16142 195 197 percent percent NOUN crl-16142 195 198 of of ADP crl-16142 195 199 the the DET crl-16142 195 200 fall fall NOUN crl-16142 195 201 - - PUNCT crl-16142 195 202 to to ADP crl-16142 195 203 - - PUNCT crl-16142 195 204 fall fall NOUN crl-16142 195 205 retention retention NOUN crl-16142 195 206 rate rate NOUN crl-16142 195 207 can can AUX crl-16142 195 208 be be AUX crl-16142 195 209 explained explain VERB crl-16142 195 210 by by ADP crl-16142 195 211 lg10profpct lg10profpct NOUN crl-16142 195 212 when when SCONJ crl-16142 195 213 controlling control VERB crl-16142 195 214 for for ADP crl-16142 195 215 race race NOUN crl-16142 195 216 / / SYM crl-16142 195 217 ethnicity ethnicity NOUN crl-16142 195 218 and and CCONJ crl-16142 195 219 financial financial ADJ crl-16142 195 220 aid aid NOUN crl-16142 195 221 . . PUNCT crl-16142 196 1 the the DET crl-16142 196 2 relationship relationship NOUN crl-16142 196 3 is be AUX crl-16142 196 4 statistically statistically ADV crl-16142 196 5 significant significant ADJ crl-16142 196 6 ( ( PUNCT crl-16142 196 7 f=13.799 f=13.799 PROPN crl-16142 196 8 , , PUNCT crl-16142 196 9 p<.000 p<.000 PROPN crl-16142 196 10 ) ) PUNCT crl-16142 196 11 . . PUNCT crl-16142 197 1 in in ADP crl-16142 197 2 an an DET crl-16142 197 3 attempt attempt NOUN crl-16142 197 4 to to PART crl-16142 197 5 explain explain VERB crl-16142 197 6 the the DET crl-16142 197 7 remaining remain VERB crl-16142 197 8 variation variation NOUN crl-16142 197 9 in in ADP crl-16142 197 10 retention retention NOUN crl-16142 197 11 , , PUNCT crl-16142 197 12 we we PRON crl-16142 197 13 constructed construct VERB crl-16142 197 14 additional additional ADJ crl-16142 197 15 multiple multiple ADJ crl-16142 197 16 regression regression NOUN crl-16142 197 17 models model NOUN crl-16142 197 18 by by ADP crl-16142 197 19 adding add VERB crl-16142 197 20 the the DET crl-16142 197 21 variables variable NOUN crl-16142 197 22 lg10exptot lg10exptot PROPN crl-16142 197 23 , , PUNCT crl-16142 197 24 lg10circ lg10circ PROPN crl-16142 197 25 , , PUNCT crl-16142 197 26 and and CCONJ crl-16142 197 27 lg10classpct lg10classpct ADP crl-16142 197 28 one one NUM crl-16142 197 29 at at ADP crl-16142 197 30 a a DET crl-16142 197 31 time time NOUN crl-16142 197 32 . . PUNCT crl-16142 198 1 see see VERB crl-16142 198 2 table table NOUN crl-16142 198 3 9 9 NUM crl-16142 198 4 for for ADP crl-16142 198 5 the the DET crl-16142 198 6 nested nested ADJ crl-16142 198 7 taxonomy taxonomy NOUN crl-16142 198 8 of of ADP crl-16142 198 9 regression regression NOUN crl-16142 198 10 models model NOUN crl-16142 198 11 on on ADP crl-16142 198 12 retention retention NOUN crl-16142 198 13 , , PUNCT crl-16142 198 14 which which PRON crl-16142 198 15 measures measure VERB crl-16142 198 16 the the DET crl-16142 198 17 impact impact NOUN crl-16142 198 18 of of ADP crl-16142 198 19 each each DET crl-16142 198 20 variable variable ADJ crl-16142 198 21 . . PUNCT crl-16142 199 1 table table NOUN crl-16142 199 2 9 9 NUM crl-16142 199 3 makes make VERB crl-16142 199 4 it it PRON crl-16142 199 5 clear clear ADJ crl-16142 199 6 that that SCONJ crl-16142 199 7 the the DET crl-16142 199 8 only only ADJ crl-16142 199 9 library library NOUN crl-16142 199 10 variable variable NOUN crl-16142 199 11 that that PRON crl-16142 199 12 has have VERB crl-16142 199 13 a a DET crl-16142 199 14 statistically statistically ADV crl-16142 199 15 significant significant ADJ crl-16142 199 16 impact impact NOUN crl-16142 199 17 is be AUX crl-16142 199 18 lg10profpct lg10profpct NOUN crl-16142 199 19 . . PUNCT crl-16142 200 1 adding add VERB crl-16142 200 2 additional additional ADJ crl-16142 200 3 library library NOUN crl-16142 200 4 variables variable NOUN crl-16142 200 5 in in ADP crl-16142 200 6 models model NOUN crl-16142 200 7 3 3 NUM crl-16142 200 8 , , PUNCT crl-16142 200 9 4 4 NUM crl-16142 200 10 , , PUNCT crl-16142 200 11 and and CCONJ crl-16142 200 12 5 5 NUM crl-16142 200 13 provides provide VERB crl-16142 200 14 no no DET crl-16142 200 15 new new ADJ crl-16142 200 16 significant significant ADJ crl-16142 200 17 information information NOUN crl-16142 200 18 , , PUNCT crl-16142 200 19 which which PRON crl-16142 200 20 we we PRON crl-16142 200 21 confirmed confirm VERB crl-16142 200 22 by by ADP crl-16142 200 23 calculating calculate VERB crl-16142 200 24 a a DET crl-16142 200 25 delta delta NOUN crl-16142 200 26 r² r² PROPN crl-16142 200 27 test test NOUN crl-16142 200 28 for for ADP crl-16142 200 29 the the DET crl-16142 200 30 inclusion inclusion NOUN crl-16142 200 31 of of ADP crl-16142 200 32 the the DET crl-16142 200 33 additional additional ADJ crl-16142 200 34 variables variable NOUN crl-16142 200 35 . . PUNCT crl-16142 201 1 we we PRON crl-16142 201 2 therefore therefore ADV crl-16142 201 3 table table VERB crl-16142 201 4 10 10 NUM crl-16142 201 5 nested nest VERB crl-16142 201 6 taxonomy taxonomy NOUN crl-16142 201 7 of of ADP crl-16142 201 8 fitted fit VERB crl-16142 201 9 multiple multiple ADJ crl-16142 201 10 regression regression NOUN crl-16142 201 11 models model NOUN crl-16142 201 12 in in ADP crl-16142 201 13 which which PRON crl-16142 201 14 graduation graduation NOUN crl-16142 201 15 is be AUX crl-16142 201 16 predicted predict VERB crl-16142 201 17 by by ADP crl-16142 201 18 library library NOUN crl-16142 201 19 percentage percentage NOUN crl-16142 201 20 of of ADP crl-16142 201 21 professional professional ADJ crl-16142 201 22 staff staff NOUN crl-16142 201 23 per per ADP crl-16142 201 24 student student NOUN crl-16142 201 25 , , PUNCT crl-16142 201 26 total total ADJ crl-16142 201 27 expenditures expenditure NOUN crl-16142 201 28 on on ADP crl-16142 201 29 collections collection NOUN crl-16142 201 30 , , PUNCT crl-16142 201 31 initial initial ADJ crl-16142 201 32 circulation circulation NOUN crl-16142 201 33 , , PUNCT crl-16142 201 34 and and CCONJ crl-16142 201 35 percentage percentage NOUN crl-16142 201 36 of of ADP crl-16142 201 37 students student NOUN crl-16142 201 38 receiving receive VERB crl-16142 201 39 library library NOUN crl-16142 201 40 instruction instruction NOUN crl-16142 201 41 , , PUNCT crl-16142 201 42 controlling control VERB crl-16142 201 43 for for ADP crl-16142 201 44 race race NOUN crl-16142 201 45 / / SYM crl-16142 201 46 ethnicity ethnicity NOUN crl-16142 201 47 and and CCONJ crl-16142 201 48 percentage percentage NOUN crl-16142 201 49 of of ADP crl-16142 201 50 students student NOUN crl-16142 201 51 receiving receive VERB crl-16142 201 52 financial financial ADJ crl-16142 201 53 aid aid NOUN crl-16142 201 54 . . PUNCT crl-16142 202 1 predictor predictor NOUN crl-16142 202 2 model model PROPN crl-16142 202 3 m1 m1 PROPN crl-16142 202 4 m2 m2 PROPN crl-16142 202 5 m3 m3 PROPN crl-16142 202 6 m4 m4 PROPN crl-16142 202 7 m5 m5 PROPN crl-16142 202 8 intercept intercept NOUN crl-16142 202 9 103.572 103.572 NUM crl-16142 202 10 * * NOUN crl-16142 202 11 * * NOUN crl-16142 202 12 * * NOUN crl-16142 202 13 9.068 9.068 NUM crl-16142 202 14 95.367 95.367 NUM crl-16142 202 15 * * NOUN crl-16142 202 16 * * NOUN crl-16142 202 17 * * NOUN crl-16142 202 18 7.403 7.403 NUM crl-16142 202 19 4.565 4.565 NUM crl-16142 202 20 71.308 71.308 NUM crl-16142 202 21 -2.910 -2.910 NOUN crl-16142 202 22 77.659 77.659 NUM crl-16142 202 23 – – PUNCT crl-16142 202 24 .893 .893 NUM crl-16142 202 25 79.048 79.048 NUM crl-16142 202 26 lg10profpct lg10profpct NOUN crl-16142 202 27 38.640 38.640 NUM crl-16142 202 28 * * NOUN crl-16142 202 29 * * PUNCT crl-16142 202 30 * * PUNCT crl-16142 202 31 5.465 5.465 NUM crl-16142 202 32 31.295 31.295 NUM crl-16142 202 33 * * NOUN crl-16142 202 34 * * PUNCT crl-16142 202 35 * * NOUN crl-16142 202 36 7.910 7.910 NUM crl-16142 202 37 30.834 30.834 NUM crl-16142 202 38 * * NOUN crl-16142 202 39 * * PUNCT crl-16142 202 40 * * NOUN crl-16142 202 41 8.163 8.163 NUM crl-16142 202 42 31.331 31.331 NUM crl-16142 202 43 * * NOUN crl-16142 202 44 * * PUNCT crl-16142 202 45 * * NOUN crl-16142 202 46 8.745 8.745 NUM crl-16142 202 47 lg10exptot lg10exptot NOUN crl-16142 202 48 12.906 12.906 NUM crl-16142 202 49 10.081 10.081 NUM crl-16142 202 50 12.453 12.453 NUM crl-16142 202 51 10.294 10.294 NUM crl-16142 202 52 12.203 12.203 NUM crl-16142 202 53 10.462 10.462 NUM crl-16142 202 54 lg10circ lg10circ PROPN crl-16142 202 55 1.966 1.966 NUM crl-16142 202 56 7.856 7.856 NUM crl-16142 202 57 2.306 2.306 NUM crl-16142 202 58 8.164 8.164 NUM crl-16142 203 1 lg10classpct lg10classpct NOUN crl-16142 203 2 -1.021 -1.021 NOUN crl-16142 203 3 6.200 6.200 NUM crl-16142 203 4 asian asian ADJ crl-16142 203 5 .001 .001 NUM crl-16142 203 6 .001 .001 NUM crl-16142 203 7 .001~ .001~ NOUN crl-16142 204 1 .001 .001 NUM crl-16142 205 1 .001 .001 NUM crl-16142 206 1 .001 .001 NUM crl-16142 206 2 .001 .001 NUM crl-16142 207 1 .001 .001 NUM crl-16142 207 2 .001 .001 NUM crl-16142 207 3 .001 .001 NUM crl-16142 207 4 black black ADJ crl-16142 207 5 – – PUNCT crl-16142 207 6 .003 .003 NUM crl-16142 207 7 * * NUM crl-16142 207 8 .001 .001 NUM crl-16142 207 9 – – PUNCT crl-16142 207 10 .002~ .002~ PROPN crl-16142 207 11 .001 .001 NUM crl-16142 207 12 – – PUNCT crl-16142 207 13 .002~ .002~ PROPN crl-16142 207 14 .001 .001 NUM crl-16142 207 15 – – PUNCT crl-16142 207 16 .002~ .002~ PROPN crl-16142 207 17 .001 .001 NUM crl-16142 207 18 – – PUNCT crl-16142 207 19 .002~ .002~ PROPN crl-16142 207 20 .001 .001 NUM crl-16142 207 21 hispanic hispanic ADJ crl-16142 207 22 .000 .000 NUM crl-16142 207 23 .001 .001 NUM crl-16142 207 24 .000 .000 NUM crl-16142 207 25 .001 .001 NUM crl-16142 207 26 .000† .000† PUNCT crl-16142 208 1 .001 .001 NUM crl-16142 208 2 .000† .000† PUNCT crl-16142 209 1 .001 .001 NUM crl-16142 209 2 .000† .000† PUNCT crl-16142 210 1 .001 .001 NUM crl-16142 210 2 indian indian ADJ crl-16142 210 3 – – PUNCT crl-16142 210 4 .015 .015 NUM crl-16142 210 5 * * NUM crl-16142 210 6 .006 .006 NUM crl-16142 210 7 – – PUNCT crl-16142 210 8 .009~ .009~ PROPN crl-16142 210 9 .005 .005 NUM crl-16142 210 10 – – PUNCT crl-16142 210 11 .010 .010 NUM crl-16142 210 12 * * PUNCT crl-16142 210 13 .005 .005 NUM crl-16142 210 14 – – PUNCT crl-16142 210 15 .010 .010 NUM crl-16142 210 16 * * PUNCT crl-16142 210 17 .005 .005 NUM crl-16142 210 18 – – PUNCT crl-16142 210 19 .010~ .010~ PROPN crl-16142 210 20 .005 .005 NUM crl-16142 210 21 white white ADJ crl-16142 210 22 .000† .000† PUNCT crl-16142 210 23 .000 .000 NUM crl-16142 210 24 .000 .000 NUM crl-16142 210 25 * * NUM crl-16142 210 26 .000 .000 NUM crl-16142 210 27 .000 .000 NUM crl-16142 210 28 .000 .000 NUM crl-16142 210 29 .000 .000 NUM crl-16142 210 30 .000 .000 NUM crl-16142 210 31 .000 .000 NUM crl-16142 210 32 .000 .000 NUM crl-16142 210 33 finaid finaid PROPN crl-16142 210 34 – – PUNCT crl-16142 210 35 .327 .327 NUM crl-16142 210 36 * * PUNCT crl-16142 210 37 .127 .127 NUM crl-16142 210 38 – – SYM crl-16142 210 39 .144 .144 NUM crl-16142 210 40 .106 .106 NUM crl-16142 210 41 – – SYM crl-16142 210 42 .128 .128 NUM crl-16142 210 43 .106 .106 NUM crl-16142 210 44 – – SYM crl-16142 210 45 .123 .123 NUM crl-16142 210 46 .108 .108 NUM crl-16142 210 47 – – SYM crl-16142 210 48 .125 .125 NUM crl-16142 210 49 .109 .109 NUM crl-16142 210 50 r² r² PROPN crl-16142 210 51 .263 .263 NUM crl-16142 210 52 .526 .526 NUM crl-16142 210 53 .535 .535 NUM crl-16142 210 54 .535 .535 NUM crl-16142 210 55 .535 .535 NUM crl-16142 210 56 error error NOUN crl-16142 210 57 df df NOUN crl-16142 210 58 91 91 NUM crl-16142 210 59 90 90 NUM crl-16142 210 60 89 89 NUM crl-16142 210 61 88 88 NUM crl-16142 210 62 87 87 NUM crl-16142 210 63 ~p<.10 ~p<.10 ADJ crl-16142 210 64 , , PUNCT crl-16142 210 65 * * PUNCT crl-16142 210 66 p<.05 p<.05 PROPN crl-16142 210 67 , , PUNCT crl-16142 210 68 * * PUNCT crl-16142 210 69 * * PROPN crl-16142 210 70 p<.01 p<.01 VERB crl-16142 210 71 , , PUNCT crl-16142 210 72 * * PUNCT crl-16142 210 73 * * PUNCT crl-16142 210 74 * * PUNCT crl-16142 210 75 p<.001 p<.001 VERB crl-16142 210 76 † † NOUN crl-16142 210 77 = = PUNCT crl-16142 210 78 error error NOUN crl-16142 210 79 message message NOUN crl-16142 210 80 in in ADP crl-16142 210 81 spss spss PROPN crl-16142 210 82 output output NOUN crl-16142 210 83 replaced replace VERB crl-16142 210 84 with with ADP crl-16142 210 85 .000 .000 NUM crl-16142 210 86 per per ADP crl-16142 210 87 calculations calculation NOUN crl-16142 210 88 the the DET crl-16142 210 89 academic academic ADJ crl-16142 210 90 library library NOUN crl-16142 210 91 impact impact NOUN crl-16142 210 92 on on ADP crl-16142 210 93 student student NOUN crl-16142 210 94 persistence persistence NOUN crl-16142 210 95 141 141 NUM crl-16142 210 96 select select ADJ crl-16142 210 97 model model NOUN crl-16142 210 98 2 2 NUM crl-16142 210 99 as as ADP crl-16142 210 100 the the DET crl-16142 210 101 most most ADV crl-16142 210 102 parsimonious parsimonious ADJ crl-16142 210 103 and and CCONJ crl-16142 210 104 the the DET crl-16142 210 105 best good ADJ crl-16142 210 106 fit fit NOUN crl-16142 210 107 for for ADP crl-16142 210 108 ret ret NOUN crl-16142 210 109 . . PUNCT crl-16142 211 1 we we PRON crl-16142 211 2 continued continue VERB crl-16142 211 3 by by ADP crl-16142 211 4 fitting fitting ADJ crl-16142 211 5 models model NOUN crl-16142 211 6 to to ADP crl-16142 211 7 grad grad PROPN crl-16142 211 8 . . PUNCT crl-16142 212 1 once once ADV crl-16142 212 2 again again ADV crl-16142 212 3 , , PUNCT crl-16142 212 4 we we PRON crl-16142 212 5 first first ADV crl-16142 212 6 built build VERB crl-16142 212 7 a a DET crl-16142 212 8 baseline baseline ADJ crl-16142 212 9 control control NOUN crl-16142 212 10 model model NOUN crl-16142 212 11 containing contain VERB crl-16142 212 12 all all PRON crl-16142 212 13 of of ADP crl-16142 212 14 the the DET crl-16142 212 15 control control NOUN crl-16142 212 16 variables variable NOUN crl-16142 212 17 before before ADP crl-16142 212 18 adding add VERB crl-16142 212 19 question question NOUN crl-16142 212 20 predictors predictor NOUN crl-16142 212 21 and and CCONJ crl-16142 212 22 checked check VERB crl-16142 212 23 for for ADP crl-16142 212 24 interactions interaction NOUN crl-16142 212 25 , , PUNCT crl-16142 212 26 grâd grâd PROPN crl-16142 212 27 = = PROPN crl-16142 212 28 103 103 NUM crl-16142 212 29 + + NUM crl-16142 212 30 .001*asian .001*asian NUM crl-16142 213 1 – – PUNCT crl-16142 214 1 .003*black .003*black INTJ crl-16142 215 1 + + NUM crl-16142 215 2 .000*hispanic .000*hispanic PUNCT crl-16142 215 3 – – PUNCT crl-16142 215 4 .015*indian .015*indian PUNCT crl-16142 216 1 + + CCONJ crl-16142 216 2 .000*white .000*white PUNCT crl-16142 216 3 – – PUNCT crl-16142 216 4 .327*finaid .327*finaid PUNCT crl-16142 216 5 . . PUNCT crl-16142 217 1 this this DET crl-16142 217 2 model model NOUN crl-16142 217 3 tells tell VERB crl-16142 217 4 us we PRON crl-16142 217 5 that that SCONJ crl-16142 217 6 26 26 NUM crl-16142 217 7 percent percent NOUN crl-16142 217 8 of of ADP crl-16142 217 9 the the DET crl-16142 217 10 six six NUM crl-16142 217 11 - - PUNCT crl-16142 217 12 year year NOUN crl-16142 217 13 graduation graduation NOUN crl-16142 217 14 rate rate NOUN crl-16142 217 15 can can AUX crl-16142 217 16 be be AUX crl-16142 217 17 explained explain VERB crl-16142 217 18 by by ADP crl-16142 217 19 the the DET crl-16142 217 20 variation variation NOUN crl-16142 217 21 in in ADP crl-16142 217 22 race race NOUN crl-16142 217 23 / / SYM crl-16142 217 24 ethnicity ethnicity NOUN crl-16142 217 25 and and CCONJ crl-16142 217 26 ses se NOUN crl-16142 217 27 . . PUNCT crl-16142 218 1 the the DET crl-16142 218 2 relationship relationship NOUN crl-16142 218 3 is be AUX crl-16142 218 4 statistically statistically ADV crl-16142 218 5 significant significant ADJ crl-16142 218 6 ( ( PUNCT crl-16142 218 7 f=5.403 f=5.403 NOUN crl-16142 218 8 , , PUNCT crl-16142 218 9 p<.000 p<.000 PROPN crl-16142 218 10 ) ) PUNCT crl-16142 218 11 . . PUNCT crl-16142 219 1 we we PRON crl-16142 219 2 then then ADV crl-16142 219 3 fitted fit VERB crl-16142 219 4 our our PRON crl-16142 219 5 second second ADJ crl-16142 219 6 model model NOUN crl-16142 219 7 by by ADP crl-16142 219 8 conducting conduct VERB crl-16142 219 9 a a DET crl-16142 219 10 simple simple ADJ crl-16142 219 11 regression regression NOUN crl-16142 219 12 model model NOUN crl-16142 219 13 , , PUNCT crl-16142 219 14 grâd grâd PROPN crl-16142 219 15 = = SYM crl-16142 219 16 95 95 NUM crl-16142 219 17 + + NUM crl-16142 219 18 38.640*lg10profpct 38.640*lg10profpct NUM crl-16142 219 19 + + NUM crl-16142 219 20 .001*asian .001*asian PUNCT crl-16142 220 1 – – PUNCT crl-16142 220 2 .002*black .002*black INTJ crl-16142 221 1 + + NUM crl-16142 221 2 .000*hispanic .000*hispanic PUNCT crl-16142 221 3 – – PUNCT crl-16142 221 4 .009*indian .009*indian PUNCT crl-16142 222 1 + + PUNCT crl-16142 222 2 .000*white .000*white PUNCT crl-16142 222 3 – – PUNCT crl-16142 222 4 .144*finaid .144*finaid INTJ crl-16142 222 5 . . PUNCT crl-16142 223 1 this this DET crl-16142 223 2 model model NOUN crl-16142 223 3 tells tell VERB crl-16142 223 4 us we PRON crl-16142 223 5 that that SCONJ crl-16142 223 6 53 53 NUM crl-16142 223 7 percent percent NOUN crl-16142 223 8 of of ADP crl-16142 223 9 the the DET crl-16142 223 10 sixyear sixyear NOUN crl-16142 223 11 graduation graduation NOUN crl-16142 223 12 rate rate NOUN crl-16142 223 13 can can AUX crl-16142 223 14 be be AUX crl-16142 223 15 explained explain VERB crl-16142 223 16 by by ADP crl-16142 223 17 lg10profpct lg10profpct NOUN crl-16142 223 18 when when SCONJ crl-16142 223 19 controlling control VERB crl-16142 223 20 for for ADP crl-16142 223 21 race/ race/ NUM crl-16142 223 22 ethnicity ethnicity NOUN crl-16142 223 23 and and CCONJ crl-16142 223 24 financial financial ADJ crl-16142 223 25 aid aid NOUN crl-16142 223 26 . . PUNCT crl-16142 224 1 the the DET crl-16142 224 2 relationship relationship NOUN crl-16142 224 3 is be AUX crl-16142 224 4 statistically statistically ADV crl-16142 224 5 significant significant ADJ crl-16142 224 6 ( ( PUNCT crl-16142 224 7 f=14.267 f=14.267 NUM crl-16142 224 8 , , PUNCT crl-16142 224 9 p<.000 p<.000 PROPN crl-16142 224 10 ) ) PUNCT crl-16142 224 11 . . PUNCT crl-16142 225 1 as as ADP crl-16142 225 2 with with ADP crl-16142 225 3 ret ret NOUN crl-16142 225 4 , , PUNCT crl-16142 225 5 we we PRON crl-16142 225 6 attempted attempt VERB crl-16142 225 7 to to PART crl-16142 225 8 explain explain VERB crl-16142 225 9 the the DET crl-16142 225 10 remaining remain VERB crl-16142 225 11 variation variation NOUN crl-16142 225 12 in in ADP crl-16142 225 13 retention retention NOUN crl-16142 225 14 by by ADP crl-16142 225 15 constructing construct VERB crl-16142 225 16 additional additional ADJ crl-16142 225 17 multiple multiple ADJ crl-16142 225 18 regression regression NOUN crl-16142 225 19 models model NOUN crl-16142 225 20 , , PUNCT crl-16142 225 21 adding add VERB crl-16142 225 22 the the DET crl-16142 225 23 variables variable NOUN crl-16142 225 24 lg10exptot lg10exptot PROPN crl-16142 225 25 , , PUNCT crl-16142 225 26 lg10circ lg10circ PROPN crl-16142 225 27 , , PUNCT crl-16142 225 28 and and CCONJ crl-16142 225 29 lg lg ADV crl-16142 225 30 10classpct 10classpct PROPN crl-16142 225 31 one one NUM crl-16142 225 32 at at ADP crl-16142 225 33 a a DET crl-16142 225 34 time time NOUN crl-16142 225 35 . . PUNCT crl-16142 226 1 see see VERB crl-16142 226 2 table table NOUN crl-16142 226 3 10 10 NUM crl-16142 226 4 for for ADP crl-16142 226 5 the the DET crl-16142 226 6 nested nested ADJ crl-16142 226 7 taxonomy taxonomy NOUN crl-16142 226 8 of of ADP crl-16142 226 9 regression regression NOUN crl-16142 226 10 models model NOUN crl-16142 226 11 on on ADP crl-16142 226 12 graduation graduation NOUN crl-16142 226 13 . . PUNCT crl-16142 227 1 table table NOUN crl-16142 227 2 11 11 NUM crl-16142 227 3 comparing compare VERB crl-16142 227 4 models model NOUN crl-16142 227 5 fitted fit VERB crl-16142 227 6 before before ADV crl-16142 227 7 and and CCONJ crl-16142 227 8 after after ADP crl-16142 227 9 the the DET crl-16142 227 10 removal removal NOUN crl-16142 227 11 of of ADP crl-16142 227 12 atypical atypical ADJ crl-16142 227 13 data datum NOUN crl-16142 227 14 points point NOUN crl-16142 227 15 . . PUNCT crl-16142 228 1 a a DET crl-16142 228 2 series series NOUN crl-16142 228 3 of of ADP crl-16142 228 4 fitted fit VERB crl-16142 228 5 multiple multiple ADJ crl-16142 228 6 regression regression NOUN crl-16142 228 7 models model NOUN crl-16142 228 8 in in ADP crl-16142 228 9 which which PRON crl-16142 228 10 retention retention NOUN crl-16142 228 11 is be AUX crl-16142 228 12 predicted predict VERB crl-16142 228 13 by by ADP crl-16142 228 14 library library NOUN crl-16142 228 15 percentage percentage NOUN crl-16142 228 16 of of ADP crl-16142 228 17 professional professional ADJ crl-16142 228 18 staff staff NOUN crl-16142 228 19 per per ADP crl-16142 228 20 student student NOUN crl-16142 228 21 , , PUNCT crl-16142 228 22 controlling control VERB crl-16142 228 23 for for ADP crl-16142 228 24 race race NOUN crl-16142 228 25 / / SYM crl-16142 228 26 ethnicity ethnicity NOUN crl-16142 228 27 and and CCONJ crl-16142 228 28 percentage percentage NOUN crl-16142 228 29 of of ADP crl-16142 228 30 students student NOUN crl-16142 228 31 receiving receive VERB crl-16142 228 32 financial financial ADJ crl-16142 228 33 aid aid NOUN crl-16142 228 34 . . PUNCT crl-16142 229 1 predictor predictor NOUN crl-16142 229 2 model model PROPN crl-16142 229 3 m2 m2 PROPN crl-16142 229 4 m2a m2a PROPN crl-16142 229 5 m2b m2b PROPN crl-16142 229 6 m2c m2c PROPN crl-16142 229 7 m2d m2d PROPN crl-16142 229 8 m2e m2e PROPN crl-16142 229 9 case case NOUN crl-16142 229 10 removed remove VERB crl-16142 229 11 case case NOUN crl-16142 229 12 1 1 NUM crl-16142 229 13 case case NOUN crl-16142 229 14 2 2 NUM crl-16142 229 15 case case NOUN crl-16142 229 16 3 3 NUM crl-16142 229 17 case case NOUN crl-16142 229 18 4 4 NUM crl-16142 229 19 case case NOUN crl-16142 229 20 1 1 NUM crl-16142 229 21 & & CCONJ crl-16142 229 22 4 4 NUM crl-16142 229 23 intercept intercept VERB crl-16142 229 24 99.196 99.196 NUM crl-16142 229 25 * * NOUN crl-16142 229 26 * * PUNCT crl-16142 229 27 * * NOUN crl-16142 229 28 3.481 3.481 NUM crl-16142 229 29 100.229 100.229 NUM crl-16142 229 30 * * PUNCT crl-16142 229 31 * * NOUN crl-16142 229 32 * * NOUN crl-16142 229 33 3.300 3.300 NUM crl-16142 229 34 99.605 99.605 NUM crl-16142 229 35 * * NOUN crl-16142 229 36 * * NOUN crl-16142 229 37 * * NOUN crl-16142 229 38 3.325 3.325 NUM crl-16142 229 39 99.296 99.296 NUM crl-16142 229 40 * * NOUN crl-16142 229 41 * * NOUN crl-16142 229 42 * * NOUN crl-16142 229 43 3.511 3.511 NUM crl-16142 229 44 98.062 98.062 NUM crl-16142 229 45 * * PUNCT crl-16142 229 46 * * PUNCT crl-16142 229 47 * * NOUN crl-16142 229 48 3.467 3.467 NUM crl-16142 229 49 99.080 99.080 NUM crl-16142 229 50 * * NOUN crl-16142 229 51 * * PUNCT crl-16142 229 52 * * NOUN crl-16142 229 53 3.272 3.272 NUM crl-16142 229 54 lg10profpct lg10profpct PROPN crl-16142 229 55 18.123 18.123 NUM crl-16142 229 56 * * PUNCT crl-16142 229 57 * * PUNCT crl-16142 229 58 * * PUNCT crl-16142 229 59 2.570 2.570 NUM crl-16142 229 60 17.056 17.056 NUM crl-16142 229 61 * * NOUN crl-16142 229 62 * * PUNCT crl-16142 229 63 * * NOUN crl-16142 229 64 2.446 2.446 NUM crl-16142 229 65 17.386 17.386 NUM crl-16142 229 66 * * NOUN crl-16142 229 67 * * PUNCT crl-16142 229 68 * * NOUN crl-16142 229 69 2.464 2.464 NUM crl-16142 229 70 18.084 18.084 NUM crl-16142 229 71 * * NOUN crl-16142 229 72 * * NOUN crl-16142 229 73 * * NOUN crl-16142 229 74 2.585 2.585 NUM crl-16142 229 75 18.559 18.559 NUM crl-16142 229 76 * * NOUN crl-16142 229 77 * * PUNCT crl-16142 229 78 * * NOUN crl-16142 229 79 2.535 2.535 NUM crl-16142 229 80 17.492 17.492 NUM crl-16142 229 81 * * NOUN crl-16142 229 82 * * PUNCT crl-16142 229 83 * * NOUN crl-16142 229 84 2.402 2.402 NUM crl-16142 229 85 asian asian ADJ crl-16142 229 86 .001 .001 NUM crl-16142 229 87 * * SYM crl-16142 229 88 .000 .000 NUM crl-16142 229 89 .001 .001 NUM crl-16142 229 90 * * NOUN crl-16142 229 91 * * NOUN crl-16142 229 92 .000 .000 NUM crl-16142 229 93 .000~ .000~ NUM crl-16142 229 94 .000 .000 NUM crl-16142 229 95 .001 .001 NUM crl-16142 229 96 * * NUM crl-16142 229 97 .000 .000 NUM crl-16142 229 98 .001 .001 NUM crl-16142 229 99 * * NUM crl-16142 229 100 .000 .000 NUM crl-16142 229 101 .001 .001 NUM crl-16142 229 102 * * NOUN crl-16142 229 103 * * PUNCT crl-16142 229 104 * * NOUN crl-16142 229 105 .000 .000 NUM crl-16142 229 106 black black ADJ crl-16142 229 107 .000 .000 NUM crl-16142 229 108 .001 .001 NUM crl-16142 229 109 – – PUNCT crl-16142 229 110 .001 .001 NUM crl-16142 229 111 .001 .001 NUM crl-16142 229 112 .000 .000 NUM crl-16142 229 113 .001 .001 NUM crl-16142 229 114 .000 .000 NUM crl-16142 229 115 .001 .001 NUM crl-16142 229 116 – – PUNCT crl-16142 229 117 .001~ .001~ PROPN crl-16142 229 118 .001 .001 NUM crl-16142 229 119 – – PUNCT crl-16142 229 120 .001 .001 NUM crl-16142 229 121 * * NUM crl-16142 229 122 .001 .001 NUM crl-16142 229 123 hispanic hispanic ADJ crl-16142 229 124 .000 .000 NUM crl-16142 229 125 .000 .000 NUM crl-16142 229 126 .000† .000† NUM crl-16142 230 1 .000 .000 NUM crl-16142 230 2 .000 .000 NUM crl-16142 230 3 .000 .000 NUM crl-16142 230 4 .000 .000 NUM crl-16142 230 5 .001 .001 NUM crl-16142 230 6 .000 .000 NUM crl-16142 230 7 .000 .000 NUM crl-16142 230 8 .000† .000† NUM crl-16142 230 9 .000 .000 NUM crl-16142 230 10 indian indian ADJ crl-16142 230 11 – – PUNCT crl-16142 230 12 .005 .005 NUM crl-16142 230 13 * * NUM crl-16142 230 14 .002 .002 NUM crl-16142 230 15 – – SYM crl-16142 230 16 .005 .005 NUM crl-16142 230 17 * * NUM crl-16142 230 18 .002 .002 NUM crl-16142 230 19 – – SYM crl-16142 230 20 .005 .005 NUM crl-16142 230 21 * * NUM crl-16142 230 22 .002 .002 NUM crl-16142 230 23 – – PUNCT crl-16142 230 24 .006~ .006~ NOUN crl-16142 230 25 .003 .003 NUM crl-16142 230 26 – – SYM crl-16142 230 27 .005 .005 NUM crl-16142 230 28 * * NUM crl-16142 230 29 .002 .002 NUM crl-16142 230 30 – – SYM crl-16142 230 31 .005 .005 NUM crl-16142 230 32 * * NUM crl-16142 230 33 .002 .002 NUM crl-16142 230 34 white white ADJ crl-16142 230 35 .000 .000 NUM crl-16142 230 36 * * NOUN crl-16142 230 37 * * NOUN crl-16142 230 38 .000 .000 NUM crl-16142 230 39 .000 .000 NUM crl-16142 230 40 * * NOUN crl-16142 230 41 * * NOUN crl-16142 230 42 .000 .000 NUM crl-16142 230 43 .000 .000 NUM crl-16142 230 44 * * NUM crl-16142 230 45 .000 .000 NUM crl-16142 230 46 .000 .000 NUM crl-16142 230 47 * * NOUN crl-16142 230 48 * * NOUN crl-16142 230 49 .000 .000 NUM crl-16142 230 50 .000 .000 NUM crl-16142 230 51 * * NOUN crl-16142 230 52 * * NOUN crl-16142 230 53 .000 .000 NUM crl-16142 230 54 .000 .000 NUM crl-16142 230 55 * * NOUN crl-16142 230 56 * * PUNCT crl-16142 230 57 * * NOUN crl-16142 230 58 .000 .000 NUM crl-16142 230 59 finaid finaid PROPN crl-16142 230 60 – – PUNCT crl-16142 230 61 .087~ .087~ NOUN crl-16142 230 62 .050 .050 NUM crl-16142 230 63 – – PUNCT crl-16142 230 64 .100~ .100~ PROPN crl-16142 230 65 .047 .047 NUM crl-16142 230 66 – – PUNCT crl-16142 230 67 .092~ .092~ NOUN crl-16142 230 68 .048 .048 NUM crl-16142 230 69 – – PUNCT crl-16142 230 70 .089~ .089~ NOUN crl-16142 230 71 .050 .050 NUM crl-16142 230 72 – – SYM crl-16142 230 73 .070 .070 NUM crl-16142 230 74 .050 .050 NUM crl-16142 230 75 – – PUNCT crl-16142 230 76 .082~ .082~ NUM crl-16142 230 77 .047 .047 NUM crl-16142 230 78 r² r² PROPN crl-16142 230 79 .518 .518 NUM crl-16142 230 80 .560 .560 NUM crl-16142 230 81 .524 .524 NUM crl-16142 230 82 .507 .507 NUM crl-16142 230 83 .539 .539 NUM crl-16142 231 1 .583 .583 NUM crl-16142 231 2 error error NOUN crl-16142 231 3 df df NOUN crl-16142 231 4 90 90 NUM crl-16142 231 5 89 89 NUM crl-16142 231 6 89 89 NUM crl-16142 231 7 89 89 NUM crl-16142 231 8 89 89 NUM crl-16142 231 9 88 88 NUM crl-16142 231 10 ~p<.10 ~p<.10 ADJ crl-16142 231 11 , , PUNCT crl-16142 231 12 * * PUNCT crl-16142 231 13 p<.05 p<.05 PROPN crl-16142 231 14 , , PUNCT crl-16142 231 15 * * PUNCT crl-16142 231 16 * * PROPN crl-16142 231 17 p<.01 p<.01 VERB crl-16142 231 18 , , PUNCT crl-16142 231 19 * * PUNCT crl-16142 231 20 * * PUNCT crl-16142 231 21 * * PUNCT crl-16142 231 22 p<.001 p<.001 VERB crl-16142 231 23 † † NOUN crl-16142 231 24 = = PUNCT crl-16142 231 25 error error NOUN crl-16142 231 26 message message NOUN crl-16142 231 27 in in ADP crl-16142 231 28 spss spss PROPN crl-16142 231 29 output output NOUN crl-16142 231 30 replaced replace VERB crl-16142 231 31 with with ADP crl-16142 231 32 .000 .000 NUM crl-16142 231 33 per per ADP crl-16142 231 34 calculations calculation NOUN crl-16142 231 35 142 142 NUM crl-16142 231 36 college college NOUN crl-16142 231 37 & & CCONJ crl-16142 231 38 research research PROPN crl-16142 231 39 libraries library NOUN crl-16142 231 40 march march PROPN crl-16142 231 41 2011 2011 NUM crl-16142 231 42 as as ADP crl-16142 231 43 with with ADP crl-16142 231 44 retention retention NOUN crl-16142 231 45 , , PUNCT crl-16142 231 46 table table NOUN crl-16142 231 47 10 10 NUM crl-16142 231 48 makes make VERB crl-16142 231 49 it it PRON crl-16142 231 50 clear clear ADJ crl-16142 231 51 that that SCONJ crl-16142 231 52 the the DET crl-16142 231 53 only only ADJ crl-16142 231 54 library library NOUN crl-16142 231 55 variable variable NOUN crl-16142 231 56 that that PRON crl-16142 231 57 has have VERB crl-16142 231 58 a a DET crl-16142 231 59 statistically statistically ADV crl-16142 231 60 significant significant ADJ crl-16142 231 61 impact impact NOUN crl-16142 231 62 is be AUX crl-16142 231 63 lg10profpct lg10profpct NOUN crl-16142 231 64 . . PUNCT crl-16142 232 1 adding add VERB crl-16142 232 2 additional additional ADJ crl-16142 232 3 library library NOUN crl-16142 232 4 variables variable NOUN crl-16142 232 5 in in ADP crl-16142 232 6 models model NOUN crl-16142 232 7 3 3 NUM crl-16142 232 8 , , PUNCT crl-16142 232 9 4 4 NUM crl-16142 232 10 , , PUNCT crl-16142 232 11 and and CCONJ crl-16142 232 12 5 5 NUM crl-16142 232 13 provide provide VERB crl-16142 232 14 no no DET crl-16142 232 15 new new ADJ crl-16142 232 16 significant significant ADJ crl-16142 232 17 information information NOUN crl-16142 232 18 , , PUNCT crl-16142 232 19 which which PRON crl-16142 232 20 we we PRON crl-16142 232 21 confirmed confirm VERB crl-16142 232 22 by by ADP crl-16142 232 23 calculating calculate VERB crl-16142 232 24 a a DET crl-16142 232 25 delta delta NOUN crl-16142 232 26 r² r² PROPN crl-16142 232 27 test test NOUN crl-16142 232 28 for for ADP crl-16142 232 29 the the DET crl-16142 232 30 inclusion inclusion NOUN crl-16142 232 31 of of ADP crl-16142 232 32 the the DET crl-16142 232 33 additional additional ADJ crl-16142 232 34 variables variable NOUN crl-16142 232 35 . . PUNCT crl-16142 233 1 we we PRON crl-16142 233 2 therefore therefore ADV crl-16142 233 3 select select VERB crl-16142 233 4 model model NOUN crl-16142 233 5 2 2 NUM crl-16142 233 6 for for ADP crl-16142 233 7 grad grad NOUN crl-16142 233 8 as as ADP crl-16142 233 9 the the DET crl-16142 233 10 most most ADV crl-16142 233 11 parsimonious parsimonious ADJ crl-16142 233 12 and and CCONJ crl-16142 233 13 the the DET crl-16142 233 14 best good ADJ crl-16142 233 15 fit fit NOUN crl-16142 233 16 . . PUNCT crl-16142 234 1 we we PRON crl-16142 234 2 moved move VERB crl-16142 234 3 forward forward ADV crl-16142 234 4 with with ADP crl-16142 234 5 model model NOUN crl-16142 234 6 2 2 NUM crl-16142 234 7 for for ADP crl-16142 234 8 both both CCONJ crl-16142 234 9 ret ret NOUN crl-16142 234 10 and and CCONJ crl-16142 234 11 grad grad ADJ crl-16142 234 12 and and CCONJ crl-16142 234 13 tested test VERB crl-16142 234 14 it it PRON crl-16142 234 15 to to PART crl-16142 234 16 see see VERB crl-16142 234 17 if if SCONJ crl-16142 234 18 there there PRON crl-16142 234 19 were be VERB crl-16142 234 20 any any DET crl-16142 234 21 unusual unusual ADJ crl-16142 234 22 or or CCONJ crl-16142 234 23 influential influential ADJ crl-16142 234 24 cases case NOUN crl-16142 234 25 . . PUNCT crl-16142 235 1 we we PRON crl-16142 235 2 calculated calculate VERB crl-16142 235 3 press press NOUN crl-16142 235 4 residuals residual NOUN crl-16142 235 5 , , PUNCT crl-16142 235 6 hat hat NOUN crl-16142 235 7 statistics statistic NOUN crl-16142 235 8 , , PUNCT crl-16142 235 9 cook cook VERB crl-16142 235 10 ’s ’s NOUN crl-16142 235 11 distance distance NOUN crl-16142 235 12 , , PUNCT crl-16142 235 13 and and CCONJ crl-16142 235 14 covariance covariance NOUN crl-16142 235 15 ratio ratio NOUN crl-16142 235 16 , , PUNCT crl-16142 235 17 which which PRON crl-16142 235 18 are be AUX crl-16142 235 19 tests test NOUN crl-16142 235 20 that that PRON crl-16142 235 21 detect detect VERB crl-16142 235 22 atypical atypical ADJ crl-16142 235 23 data datum NOUN crl-16142 235 24 points point NOUN crl-16142 235 25 , , PUNCT crl-16142 235 26 helping help VERB crl-16142 235 27 us we PRON crl-16142 235 28 find find VERB crl-16142 235 29 cases case NOUN crl-16142 235 30 that that PRON crl-16142 235 31 fall fall VERB crl-16142 235 32 well well ADV crl-16142 235 33 outside outside ADP crl-16142 235 34 the the DET crl-16142 235 35 model model NOUN crl-16142 235 36 . . PUNCT crl-16142 236 1 by by ADP crl-16142 236 2 further far ADV crl-16142 236 3 examining examine VERB crl-16142 236 4 the the DET crl-16142 236 5 scatterplots scatterplot NOUN crl-16142 236 6 of of ADP crl-16142 236 7 unstandardized unstandardized ADJ crl-16142 236 8 predicted predict VERB crl-16142 236 9 value value NOUN crl-16142 236 10 against against ADP crl-16142 236 11 standardized standardized ADJ crl-16142 236 12 residual residual ADJ crl-16142 236 13 and and CCONJ crl-16142 236 14 case case NOUN crl-16142 236 15 number number NOUN crl-16142 236 16 against against ADP crl-16142 236 17 studentized studentize VERB crl-16142 236 18 deleted delete VERB crl-16142 236 19 residual residual ADJ crl-16142 236 20 , , PUNCT crl-16142 236 21 centered center VERB crl-16142 236 22 leverage leverage NOUN crl-16142 236 23 value value NOUN crl-16142 236 24 , , PUNCT crl-16142 236 25 cook cook VERB crl-16142 236 26 ’s ’s NOUN crl-16142 236 27 distance distance NOUN crl-16142 236 28 , , PUNCT crl-16142 236 29 and and CCONJ crl-16142 236 30 covariance covariance NOUN crl-16142 236 31 ratio ratio NOUN crl-16142 236 32 ( ( PUNCT crl-16142 236 33 more more ADJ crl-16142 236 34 tests test NOUN crl-16142 236 35 to to PART crl-16142 236 36 detect detect VERB crl-16142 236 37 atypical atypical ADJ crl-16142 236 38 data datum NOUN crl-16142 236 39 points point NOUN crl-16142 236 40 ) ) PUNCT crl-16142 236 41 , , PUNCT crl-16142 236 42 we we PRON crl-16142 236 43 found find VERB crl-16142 236 44 four four NUM crl-16142 236 45 cases case NOUN crl-16142 236 46 that that PRON crl-16142 236 47 were be AUX crl-16142 236 48 extreme extreme ADJ crl-16142 236 49 on on ADP crl-16142 236 50 y. y. PROPN crl-16142 236 51 for for ADP crl-16142 236 52 ret ret NOUN crl-16142 236 53 and and CCONJ crl-16142 236 54 grad grad ADJ crl-16142 236 55 we we PRON crl-16142 236 56 found find VERB crl-16142 236 57 four four NUM crl-16142 236 58 cases case NOUN crl-16142 236 59 each each PRON crl-16142 236 60 , , PUNCT crl-16142 236 61 some some DET crl-16142 236 62 overlapping overlapping NOUN crl-16142 236 63 , , PUNCT crl-16142 236 64 that that PRON crl-16142 236 65 were be AUX crl-16142 236 66 extreme extreme ADJ crl-16142 236 67 on on ADP crl-16142 236 68 y. y. PROPN crl-16142 236 69 we we PRON crl-16142 236 70 refit refit VERB crl-16142 236 71 each each DET crl-16142 236 72 model model NOUN crl-16142 236 73 by by ADP crl-16142 236 74 excluding exclude VERB crl-16142 236 75 each each DET crl-16142 236 76 institution institution NOUN crl-16142 236 77 in in ADP crl-16142 236 78 turn turn NOUN crl-16142 236 79 . . PUNCT crl-16142 237 1 we we PRON crl-16142 237 2 found find VERB crl-16142 237 3 that that SCONJ crl-16142 237 4 the the DET crl-16142 237 5 most most ADV crl-16142 237 6 significant significant ADJ crl-16142 237 7 change change NOUN crl-16142 237 8 in in ADP crl-16142 237 9 effects effect NOUN crl-16142 237 10 for for ADP crl-16142 237 11 both both CCONJ crl-16142 237 12 ret ret NOUN crl-16142 237 13 and and CCONJ crl-16142 237 14 grad grad ADJ crl-16142 237 15 occurred occur VERB crl-16142 237 16 when when SCONJ crl-16142 237 17 two two NUM crl-16142 237 18 universities university NOUN crl-16142 237 19 were be AUX crl-16142 237 20 excluded exclude VERB crl-16142 237 21 . . PUNCT crl-16142 238 1 we we PRON crl-16142 238 2 therefore therefore ADV crl-16142 238 3 refit refit VERB crl-16142 238 4 each each DET crl-16142 238 5 model model NOUN crl-16142 238 6 once once ADV crl-16142 238 7 more more ADV crl-16142 238 8 by by ADP crl-16142 238 9 excluding exclude VERB crl-16142 238 10 them they PRON crl-16142 238 11 both both PRON crl-16142 238 12 . . PUNCT crl-16142 239 1 see see VERB crl-16142 239 2 tables table NOUN crl-16142 239 3 11 11 NUM crl-16142 239 4 and and CCONJ crl-16142 239 5 12 12 NUM crl-16142 239 6 . . PUNCT crl-16142 240 1 table table NOUN crl-16142 240 2 12 12 NUM crl-16142 240 3 comparing compare VERB crl-16142 240 4 models model NOUN crl-16142 240 5 fitted fit VERB crl-16142 240 6 before before ADV crl-16142 240 7 and and CCONJ crl-16142 240 8 after after ADP crl-16142 240 9 the the DET crl-16142 240 10 removal removal NOUN crl-16142 240 11 of of ADP crl-16142 240 12 atypical atypical ADJ crl-16142 240 13 data datum NOUN crl-16142 240 14 points point NOUN crl-16142 240 15 . . PUNCT crl-16142 241 1 a a DET crl-16142 241 2 series series NOUN crl-16142 241 3 of of ADP crl-16142 241 4 fitted fit VERB crl-16142 241 5 multiple multiple ADJ crl-16142 241 6 regression regression NOUN crl-16142 241 7 models model NOUN crl-16142 241 8 in in ADP crl-16142 241 9 which which PRON crl-16142 241 10 graduation graduation NOUN crl-16142 241 11 is be AUX crl-16142 241 12 predicted predict VERB crl-16142 241 13 by by ADP crl-16142 241 14 library library NOUN crl-16142 241 15 percentage percentage NOUN crl-16142 241 16 of of ADP crl-16142 241 17 professional professional ADJ crl-16142 241 18 staff staff NOUN crl-16142 241 19 per per ADP crl-16142 241 20 student student NOUN crl-16142 241 21 , , PUNCT crl-16142 241 22 controlling control VERB crl-16142 241 23 for for ADP crl-16142 241 24 race race NOUN crl-16142 241 25 / / SYM crl-16142 241 26 ethnicity ethnicity NOUN crl-16142 241 27 and and CCONJ crl-16142 241 28 percentage percentage NOUN crl-16142 241 29 of of ADP crl-16142 241 30 students student NOUN crl-16142 241 31 receiving receive VERB crl-16142 241 32 financial financial ADJ crl-16142 241 33 aid aid NOUN crl-16142 241 34 . . PUNCT crl-16142 242 1 predictor predictor NOUN crl-16142 242 2 model model PROPN crl-16142 242 3 m2 m2 PROPN crl-16142 242 4 m2a m2a PROPN crl-16142 242 5 m2b m2b PROPN crl-16142 242 6 m2c m2c PROPN crl-16142 242 7 m2d m2d PROPN crl-16142 242 8 m2e m2e PROPN crl-16142 242 9 case case NOUN crl-16142 242 10 removed remove VERB crl-16142 242 11 case case NOUN crl-16142 242 12 1 1 NUM crl-16142 242 13 case case NOUN crl-16142 242 14 2 2 NUM crl-16142 242 15 case case NOUN crl-16142 242 16 3 3 NUM crl-16142 242 17 case case NOUN crl-16142 242 18 4 4 NUM crl-16142 242 19 case case NOUN crl-16142 242 20 1 1 NUM crl-16142 242 21 & & CCONJ crl-16142 242 22 3 3 NUM crl-16142 242 23 intercept intercept NOUN crl-16142 242 24 95.367 95.367 NUM crl-16142 242 25 * * NOUN crl-16142 242 26 * * NOUN crl-16142 242 27 * * NOUN crl-16142 242 28 7.403 7.403 NUM crl-16142 242 29 97.310 97.310 NUM crl-16142 242 30 * * NOUN crl-16142 242 31 * * PUNCT crl-16142 242 32 * * NOUN crl-16142 242 33 7.119 7.119 NUM crl-16142 242 34 95.984 95.984 NUM crl-16142 242 35 * * NOUN crl-16142 242 36 * * PUNCT crl-16142 242 37 * * NOUN crl-16142 242 38 7.428 7.428 NUM crl-16142 242 39 93.573 93.573 NUM crl-16142 242 40 * * NOUN crl-16142 242 41 * * NOUN crl-16142 242 42 * * NOUN crl-16142 242 43 7.448 7.448 NUM crl-16142 242 44 94.662 94.662 NUM crl-16142 242 45 * * NOUN crl-16142 242 46 * * NOUN crl-16142 242 47 * * NOUN crl-16142 242 48 7.269 7.269 NUM crl-16142 242 49 95.486 95.486 NUM crl-16142 242 50 * * NOUN crl-16142 242 51 * * NOUN crl-16142 242 52 * * NOUN crl-16142 242 53 7.147 7.147 NUM crl-16142 242 54 lg10profpct lg10profpct PROPN crl-16142 242 55 38.640 38.640 NUM crl-16142 242 56 * * NOUN crl-16142 242 57 * * PUNCT crl-16142 242 58 * * NOUN crl-16142 242 59 5.465 5.465 NUM crl-16142 242 60 36.633 36.633 NUM crl-16142 242 61 * * NOUN crl-16142 242 62 * * PUNCT crl-16142 242 63 * * NOUN crl-16142 242 64 5.276 5.276 NUM crl-16142 242 65 38.400 38.400 NUM crl-16142 242 66 * * NOUN crl-16142 242 67 * * NOUN crl-16142 242 68 * * NOUN crl-16142 242 69 5.470 5.470 NUM crl-16142 242 70 39.329 39.329 NUM crl-16142 242 71 * * NOUN crl-16142 242 72 * * NOUN crl-16142 242 73 * * NOUN crl-16142 242 74 5.447 5.447 NUM crl-16142 242 75 41.294 41.294 NUM crl-16142 242 76 * * PUNCT crl-16142 242 77 * * PUNCT crl-16142 242 78 * * NOUN crl-16142 242 79 5.504 5.504 NUM crl-16142 242 80 37.326 37.326 NUM crl-16142 242 81 * * PUNCT crl-16142 242 82 * * PUNCT crl-16142 242 83 * * NOUN crl-16142 242 84 5.247 5.247 NUM crl-16142 242 85 asian asian ADJ crl-16142 242 86 .001~ .001~ NOUN crl-16142 242 87 .001 .001 NUM crl-16142 242 88 .002 .002 NUM crl-16142 242 89 * * PUNCT crl-16142 242 90 * * NOUN crl-16142 242 91 .001 .001 NUM crl-16142 242 92 .001~ .001~ NOUN crl-16142 243 1 .001 .001 NUM crl-16142 243 2 .001 .001 NUM crl-16142 243 3 * * PUNCT crl-16142 244 1 .001 .001 NUM crl-16142 244 2 .001 .001 NUM crl-16142 244 3 * * PUNCT crl-16142 244 4 .001 .001 NUM crl-16142 245 1 .002 .002 NUM crl-16142 245 2 * * PUNCT crl-16142 245 3 * * PUNCT crl-16142 245 4 .001 .001 NUM crl-16142 245 5 black black ADJ crl-16142 245 6 – – PUNCT crl-16142 245 7 .002~ .002~ PROPN crl-16142 245 8 .001 .001 NUM crl-16142 245 9 – – PUNCT crl-16142 245 10 .002~ .002~ PROPN crl-16142 245 11 .001 .001 NUM crl-16142 245 12 – – PUNCT crl-16142 245 13 .002~ .002~ PROPN crl-16142 245 14 .001 .001 NUM crl-16142 245 15 – – PUNCT crl-16142 245 16 .003 .003 NUM crl-16142 245 17 * * NUM crl-16142 245 18 .001 .001 NUM crl-16142 245 19 – – SYM crl-16142 245 20 .002 .002 NUM crl-16142 245 21 .001 .001 NUM crl-16142 245 22 – – PUNCT crl-16142 245 23 .004 .004 NUM crl-16142 245 24 * * NUM crl-16142 245 25 .001 .001 NUM crl-16142 245 26 hispanic hispanic ADJ crl-16142 245 27 .000 .000 NUM crl-16142 245 28 .001 .001 NUM crl-16142 245 29 – – PUNCT crl-16142 245 30 .001 .001 NUM crl-16142 245 31 .001 .001 NUM crl-16142 245 32 .000 .000 NUM crl-16142 245 33 .001 .001 NUM crl-16142 245 34 .000 .000 NUM crl-16142 245 35 .001 .001 NUM crl-16142 245 36 .000 .000 NUM crl-16142 245 37 .001 .001 NUM crl-16142 245 38 .000 .000 NUM crl-16142 245 39 .001 .001 NUM crl-16142 245 40 indian indian ADJ crl-16142 245 41 – – PUNCT crl-16142 245 42 .009~ .009~ PROPN crl-16142 245 43 .005 .005 NUM crl-16142 245 44 – – PUNCT crl-16142 245 45 .009~ .009~ PROPN crl-16142 245 46 .005 .005 NUM crl-16142 245 47 – – PUNCT crl-16142 245 48 .014 .014 NUM crl-16142 245 49 * * NOUN crl-16142 245 50 .007 .007 NUM crl-16142 245 51 – – PUNCT crl-16142 245 52 .010 .010 NUM crl-16142 245 53 * * PUNCT crl-16142 245 54 .005 .005 NUM crl-16142 245 55 – – PUNCT crl-16142 245 56 .009~ .009~ PROPN crl-16142 245 57 .005 .005 NUM crl-16142 245 58 – – PUNCT crl-16142 245 59 .010 .010 NUM crl-16142 245 60 * * NUM crl-16142 245 61 .005 .005 NUM crl-16142 245 62 white white ADJ crl-16142 245 63 .000 .000 NUM crl-16142 245 64 * * NUM crl-16142 245 65 .000 .000 NUM crl-16142 245 66 .000 .000 NUM crl-16142 245 67 * * NUM crl-16142 245 68 .000 .000 NUM crl-16142 245 69 .000 .000 NUM crl-16142 245 70 * * NUM crl-16142 245 71 .000 .000 NUM crl-16142 245 72 .001 .001 NUM crl-16142 245 73 * * NOUN crl-16142 245 74 * * NOUN crl-16142 245 75 .000 .000 NUM crl-16142 245 76 .000 .000 NUM crl-16142 245 77 * * NUM crl-16142 245 78 .000 .000 NUM crl-16142 245 79 .000 .000 NUM crl-16142 245 80 * * NOUN crl-16142 245 81 * * NOUN crl-16142 245 82 .000 .000 NUM crl-16142 245 83 finaid finaid PROPN crl-16142 245 84 – – PUNCT crl-16142 245 85 .144 .144 NUM crl-16142 245 86 .106 .106 NUM crl-16142 245 87 – – SYM crl-16142 245 88 .167 .167 NUM crl-16142 245 89 .102 .102 NUM crl-16142 245 90 – – SYM crl-16142 245 91 .152 .152 NUM crl-16142 245 92 .106 .106 NUM crl-16142 245 93 – – SYM crl-16142 245 94 .116 .116 NUM crl-16142 245 95 .107 .107 NUM crl-16142 245 96 – – SYM crl-16142 245 97 .132 .132 NUM crl-16142 245 98 .104 .104 NUM crl-16142 245 99 – – PUNCT crl-16142 245 100 .140 .140 NUM crl-16142 245 101 .102 .102 NUM crl-16142 245 102 r² r² PROPN crl-16142 245 103 .526 .526 NUM crl-16142 245 104 .561 .561 NUM crl-16142 245 105 .527 .527 NUM crl-16142 245 106 .537 .537 NUM crl-16142 245 107 .548 .548 NUM crl-16142 245 108 .572 .572 NUM crl-16142 245 109 error error NOUN crl-16142 245 110 df df NOUN crl-16142 245 111 90 90 NUM crl-16142 245 112 89 89 NUM crl-16142 245 113 89 89 NUM crl-16142 245 114 89 89 NUM crl-16142 245 115 89 89 NUM crl-16142 245 116 88 88 NUM crl-16142 245 117 ~p<.10 ~p<.10 ADJ crl-16142 245 118 , , PUNCT crl-16142 245 119 * * PUNCT crl-16142 245 120 p<.05 p<.05 PROPN crl-16142 245 121 , , PUNCT crl-16142 245 122 * * PUNCT crl-16142 245 123 * * PROPN crl-16142 245 124 p<.01 p<.01 VERB crl-16142 245 125 , , PUNCT crl-16142 245 126 * * PUNCT crl-16142 245 127 * * PUNCT crl-16142 245 128 * * PUNCT crl-16142 246 1 p<.001 p<.001 VERB crl-16142 246 2 the the DET crl-16142 246 3 academic academic ADJ crl-16142 246 4 library library NOUN crl-16142 246 5 impact impact NOUN crl-16142 246 6 on on ADP crl-16142 246 7 student student NOUN crl-16142 246 8 persistence persistence NOUN crl-16142 246 9 143 143 NUM crl-16142 246 10 the the DET crl-16142 246 11 fitted fit VERB crl-16142 246 12 regression regression NOUN crl-16142 246 13 equation equation NOUN crl-16142 246 14 for for ADP crl-16142 246 15 model model PROPN crl-16142 246 16 2e 2e PROPN crl-16142 246 17 of of ADP crl-16142 246 18 ret ret PROPN crl-16142 246 19 is be AUX crl-16142 246 20 : : PUNCT crl-16142 246 21 rêt rêt PRON crl-16142 246 22 = = SYM crl-16142 246 23 99 99 NUM crl-16142 246 24 + + NUM crl-16142 246 25 17.492*lg10profpct 17.492*lg10profpct NUM crl-16142 247 1 + + NUM crl-16142 247 2 .001*asian .001*asian PUNCT crl-16142 248 1 – – PUNCT crl-16142 248 2 .001*black .001*black PUNCT crl-16142 248 3 – – PUNCT crl-16142 248 4 .005*hispanic .005*hispanic PUNCT crl-16142 248 5 – – PUNCT crl-16142 248 6 .005*indian .005*indian PUNCT crl-16142 249 1 + + CCONJ crl-16142 249 2 .000*white .000*white PUNCT crl-16142 249 3 – – PUNCT crl-16142 249 4 .082*finaid .082*finaid PROPN crl-16142 249 5 . . PUNCT crl-16142 250 1 the the DET crl-16142 250 2 fitted fit VERB crl-16142 250 3 regression regression NOUN crl-16142 250 4 equation equation NOUN crl-16142 250 5 for for ADP crl-16142 250 6 model model PROPN crl-16142 250 7 2e 2e PROPN crl-16142 250 8 of of ADP crl-16142 250 9 grad grad PROPN crl-16142 250 10 is be AUX crl-16142 250 11 : : PUNCT crl-16142 250 12 grâd grâd PROPN crl-16142 250 13 = = SYM crl-16142 250 14 95 95 NUM crl-16142 251 1 + + NUM crl-16142 251 2 37.326*lg10profpct 37.326*lg10profpct NUM crl-16142 251 3 + + NUM crl-16142 251 4 .002*asian .002*asian PUNCT crl-16142 251 5 – – PUNCT crl-16142 251 6 .004*black .004*black PROPN crl-16142 252 1 + + NUM crl-16142 252 2 .000*hispanic .000*hispanic PUNCT crl-16142 252 3 – – PUNCT crl-16142 252 4 .010*indian .010*indian PROPN crl-16142 253 1 + + CCONJ crl-16142 253 2 .000*white .000*white PUNCT crl-16142 253 3 – – PUNCT crl-16142 253 4 .140*finaid .140*finaid PUNCT crl-16142 253 5 . . PUNCT crl-16142 254 1 we we PRON crl-16142 254 2 plotted plot VERB crl-16142 254 3 a a DET crl-16142 254 4 family family NOUN crl-16142 254 5 of of ADP crl-16142 254 6 lines line NOUN crl-16142 254 7 in in ADP crl-16142 254 8 which which PRON crl-16142 254 9 we we PRON crl-16142 254 10 used use VERB crl-16142 254 11 the the DET crl-16142 254 12 minimum minimum ADJ crl-16142 254 13 and and CCONJ crl-16142 254 14 maximum maximum ADJ crl-16142 254 15 values value NOUN crl-16142 254 16 of of ADP crl-16142 254 17 race race NOUN crl-16142 254 18 and and CCONJ crl-16142 254 19 finaid finaid PROPN crl-16142 254 20 on on ADP crl-16142 254 21 a a DET crl-16142 254 22 scatterplot scatterplot NOUN crl-16142 254 23 of of ADP crl-16142 254 24 lg10profpct lg10profpct NOUN crl-16142 254 25 on on ADP crl-16142 254 26 ret ret PROPN crl-16142 254 27 . . PUNCT crl-16142 255 1 we we PRON crl-16142 255 2 repeated repeat VERB crl-16142 255 3 the the DET crl-16142 255 4 process process NOUN crl-16142 255 5 with with ADP crl-16142 255 6 grad grad PROPN crl-16142 255 7 . . PUNCT crl-16142 256 1 see see VERB crl-16142 256 2 figures figure NOUN crl-16142 256 3 1 1 NUM crl-16142 256 4 and and CCONJ crl-16142 256 5 2 2 NUM crl-16142 256 6 . . PUNCT crl-16142 256 7 the the DET crl-16142 256 8 family family NOUN crl-16142 256 9 of of ADP crl-16142 256 10 lines line NOUN crl-16142 256 11 shows show VERB crl-16142 256 12 the the DET crl-16142 256 13 changes change NOUN crl-16142 256 14 in in ADP crl-16142 256 15 these these DET crl-16142 256 16 four four NUM crl-16142 256 17 variables variable NOUN crl-16142 256 18 as as ADP crl-16142 256 19 a a DET crl-16142 256 20 function function NOUN crl-16142 256 21 of of ADP crl-16142 256 22 retention retention NOUN crl-16142 256 23 and and CCONJ crl-16142 256 24 graduation graduation NOUN crl-16142 256 25 . . PUNCT crl-16142 257 1 discussion discussion NOUN crl-16142 257 2 what what PRON crl-16142 257 3 do do AUX crl-16142 257 4 the the DET crl-16142 257 5 data datum NOUN crl-16142 257 6 tell tell VERB crl-16142 257 7 us we PRON crl-16142 257 8 ? ? PUNCT crl-16142 258 1 there there PRON crl-16142 258 2 is be VERB crl-16142 258 3 a a DET crl-16142 258 4 relationship relationship NOUN crl-16142 258 5 between between ADP crl-16142 258 6 library library NOUN crl-16142 258 7 professional professional ADJ crl-16142 258 8 staffing staffing NOUN crl-16142 258 9 and and CCONJ crl-16142 258 10 retention retention NOUN crl-16142 258 11 . . PUNCT crl-16142 259 1 lg10profpct lg10profpct PROPN crl-16142 259 2 has have VERB crl-16142 259 3 a a DET crl-16142 259 4 large large ADJ crl-16142 259 5 impact impact NOUN crl-16142 259 6 . . PUNCT crl-16142 260 1 because because SCONJ crl-16142 260 2 the the DET crl-16142 260 3 regression regression NOUN crl-16142 260 4 coefficient coefficient VERB crl-16142 260 5 for for ADP crl-16142 260 6 lg10profpct lg10profpct PROPN crl-16142 260 7 has have AUX crl-16142 260 8 been be AUX crl-16142 260 9 log log NOUN crl-16142 260 10 transformed transform VERB crl-16142 260 11 , , PUNCT crl-16142 260 12 it it PRON crl-16142 260 13 has have VERB crl-16142 260 14 little little ADJ crl-16142 260 15 meaning meaning NOUN crl-16142 260 16 as as ADP crl-16142 260 17 a a DET crl-16142 260 18 predictor predictor NOUN crl-16142 260 19 variable variable NOUN crl-16142 260 20 . . PUNCT crl-16142 261 1 so so ADV crl-16142 261 2 , , PUNCT crl-16142 261 3 to to PART crl-16142 261 4 calculate calculate VERB crl-16142 261 5 the the DET crl-16142 261 6 impact impact NOUN crl-16142 261 7 , , PUNCT crl-16142 261 8 we we PRON crl-16142 261 9 used use VERB crl-16142 261 10 the the DET crl-16142 261 11 following following ADJ crl-16142 261 12 equation equation NOUN crl-16142 261 13 to to PART crl-16142 261 14 find find VERB crl-16142 261 15 what what PRON crl-16142 261 16 a a DET crl-16142 261 17 change change NOUN crl-16142 261 18 in in ADP crl-16142 261 19 the the DET crl-16142 261 20 ratio ratio NOUN crl-16142 261 21 of of ADP crl-16142 261 22 professional professional ADJ crl-16142 261 23 library library NOUN crl-16142 261 24 staff staff NOUN crl-16142 261 25 will will AUX crl-16142 261 26 cause cause VERB crl-16142 261 27 in in ADP crl-16142 261 28 the the DET crl-16142 261 29 expected expect VERB crl-16142 261 30 mean mean ADJ crl-16142 261 31 retention retention NOUN crl-16142 261 32 rate rate NOUN crl-16142 261 33 : : PUNCT crl-16142 262 1 β1 β1 PROPN crl-16142 262 2 * * PUNCT crl-16142 262 3 log10 log10 PROPN crl-16142 262 4 ( ( PUNCT crl-16142 262 5 x x PROPN crl-16142 262 6 ) ) PUNCT crl-16142 262 7 , , PUNCT crl-16142 262 8 where where SCONJ crl-16142 262 9 β1 β1 PROPN crl-16142 262 10 is be AUX crl-16142 262 11 the the DET crl-16142 262 12 regression regression NOUN crl-16142 262 13 coefficient coefficient NOUN crl-16142 262 14 and and CCONJ crl-16142 262 15 x x PUNCT crl-16142 262 16 is be AUX crl-16142 262 17 the the DET crl-16142 262 18 percentage percentage NOUN crl-16142 262 19 change change NOUN crl-16142 262 20 ; ; PUNCT crl-16142 262 21 1.1 1.1 NUM crl-16142 262 22 , , PUNCT crl-16142 262 23 for for ADP crl-16142 262 24 example example NOUN crl-16142 262 25 , , PUNCT crl-16142 262 26 indicates indicate VERB crl-16142 262 27 an an DET crl-16142 262 28 increase increase NOUN crl-16142 262 29 in in ADP crl-16142 262 30 10 10 NUM crl-16142 262 31 percent percent NOUN crl-16142 262 32 . . PUNCT crl-16142 263 1 inserting insert VERB crl-16142 263 2 β1 β1 PROPN crl-16142 263 3 and and CCONJ crl-16142 263 4 a a DET crl-16142 263 5 10 10 NUM crl-16142 263 6 percent percent NOUN crl-16142 263 7 increase increase NOUN crl-16142 263 8 in in ADP crl-16142 263 9 the the DET crl-16142 263 10 equation equation NOUN crl-16142 263 11 yields yield NOUN crl-16142 263 12 ret ret PROPN crl-16142 263 13 = = PROPN crl-16142 263 14 17.492 17.492 NUM crl-16142 263 15 * * PUNCT crl-16142 263 16 log10 log10 PROPN crl-16142 263 17 ( ( PUNCT crl-16142 263 18 1.1 1.1 NUM crl-16142 263 19 ) ) PUNCT crl-16142 263 20 = = PUNCT crl-16142 263 21 0.724041 0.724041 NUM crl-16142 263 22 % % NOUN crl-16142 263 23 . . PUNCT crl-16142 264 1 in in ADP crl-16142 264 2 other other ADJ crl-16142 264 3 words word NOUN crl-16142 264 4 , , PUNCT crl-16142 264 5 in in ADP crl-16142 264 6 the the DET crl-16142 264 7 population population NOUN crl-16142 264 8 from from ADP crl-16142 264 9 which which PRON crl-16142 264 10 the the DET crl-16142 264 11 sample sample NOUN crl-16142 264 12 was be AUX crl-16142 264 13 drawn draw VERB crl-16142 264 14 , , PUNCT crl-16142 264 15 a a DET crl-16142 264 16 10 10 NUM crl-16142 264 17 percent percent NOUN crl-16142 264 18 increase increase NOUN crl-16142 264 19 in in ADP crl-16142 264 20 the the DET crl-16142 264 21 ratio ratio NOUN crl-16142 264 22 of of ADP crl-16142 264 23 professional professional ADJ crl-16142 264 24 library library NOUN crl-16142 264 25 staff staff NOUN crl-16142 264 26 predicts predict VERB crl-16142 264 27 a a DET crl-16142 264 28 0.72 0.72 NUM crl-16142 264 29 percent percent NOUN crl-16142 264 30 increase increase NOUN crl-16142 264 31 in in ADP crl-16142 264 32 retention retention NOUN crl-16142 264 33 . . PUNCT crl-16142 265 1 the the DET crl-16142 265 2 equation equation NOUN crl-16142 265 3 for for ADP crl-16142 265 4 graduation graduation NOUN crl-16142 265 5 is be AUX crl-16142 265 6 similar similar ADJ crl-16142 265 7 . . PUNCT crl-16142 266 1 grad grad PROPN crl-16142 266 2 = = PROPN crl-16142 266 3 37.326 37.326 NUM crl-16142 266 4 * * PUNCT crl-16142 266 5 log10 log10 NOUN crl-16142 266 6 ( ( PUNCT crl-16142 266 7 1.1 1.1 NUM crl-16142 266 8 ) ) PUNCT crl-16142 266 9 = = PUNCT crl-16142 266 10 1.545023 1.545023 NUM crl-16142 266 11 % % NOUN crl-16142 266 12 . . PUNCT crl-16142 267 1 in in ADP crl-16142 267 2 other other ADJ crl-16142 267 3 words word NOUN crl-16142 267 4 , , PUNCT crl-16142 267 5 in in ADP crl-16142 267 6 the the DET crl-16142 267 7 population population NOUN crl-16142 267 8 from from ADP crl-16142 267 9 which which PRON crl-16142 267 10 the the DET crl-16142 267 11 sample sample NOUN crl-16142 267 12 was be AUX crl-16142 267 13 drawn draw VERB crl-16142 267 14 , , PUNCT crl-16142 267 15 a a DET crl-16142 267 16 10 10 NUM crl-16142 267 17 percent percent NOUN crl-16142 267 18 increase increase NOUN crl-16142 267 19 in in ADP crl-16142 267 20 the the DET crl-16142 267 21 ratio ratio NOUN crl-16142 267 22 of of ADP crl-16142 267 23 professional professional ADJ crl-16142 267 24 library library NOUN crl-16142 267 25 staff staff NOUN crl-16142 267 26 predicts predict VERB crl-16142 267 27 a a DET crl-16142 267 28 1.55 1.55 NUM crl-16142 267 29 percent percent NOUN crl-16142 267 30 increase increase NOUN crl-16142 267 31 in in ADP crl-16142 267 32 retention retention NOUN crl-16142 267 33 . . PUNCT crl-16142 268 1 it it PRON crl-16142 268 2 makes make VERB crl-16142 268 3 sense sense NOUN crl-16142 268 4 that that SCONJ crl-16142 268 5 the the DET crl-16142 268 6 impact impact NOUN crl-16142 268 7 is be AUX crl-16142 268 8 greater great ADJ crl-16142 268 9 on on ADP crl-16142 268 10 graduation graduation NOUN crl-16142 268 11 than than ADP crl-16142 268 12 on on ADP crl-16142 268 13 retention retention NOUN crl-16142 268 14 if if SCONJ crl-16142 268 15 professional professional ADJ crl-16142 268 16 library library NOUN crl-16142 268 17 staff staff NOUN crl-16142 268 18 do do AUX crl-16142 268 19 indeed indeed ADV crl-16142 268 20 have have VERB crl-16142 268 21 an an DET crl-16142 268 22 impact impact NOUN crl-16142 268 23 on on ADP crl-16142 268 24 student student NOUN crl-16142 268 25 success success NOUN crl-16142 268 26 . . PUNCT crl-16142 269 1 we we PRON crl-16142 269 2 would would AUX crl-16142 269 3 presume presume VERB crl-16142 269 4 that that SCONJ crl-16142 269 5 the the DET crl-16142 269 6 incremental incremental ADJ crl-16142 269 7 positive positive ADJ crl-16142 269 8 impact impact NOUN crl-16142 269 9 would would AUX crl-16142 269 10 figure figure VERB crl-16142 269 11 1 1 NUM crl-16142 269 12 multiple multiple ADJ crl-16142 269 13 regression regression NOUN crl-16142 269 14 plot plot NOUN crl-16142 269 15 for for ADP crl-16142 269 16 ret ret NOUN crl-16142 269 17 on on ADP crl-16142 269 18 lg10profpct lg10profpct NOUN crl-16142 269 19 , , PUNCT crl-16142 269 20 race race NOUN crl-16142 269 21 , , PUNCT crl-16142 269 22 and and CCONJ crl-16142 269 23 finaid finaid PROPN crl-16142 269 24 144 144 NUM crl-16142 269 25 college college PROPN crl-16142 269 26 & & CCONJ crl-16142 269 27 research research PROPN crl-16142 269 28 libraries library NOUN crl-16142 269 29 march march PROPN crl-16142 269 30 2011 2011 NUM crl-16142 269 31 increase increase NOUN crl-16142 269 32 over over ADP crl-16142 269 33 time time NOUN crl-16142 269 34 . . PUNCT crl-16142 270 1 retention retention NOUN crl-16142 270 2 is be AUX crl-16142 270 3 measured measure VERB crl-16142 270 4 from from ADP crl-16142 270 5 the the DET crl-16142 270 6 first first ADJ crl-16142 270 7 year year NOUN crl-16142 270 8 to to ADP crl-16142 270 9 the the DET crl-16142 270 10 second second ADJ crl-16142 270 11 , , PUNCT crl-16142 270 12 while while SCONJ crl-16142 270 13 graduation graduation NOUN crl-16142 270 14 is be AUX crl-16142 270 15 measured measure VERB crl-16142 270 16 over over ADP crl-16142 270 17 six six NUM crl-16142 270 18 years year NOUN crl-16142 270 19 . . PUNCT crl-16142 271 1 for for ADP crl-16142 271 2 both both DET crl-16142 271 3 retention retention NOUN crl-16142 271 4 and and CCONJ crl-16142 271 5 graduation graduation NOUN crl-16142 271 6 , , PUNCT crl-16142 271 7 the the DET crl-16142 271 8 relationship relationship NOUN crl-16142 271 9 is be AUX crl-16142 271 10 curvilinear curvilinear ADJ crl-16142 271 11 . . PUNCT crl-16142 272 1 figure figure NOUN crl-16142 272 2 3 3 NUM crl-16142 272 3 demonstrates demonstrate VERB crl-16142 272 4 that that PRON crl-16142 272 5 increases increase VERB crl-16142 272 6 in in ADP crl-16142 272 7 retention retention NOUN crl-16142 272 8 and and CCONJ crl-16142 272 9 graduation graduation NOUN crl-16142 272 10 rates rate NOUN crl-16142 272 11 disappear disappear VERB crl-16142 272 12 gradually gradually ADV crl-16142 272 13 . . PUNCT crl-16142 273 1 for for ADP crl-16142 273 2 example example NOUN crl-16142 273 3 , , PUNCT crl-16142 273 4 while while SCONJ crl-16142 273 5 the the DET crl-16142 273 6 first first ADJ crl-16142 273 7 10 10 NUM crl-16142 273 8 percent percent NOUN crl-16142 273 9 increase increase NOUN crl-16142 273 10 in in ADP crl-16142 273 11 the the DET crl-16142 273 12 ratio ratio NOUN crl-16142 273 13 of of ADP crl-16142 273 14 professional professional ADJ crl-16142 273 15 staff staff NOUN crl-16142 273 16 to to ADP crl-16142 273 17 students student NOUN crl-16142 273 18 predicts predict VERB crl-16142 273 19 a a DET crl-16142 273 20 .72 .72 NUM crl-16142 273 21 percent percent NOUN crl-16142 273 22 increase increase NOUN crl-16142 273 23 in in ADP crl-16142 273 24 retention retention NOUN crl-16142 273 25 and and CCONJ crl-16142 273 26 a a DET crl-16142 273 27 1.55 1.55 NUM crl-16142 273 28 percent percent NOUN crl-16142 273 29 increase increase NOUN crl-16142 273 30 in in ADP crl-16142 273 31 graduation graduation NOUN crl-16142 273 32 , , PUNCT crl-16142 273 33 an an DET crl-16142 273 34 additional additional ADJ crl-16142 273 35 10 10 NUM crl-16142 273 36 percent percent NOUN crl-16142 273 37 increase increase NOUN crl-16142 273 38 only only ADV crl-16142 273 39 predicts predict VERB crl-16142 273 40 a a DET crl-16142 273 41 .67 .67 NUM crl-16142 273 42 percent percent NOUN crl-16142 273 43 increase increase NOUN crl-16142 273 44 in in ADP crl-16142 273 45 retention retention NOUN crl-16142 273 46 and and CCONJ crl-16142 273 47 a a DET crl-16142 273 48 1.41 1.41 NUM crl-16142 273 49 percent percent NOUN crl-16142 273 50 increase increase NOUN crl-16142 273 51 in in ADP crl-16142 273 52 graduation graduation NOUN crl-16142 273 53 . . PUNCT crl-16142 274 1 conversely conversely ADV crl-16142 274 2 , , PUNCT crl-16142 274 3 decreases decrease VERB crl-16142 274 4 in in ADP crl-16142 274 5 the the DET crl-16142 274 6 ratio ratio NOUN crl-16142 274 7 of of ADP crl-16142 274 8 professional professional ADJ crl-16142 274 9 library library NOUN crl-16142 274 10 staff staff NOUN crl-16142 274 11 to to ADP crl-16142 274 12 students student NOUN crl-16142 274 13 begin begin VERB crl-16142 274 14 gradually gradually ADV crl-16142 274 15 and and CCONJ crl-16142 274 16 then then ADV crl-16142 274 17 drop drop VERB crl-16142 274 18 precipitously precipitously ADV crl-16142 274 19 as as ADP crl-16142 274 20 nearly nearly ADV crl-16142 274 21 all all PRON crl-16142 274 22 professional professional ADJ crl-16142 274 23 library library NOUN crl-16142 274 24 staff staff NOUN crl-16142 274 25 are be AUX crl-16142 274 26 eliminated eliminate VERB crl-16142 274 27 . . PUNCT crl-16142 275 1 see see VERB crl-16142 275 2 figure figure NOUN crl-16142 275 3 3 3 NUM crl-16142 275 4 for for ADP crl-16142 275 5 the the DET crl-16142 275 6 impact impact NOUN crl-16142 275 7 of of ADP crl-16142 275 8 percentage percentage NOUN crl-16142 275 9 changes change NOUN crl-16142 275 10 in in ADP crl-16142 275 11 professional professional ADJ crl-16142 275 12 library library NOUN crl-16142 275 13 staff staff NOUN crl-16142 275 14 . . PUNCT crl-16142 276 1 note note VERB crl-16142 276 2 that that SCONJ crl-16142 276 3 the the DET crl-16142 276 4 percentage percentage NOUN crl-16142 276 5 increase increase NOUN crl-16142 276 6 in in ADP crl-16142 276 7 ratio ratio NOUN crl-16142 276 8 is be AUX crl-16142 276 9 mathematically mathematically ADV crl-16142 276 10 identical identical ADJ crl-16142 276 11 to to ADP crl-16142 276 12 an an DET crl-16142 276 13 increase increase NOUN crl-16142 276 14 in in ADP crl-16142 276 15 the the DET crl-16142 276 16 percentage percentage NOUN crl-16142 276 17 of of ADP crl-16142 276 18 professional professional ADJ crl-16142 276 19 library library NOUN crl-16142 276 20 staff staff NOUN crl-16142 276 21 , , PUNCT crl-16142 276 22 meaning mean VERB crl-16142 276 23 that that SCONJ crl-16142 276 24 increasing increase VERB crl-16142 276 25 professional professional ADJ crl-16142 276 26 library library NOUN crl-16142 276 27 staff staff NOUN crl-16142 276 28 by by ADP crl-16142 276 29 10 10 NUM crl-16142 276 30 percent percent NOUN crl-16142 276 31 is be AUX crl-16142 276 32 the the DET crl-16142 276 33 same same ADJ crl-16142 276 34 as as ADP crl-16142 276 35 increasing increase VERB crl-16142 276 36 the the DET crl-16142 276 37 ratio ratio NOUN crl-16142 276 38 by by ADP crl-16142 276 39 10 10 NUM crl-16142 276 40 percent percent NOUN crl-16142 276 41 . . PUNCT crl-16142 277 1 though though SCONJ crl-16142 277 2 the the DET crl-16142 277 3 race race NOUN crl-16142 277 4 / / SYM crl-16142 277 5 ethnicity ethnicity NOUN crl-16142 277 6 numbers number NOUN crl-16142 277 7 are be AUX crl-16142 277 8 small small ADJ crl-16142 277 9 , , PUNCT crl-16142 277 10 they they PRON crl-16142 277 11 reflect reflect VERB crl-16142 277 12 large large ADJ crl-16142 277 13 populations population NOUN crl-16142 277 14 and and CCONJ crl-16142 277 15 are be AUX crl-16142 277 16 statistically statistically ADV crl-16142 277 17 significant significant ADJ crl-16142 277 18 ( ( PUNCT crl-16142 277 19 with with ADP crl-16142 277 20 the the DET crl-16142 277 21 exception exception NOUN crl-16142 277 22 of of ADP crl-16142 277 23 hispanic hispanic ADJ crl-16142 277 24 ) ) PUNCT crl-16142 277 25 . . PUNCT crl-16142 278 1 finaid finaid PROPN crl-16142 278 2 also also ADV crl-16142 278 3 has have VERB crl-16142 278 4 a a DET crl-16142 278 5 small small ADJ crl-16142 278 6 but but CCONJ crl-16142 278 7 statistically statistically ADV crl-16142 278 8 significant significant ADJ crl-16142 278 9 impact impact NOUN crl-16142 278 10 on on ADP crl-16142 278 11 retention retention NOUN crl-16142 278 12 . . PUNCT crl-16142 279 1 there there PRON crl-16142 279 2 is be VERB crl-16142 279 3 an an DET crl-16142 279 4 even even ADV crl-16142 279 5 stronger strong ADJ crl-16142 279 6 relationship relationship NOUN crl-16142 279 7 between between ADP crl-16142 279 8 library library NOUN crl-16142 279 9 staff staff NOUN crl-16142 279 10 and and CCONJ crl-16142 279 11 graduation graduation NOUN crl-16142 279 12 . . PUNCT crl-16142 280 1 as as ADP crl-16142 280 2 with with ADP crl-16142 280 3 retention retention NOUN crl-16142 280 4 , , PUNCT crl-16142 280 5 race/ race/ NUM crl-16142 280 6 ethnicity ethnicity NOUN crl-16142 280 7 and and CCONJ crl-16142 280 8 finaid finaid PROPN crl-16142 280 9 have have VERB crl-16142 280 10 a a DET crl-16142 280 11 statistically statistically ADV crl-16142 280 12 significant significant ADJ crl-16142 280 13 impact impact NOUN crl-16142 280 14 on on ADP crl-16142 280 15 graduation graduation NOUN crl-16142 280 16 . . PUNCT crl-16142 281 1 the the DET crl-16142 281 2 control control NOUN crl-16142 281 3 variables variable NOUN crl-16142 281 4 of of ADP crl-16142 281 5 race race NOUN crl-16142 281 6 / / SYM crl-16142 281 7 ethnicity ethnicity NOUN crl-16142 281 8 and and CCONJ crl-16142 281 9 financial financial ADJ crl-16142 281 10 aid aid NOUN crl-16142 281 11 make make VERB crl-16142 281 12 a a DET crl-16142 281 13 difference difference NOUN crl-16142 281 14 in in ADP crl-16142 281 15 both both DET crl-16142 281 16 fall fall VERB crl-16142 281 17 - - PUNCT crl-16142 281 18 to to ADP crl-16142 281 19 - - PUNCT crl-16142 281 20 fall fall NOUN crl-16142 281 21 retention retention NOUN crl-16142 281 22 and and CCONJ crl-16142 281 23 six six NUM crl-16142 281 24 - - PUNCT crl-16142 281 25 year year NOUN crl-16142 281 26 graduation graduation NOUN crl-16142 281 27 rates rate NOUN crl-16142 281 28 . . PUNCT crl-16142 282 1 for for ADP crl-16142 282 2 race race NOUN crl-16142 282 3 / / SYM crl-16142 282 4 ethnicity ethnicity NOUN crl-16142 282 5 , , PUNCT crl-16142 282 6 there there PRON crl-16142 282 7 is be VERB crl-16142 282 8 a a DET crl-16142 282 9 positive positive ADJ crl-16142 282 10 relationship relationship NOUN crl-16142 282 11 with with ADP crl-16142 282 12 being be AUX crl-16142 282 13 asian asian ADJ crl-16142 282 14 and and CCONJ crl-16142 282 15 a a DET crl-16142 282 16 negative negative ADJ crl-16142 282 17 relationship relationship NOUN crl-16142 282 18 with with ADP crl-16142 282 19 being be AUX crl-16142 282 20 black black ADJ crl-16142 282 21 or or CCONJ crl-16142 282 22 american american ADJ crl-16142 282 23 indian indian PROPN crl-16142 282 24 . . PUNCT crl-16142 283 1 the the DET crl-16142 283 2 difference difference NOUN crl-16142 283 3 is be AUX crl-16142 283 4 nine nine NUM crl-16142 283 5 times time NOUN crl-16142 283 6 as as ADV crl-16142 283 7 big big ADJ crl-16142 283 8 when when SCONJ crl-16142 283 9 comparing compare VERB crl-16142 283 10 minimum minimum ADJ crl-16142 283 11 and and CCONJ crl-16142 283 12 maximum maximum ADJ crl-16142 283 13 values value NOUN crl-16142 283 14 . . PUNCT crl-16142 284 1 there there PRON crl-16142 284 2 is be VERB crl-16142 284 3 a a DET crl-16142 284 4 negative negative ADJ crl-16142 284 5 relationship relationship NOUN crl-16142 284 6 between between ADP crl-16142 284 7 financial financial ADJ crl-16142 284 8 aid aid NOUN crl-16142 284 9 and and CCONJ crl-16142 284 10 both both DET crl-16142 284 11 retention retention NOUN crl-16142 284 12 and and CCONJ crl-16142 284 13 graduation graduation NOUN crl-16142 284 14 . . PUNCT crl-16142 285 1 the the DET crl-16142 285 2 more more ADJ crl-16142 285 3 students student NOUN crl-16142 285 4 receive receive VERB crl-16142 285 5 financial financial ADJ crl-16142 285 6 aid aid NOUN crl-16142 285 7 , , PUNCT crl-16142 285 8 the the DET crl-16142 285 9 lower low ADJ crl-16142 285 10 are be AUX crl-16142 285 11 the the DET crl-16142 285 12 retention retention NOUN crl-16142 285 13 and and CCONJ crl-16142 285 14 graduation graduation NOUN crl-16142 285 15 rates rate NOUN crl-16142 285 16 . . PUNCT crl-16142 286 1 for for ADP crl-16142 286 2 financial financial ADJ crl-16142 286 3 aid aid NOUN crl-16142 286 4 , , PUNCT crl-16142 286 5 the the DET crl-16142 286 6 difference difference NOUN crl-16142 286 7 is be AUX crl-16142 286 8 three three NUM crl-16142 286 9 - - PUNCT crl-16142 286 10 fourths fourth NOUN crl-16142 286 11 again again ADV crl-16142 286 12 as as ADV crl-16142 286 13 big big ADJ crl-16142 286 14 . . PUNCT crl-16142 287 1 finaid finaid PROPN crl-16142 287 2 is be AUX crl-16142 287 3 statistically statistically ADV crl-16142 287 4 significant significant ADJ crl-16142 287 5 for for ADP crl-16142 287 6 ret ret NOUN crl-16142 287 7 if if SCONJ crl-16142 287 8 we we PRON crl-16142 287 9 extend extend VERB crl-16142 287 10 figure figure NOUN crl-16142 287 11 2 2 NUM crl-16142 287 12 multiple multiple ADJ crl-16142 287 13 regression regression NOUN crl-16142 287 14 plot plot NOUN crl-16142 287 15 for for ADP crl-16142 287 16 grad grad NOUN crl-16142 287 17 on on ADP crl-16142 287 18 lg10profpct lg10profpct NOUN crl-16142 287 19 , , PUNCT crl-16142 287 20 race race NOUN crl-16142 287 21 , , PUNCT crl-16142 287 22 and and CCONJ crl-16142 287 23 finaid finaid VERB crl-16142 287 24 the the DET crl-16142 287 25 academic academic ADJ crl-16142 287 26 library library NOUN crl-16142 287 27 impact impact NOUN crl-16142 287 28 on on ADP crl-16142 287 29 student student NOUN crl-16142 287 30 persistence persistence NOUN crl-16142 287 31 145 145 NUM crl-16142 287 32 the the DET crl-16142 287 33 cutoff cutoff NOUN crl-16142 287 34 for for ADP crl-16142 287 35 statistical statistical ADJ crl-16142 287 36 significance significance NOUN crl-16142 287 37 to to ADP crl-16142 287 38 .10 .10 NUM crl-16142 287 39 ( ( PUNCT crl-16142 287 40 t t NOUN crl-16142 287 41 = = X crl-16142 287 42 – – PUNCT crl-16142 287 43 1.759 1.759 NUM crl-16142 287 44 , , PUNCT crl-16142 287 45 p p NOUN crl-16142 287 46 = = NOUN crl-16142 287 47 .082 .082 NUM crl-16142 287 48 ) ) PUNCT crl-16142 287 49 . . PUNCT crl-16142 288 1 for for ADP crl-16142 288 2 grad grad PROPN crl-16142 288 3 , , PUNCT crl-16142 288 4 we we PRON crl-16142 288 5 would would AUX crl-16142 288 6 need need VERB crl-16142 288 7 to to PART crl-16142 288 8 extend extend VERB crl-16142 288 9 the the DET crl-16142 288 10 cutoff cutoff NOUN crl-16142 288 11 even even ADV crl-16142 288 12 further far ADV crl-16142 288 13 ( ( PUNCT crl-16142 288 14 t t NOUN crl-16142 288 15 = = PUNCT crl-16142 288 16 – – PUNCT crl-16142 288 17 1.363 1.363 NUM crl-16142 288 18 , , PUNCT crl-16142 288 19 p p NOUN crl-16142 288 20 = = NOUN crl-16142 288 21 .176 .176 NUM crl-16142 288 22 ) ) PUNCT crl-16142 288 23 . . PUNCT crl-16142 289 1 ordinarily ordinarily ADV crl-16142 289 2 , , PUNCT crl-16142 289 3 we we PRON crl-16142 289 4 would would AUX crl-16142 289 5 fail fail VERB crl-16142 289 6 to to PART crl-16142 289 7 reject reject VERB crl-16142 289 8 the the DET crl-16142 289 9 null null ADJ crl-16142 289 10 hypothesis hypothesis NOUN crl-16142 289 11 that that SCONJ crl-16142 289 12 there there PRON crl-16142 289 13 is be VERB crl-16142 289 14 no no DET crl-16142 289 15 relationship relationship NOUN crl-16142 289 16 between between ADP crl-16142 289 17 finaid finaid PROPN crl-16142 289 18 and and CCONJ crl-16142 289 19 grad grad ADJ crl-16142 289 20 in in ADP crl-16142 289 21 the the DET crl-16142 289 22 population population NOUN crl-16142 289 23 from from ADP crl-16142 289 24 which which PRON crl-16142 289 25 our our PRON crl-16142 289 26 sample sample NOUN crl-16142 289 27 is be AUX crl-16142 289 28 drawn draw VERB crl-16142 289 29 , , PUNCT crl-16142 289 30 but but CCONJ crl-16142 289 31 we we PRON crl-16142 289 32 use use VERB crl-16142 289 33 ses se NOUN crl-16142 289 34 because because SCONJ crl-16142 289 35 the the DET crl-16142 289 36 literature literature NOUN crl-16142 289 37 recommends recommend VERB crl-16142 289 38 that that SCONJ crl-16142 289 39 it it PRON crl-16142 289 40 be be AUX crl-16142 289 41 used use VERB crl-16142 289 42 . . PUNCT crl-16142 290 1 combining combine VERB crl-16142 290 2 race race NOUN crl-16142 290 3 / / SYM crl-16142 290 4 ethnicity ethnicity NOUN crl-16142 290 5 and and CCONJ crl-16142 290 6 ses se NOUN crl-16142 290 7 provides provide VERB crl-16142 290 8 some some DET crl-16142 290 9 interesting interesting ADJ crl-16142 290 10 findings finding NOUN crl-16142 290 11 . . PUNCT crl-16142 291 1 as as SCONJ crl-16142 291 2 expected expect VERB crl-16142 291 3 , , PUNCT crl-16142 291 4 a a DET crl-16142 291 5 high high ADJ crl-16142 291 6 level level NOUN crl-16142 291 7 of of ADP crl-16142 291 8 minority minority NOUN crl-16142 291 9 students student NOUN crl-16142 291 10 and and CCONJ crl-16142 291 11 a a DET crl-16142 291 12 high high ADJ crl-16142 291 13 level level NOUN crl-16142 291 14 of of ADP crl-16142 291 15 students student NOUN crl-16142 291 16 receiving receive VERB crl-16142 291 17 financial financial ADJ crl-16142 291 18 aid aid NOUN crl-16142 291 19 leads lead VERB crl-16142 291 20 to to ADP crl-16142 291 21 low low ADJ crl-16142 291 22 retention retention NOUN crl-16142 291 23 and and CCONJ crl-16142 291 24 graduation graduation NOUN crl-16142 291 25 rates rate NOUN crl-16142 291 26 ; ; PUNCT crl-16142 291 27 and and CCONJ crl-16142 291 28 a a DET crl-16142 291 29 low low ADJ crl-16142 291 30 level level NOUN crl-16142 291 31 of of ADP crl-16142 291 32 minority minority NOUN crl-16142 291 33 students student NOUN crl-16142 291 34 and and CCONJ crl-16142 291 35 a a DET crl-16142 291 36 low low ADJ crl-16142 291 37 level level NOUN crl-16142 291 38 of of ADP crl-16142 291 39 students student NOUN crl-16142 291 40 receiving receive VERB crl-16142 291 41 financial financial ADJ crl-16142 291 42 aid aid NOUN crl-16142 291 43 leads lead VERB crl-16142 291 44 to to ADP crl-16142 291 45 higher high ADJ crl-16142 291 46 retention retention NOUN crl-16142 291 47 and and CCONJ crl-16142 291 48 graduation graduation NOUN crl-16142 291 49 rates rate NOUN crl-16142 291 50 . . PUNCT crl-16142 292 1 for for ADP crl-16142 292 2 retention retention NOUN crl-16142 292 3 , , PUNCT crl-16142 292 4 it it PRON crl-16142 292 5 seems seem VERB crl-16142 292 6 that that SCONJ crl-16142 292 7 ses ses PROPN crl-16142 292 8 is be AUX crl-16142 292 9 a a DET crl-16142 292 10 somewhat somewhat ADV crl-16142 292 11 stronger strong ADJ crl-16142 292 12 negative negative ADJ crl-16142 292 13 indicator indicator NOUN crl-16142 292 14 of of ADP crl-16142 292 15 retention retention NOUN crl-16142 292 16 than than SCONJ crl-16142 292 17 it it PRON crl-16142 292 18 is be AUX crl-16142 292 19 for for ADP crl-16142 292 20 graduation graduation NOUN crl-16142 292 21 , , PUNCT crl-16142 292 22 whereas whereas SCONJ crl-16142 292 23 race race NOUN crl-16142 292 24 / / SYM crl-16142 292 25 ethnicity ethnicity NOUN crl-16142 292 26 is be AUX crl-16142 292 27 a a DET crl-16142 292 28 much much ADV crl-16142 292 29 stronger strong ADJ crl-16142 292 30 negative negative ADJ crl-16142 292 31 factor factor NOUN crl-16142 292 32 for for ADP crl-16142 292 33 graduation graduation NOUN crl-16142 292 34 . . PUNCT crl-16142 293 1 the the DET crl-16142 293 2 ratio ratio NOUN crl-16142 293 3 of of ADP crl-16142 293 4 professional professional ADJ crl-16142 293 5 library library NOUN crl-16142 293 6 staff staff NOUN crl-16142 293 7 to to ADP crl-16142 293 8 full full ADJ crl-16142 293 9 - - PUNCT crl-16142 293 10 time time NOUN crl-16142 293 11 students student NOUN crl-16142 293 12 has have VERB crl-16142 293 13 a a DET crl-16142 293 14 larger large ADJ crl-16142 293 15 impact impact NOUN crl-16142 293 16 on on ADP crl-16142 293 17 six six NUM crl-16142 293 18 - - PUNCT crl-16142 293 19 year year NOUN crl-16142 293 20 graduation graduation NOUN crl-16142 293 21 rates rate NOUN crl-16142 293 22 than than SCONJ crl-16142 293 23 it it PRON crl-16142 293 24 does do AUX crl-16142 293 25 on on ADP crl-16142 293 26 fall fall VERB crl-16142 293 27 - - PUNCT crl-16142 293 28 to to ADP crl-16142 293 29 - - PUNCT crl-16142 293 30 fall fall NOUN crl-16142 293 31 retention retention NOUN crl-16142 293 32 . . PUNCT crl-16142 294 1 the the DET crl-16142 294 2 slope slope NOUN crl-16142 294 3 is be AUX crl-16142 294 4 almost almost ADV crl-16142 294 5 twice twice ADV crl-16142 294 6 as as ADP crl-16142 294 7 steep steep ADJ crl-16142 294 8 , , PUNCT crl-16142 294 9 confirming confirm VERB crl-16142 294 10 our our PRON crl-16142 294 11 earlier early ADJ crl-16142 294 12 observation observation NOUN crl-16142 294 13 that that SCONJ crl-16142 294 14 positive positive ADJ crl-16142 294 15 professional professional ADJ crl-16142 294 16 library library NOUN crl-16142 294 17 staff staff NOUN crl-16142 294 18 impact impact NOUN crl-16142 294 19 on on ADP crl-16142 294 20 student student NOUN crl-16142 294 21 success success NOUN crl-16142 294 22 would would AUX crl-16142 294 23 have have AUX crl-16142 294 24 an an DET crl-16142 294 25 incremental incremental ADJ crl-16142 294 26 positive positive ADJ crl-16142 294 27 increase increase NOUN crl-16142 294 28 over over ADP crl-16142 294 29 time time NOUN crl-16142 294 30 . . PUNCT crl-16142 295 1 conclusion conclusion NOUN crl-16142 295 2 why why SCONJ crl-16142 295 3 would would AUX crl-16142 295 4 the the DET crl-16142 295 5 ratio ratio NOUN crl-16142 295 6 of of ADP crl-16142 295 7 professional professional ADJ crl-16142 295 8 library library NOUN crl-16142 295 9 staff staff NOUN crl-16142 295 10 to to ADP crl-16142 295 11 full full ADJ crl-16142 295 12 - - PUNCT crl-16142 295 13 time time NOUN crl-16142 295 14 students student NOUN crl-16142 295 15 have have VERB crl-16142 295 16 an an DET crl-16142 295 17 impact impact NOUN crl-16142 295 18 on on ADP crl-16142 295 19 student student NOUN crl-16142 295 20 persistence persistence NOUN crl-16142 295 21 ? ? PUNCT crl-16142 296 1 why why SCONJ crl-16142 296 2 , , PUNCT crl-16142 296 3 for for ADP crl-16142 296 4 example example NOUN crl-16142 296 5 , , PUNCT crl-16142 296 6 would would AUX crl-16142 296 7 a a DET crl-16142 296 8 10 10 NUM crl-16142 296 9 percent percent NOUN crl-16142 296 10 increase increase NOUN crl-16142 296 11 in in ADP crl-16142 296 12 professional professional ADJ crl-16142 296 13 library library NOUN crl-16142 296 14 staff staff NOUN crl-16142 296 15 at at ADP crl-16142 296 16 an an DET crl-16142 296 17 arl arl PROPN crl-16142 296 18 member member NOUN crl-16142 296 19 library library NOUN crl-16142 296 20 predict predict VERB crl-16142 296 21 a a DET crl-16142 296 22 .72 .72 NUM crl-16142 296 23 percent percent NOUN crl-16142 296 24 increase increase NOUN crl-16142 296 25 in in ADP crl-16142 296 26 retention retention NOUN crl-16142 296 27 and and CCONJ crl-16142 296 28 an an DET crl-16142 296 29 even even ADV crl-16142 296 30 larger large ADJ crl-16142 296 31 1.55 1.55 NUM crl-16142 296 32 percent percent NOUN crl-16142 296 33 increase increase NOUN crl-16142 296 34 in in ADP crl-16142 296 35 graduation graduation NOUN crl-16142 296 36 ? ? PUNCT crl-16142 297 1 as as ADP crl-16142 297 2 librarians librarian NOUN crl-16142 297 3 , , PUNCT crl-16142 297 4 we we PRON crl-16142 297 5 would would AUX crl-16142 297 6 like like VERB crl-16142 297 7 to to PART crl-16142 297 8 think think VERB crl-16142 297 9 that that SCONJ crl-16142 297 10 there there PRON crl-16142 297 11 is be VERB crl-16142 297 12 a a DET crl-16142 297 13 direct direct ADJ crl-16142 297 14 impact impact NOUN crl-16142 297 15 . . PUNCT crl-16142 298 1 perhaps perhaps ADV crl-16142 298 2 having have VERB crl-16142 298 3 more more ADJ crl-16142 298 4 professional professional ADJ crl-16142 298 5 library library NOUN crl-16142 298 6 staff staff NOUN crl-16142 298 7 helps help VERB crl-16142 298 8 build build VERB crl-16142 298 9 collections collection NOUN crl-16142 298 10 that that PRON crl-16142 298 11 connect connect VERB crl-16142 298 12 students student NOUN crl-16142 298 13 better well ADV crl-16142 298 14 to to ADP crl-16142 298 15 the the DET crl-16142 298 16 knowledge knowledge NOUN crl-16142 298 17 that that PRON crl-16142 298 18 they they PRON crl-16142 298 19 need need VERB crl-16142 298 20 to to PART crl-16142 298 21 support support VERB crl-16142 298 22 their their PRON crl-16142 298 23 critical critical ADJ crl-16142 298 24 thinking thinking NOUN crl-16142 298 25 . . PUNCT crl-16142 299 1 perhaps perhaps ADV crl-16142 299 2 having have VERB crl-16142 299 3 more more ADJ crl-16142 299 4 professional professional ADJ crl-16142 299 5 library library NOUN crl-16142 299 6 staff staff NOUN crl-16142 299 7 encourages encourage VERB crl-16142 299 8 students student NOUN crl-16142 299 9 to to PART crl-16142 299 10 use use VERB crl-16142 299 11 the the DET crl-16142 299 12 collections collection NOUN crl-16142 299 13 more more ADV crl-16142 299 14 as as SCONJ crl-16142 299 15 they they PRON crl-16142 299 16 pursue pursue VERB crl-16142 299 17 their their PRON crl-16142 299 18 research research NOUN crl-16142 299 19 . . PUNCT crl-16142 300 1 perhaps perhaps ADV crl-16142 300 2 having have VERB crl-16142 300 3 more more ADJ crl-16142 300 4 professional professional ADJ crl-16142 300 5 library library NOUN crl-16142 300 6 staff staff NOUN crl-16142 300 7 to to PART crl-16142 300 8 provide provide VERB crl-16142 300 9 services service NOUN crl-16142 300 10 such such ADJ crl-16142 300 11 as as ADP crl-16142 300 12 instruction instruction NOUN crl-16142 300 13 and and CCONJ crl-16142 300 14 reference reference NOUN crl-16142 300 15 engages engage VERB crl-16142 300 16 students student NOUN crl-16142 300 17 intellectually intellectually ADV crl-16142 300 18 . . PUNCT crl-16142 301 1 we we PRON crl-16142 301 2 would would AUX crl-16142 301 3 like like VERB crl-16142 301 4 to to PART crl-16142 301 5 think think VERB crl-16142 301 6 that that SCONJ crl-16142 301 7 such such DET crl-16142 301 8 a a DET crl-16142 301 9 direct direct ADJ crl-16142 301 10 impact impact NOUN crl-16142 301 11 exists exist VERB crl-16142 301 12 , , PUNCT crl-16142 301 13 but but CCONJ crl-16142 301 14 the the DET crl-16142 301 15 fitted fit VERB crl-16142 301 16 models model NOUN crl-16142 301 17 we we PRON crl-16142 301 18 rejected reject VERB crl-16142 301 19 and and CCONJ crl-16142 301 20 our our PRON crl-16142 301 21 own own ADJ crl-16142 301 22 common common ADJ crl-16142 301 23 sense sense NOUN crl-16142 301 24 tells tell VERB crl-16142 301 25 us we PRON crl-16142 301 26 that that SCONJ crl-16142 301 27 this this PRON crl-16142 301 28 is be AUX crl-16142 301 29 probably probably ADV crl-16142 301 30 not not PART crl-16142 301 31 the the DET crl-16142 301 32 case case NOUN crl-16142 301 33 . . PUNCT crl-16142 302 1 more more ADV crl-16142 302 2 likely likely ADJ crl-16142 302 3 , , PUNCT crl-16142 302 4 there there PRON crl-16142 302 5 are be VERB crl-16142 302 6 factors factor NOUN crl-16142 302 7 on on ADP crl-16142 302 8 campus campus NOUN crl-16142 302 9 that that PRON crl-16142 302 10 are be AUX crl-16142 302 11 collinear collinear ADJ crl-16142 302 12 with with ADP crl-16142 302 13 the the DET crl-16142 302 14 ratio ratio NOUN crl-16142 302 15 of of ADP crl-16142 302 16 professional professional ADJ crl-16142 302 17 library library NOUN crl-16142 302 18 staff staff NOUN crl-16142 302 19 to to ADP crl-16142 302 20 full full ADJ crl-16142 302 21 - - PUNCT crl-16142 302 22 time time NOUN crl-16142 302 23 students student NOUN crl-16142 302 24 and and CCONJ crl-16142 302 25 , , PUNCT crl-16142 302 26 more more ADV crl-16142 302 27 important important ADJ crl-16142 302 28 , , PUNCT crl-16142 302 29 we we PRON crl-16142 302 30 believe believe VERB crl-16142 302 31 that that SCONJ crl-16142 302 32 the the DET crl-16142 302 33 library library NOUN crl-16142 302 34 has have VERB crl-16142 302 35 an an DET crl-16142 302 36 indirect indirect ADJ crl-16142 302 37 impact impact NOUN crl-16142 302 38 on on ADP crl-16142 302 39 student student NOUN crl-16142 302 40 persistence persistence NOUN crl-16142 302 41 . . PUNCT crl-16142 303 1 figure figure VERB crl-16142 303 2 3 3 NUM crl-16142 303 3 impact impact NOUN crl-16142 303 4 of of ADP crl-16142 303 5 a a DET crl-16142 303 6 change change NOUN crl-16142 303 7 in in ADP crl-16142 303 8 the the DET crl-16142 303 9 ratio ratio NOUN crl-16142 303 10 of of ADP crl-16142 303 11 professional professional ADJ crl-16142 303 12 library library NOUN crl-16142 303 13 staff staff NOUN crl-16142 303 14 on on ADP crl-16142 303 15 ret ret NOUN crl-16142 303 16 and and CCONJ crl-16142 303 17 grad grad VERB crl-16142 303 18 146 146 NUM crl-16142 303 19 college college PROPN crl-16142 303 20 & & CCONJ crl-16142 303 21 research research PROPN crl-16142 303 22 libraries library NOUN crl-16142 303 23 march march PROPN crl-16142 303 24 2011 2011 NUM crl-16142 303 25 returning return VERB crl-16142 303 26 to to ADP crl-16142 303 27 the the DET crl-16142 303 28 literature literature NOUN crl-16142 303 29 on on ADP crl-16142 303 30 persistence persistence NOUN crl-16142 303 31 , , PUNCT crl-16142 303 32 there there PRON crl-16142 303 33 are be VERB crl-16142 303 34 two two NUM crl-16142 303 35 major major ADJ crl-16142 303 36 categories category NOUN crl-16142 303 37 of of ADP crl-16142 303 38 important important ADJ crl-16142 303 39 factors factor NOUN crl-16142 303 40 that that PRON crl-16142 303 41 we we PRON crl-16142 303 42 see see VERB crl-16142 303 43 as as ADP crl-16142 303 44 collinear collinear ADJ crl-16142 303 45 with with ADP crl-16142 303 46 ratio ratio NOUN crl-16142 303 47 of of ADP crl-16142 303 48 library library NOUN crl-16142 303 49 staff staff NOUN crl-16142 303 50 to to ADP crl-16142 303 51 students student NOUN crl-16142 303 52 . . PUNCT crl-16142 304 1 the the DET crl-16142 304 2 first first ADJ crl-16142 304 3 category category NOUN crl-16142 304 4 of of ADP crl-16142 304 5 factors factor NOUN crl-16142 304 6 all all PRON crl-16142 304 7 relate relate VERB crl-16142 304 8 to to ADP crl-16142 304 9 the the DET crl-16142 304 10 elite elite ADJ crl-16142 304 11 status status NOUN crl-16142 304 12 of of ADP crl-16142 304 13 the the DET crl-16142 304 14 university university PROPN crl-16142 304 15 . . PUNCT crl-16142 305 1 elite elite ADJ crl-16142 305 2 universities university NOUN crl-16142 305 3 in in ADP crl-16142 305 4 general general ADJ crl-16142 305 5 have have VERB crl-16142 305 6 a a DET crl-16142 305 7 small small ADJ crl-16142 305 8 studenttofaculty studenttofaculty NOUN crl-16142 305 9 ratio;53 ratio;53 NOUN crl-16142 305 10 it it PRON crl-16142 305 11 makes make VERB crl-16142 305 12 sense sense NOUN crl-16142 305 13 that that SCONJ crl-16142 305 14 this this DET crl-16142 305 15 same same ADJ crl-16142 305 16 ratio ratio NOUN crl-16142 305 17 is be AUX crl-16142 305 18 reflected reflect VERB crl-16142 305 19 in in ADP crl-16142 305 20 the the DET crl-16142 305 21 library library NOUN crl-16142 305 22 . . PUNCT crl-16142 306 1 elite elite ADJ crl-16142 306 2 universities university NOUN crl-16142 306 3 are be AUX crl-16142 306 4 more more ADV crl-16142 306 5 likely likely ADJ crl-16142 306 6 to to PART crl-16142 306 7 spend spend VERB crl-16142 306 8 more more ADJ crl-16142 306 9 per per ADP crl-16142 306 10 student54 student54 NOUN crl-16142 306 11 and and CCONJ crl-16142 306 12 more more ADJ crl-16142 306 13 on on ADP crl-16142 306 14 instruction instruction NOUN crl-16142 306 15 , , PUNCT crl-16142 306 16 academic academic ADJ crl-16142 306 17 support support NOUN crl-16142 306 18 , , PUNCT crl-16142 306 19 and and CCONJ crl-16142 306 20 institutional institutional ADJ crl-16142 306 21 support support NOUN crl-16142 306 22 ; ; PUNCT crl-16142 306 23 the the DET crl-16142 306 24 library library NOUN crl-16142 306 25 is be AUX crl-16142 306 26 most most ADV crl-16142 306 27 often often ADV crl-16142 306 28 funded fund VERB crl-16142 306 29 within within ADP crl-16142 306 30 one one NUM crl-16142 306 31 of of ADP crl-16142 306 32 these these DET crl-16142 306 33 three three NUM crl-16142 306 34 categories category NOUN crl-16142 306 35 . . PUNCT crl-16142 307 1 in in ADP crl-16142 307 2 fact fact NOUN crl-16142 307 3 , , PUNCT crl-16142 307 4 institutional institutional ADJ crl-16142 307 5 commitment commitment NOUN crl-16142 307 6 , , PUNCT crl-16142 307 7 which which PRON crl-16142 307 8 includes include VERB crl-16142 307 9 overall overall ADJ crl-16142 307 10 number number NOUN crl-16142 307 11 of of ADP crl-16142 307 12 faculty faculty NOUN crl-16142 307 13 and and CCONJ crl-16142 307 14 staff staff NOUN crl-16142 307 15 on on ADP crl-16142 307 16 campus campus NOUN crl-16142 307 17 — — PUNCT crl-16142 307 18 and and CCONJ crl-16142 307 19 which which PRON crl-16142 307 20 presumably presumably ADV crl-16142 307 21 includes include VERB crl-16142 307 22 librarians librarian NOUN crl-16142 307 23 — — PUNCT crl-16142 307 24 is be AUX crl-16142 307 25 a a DET crl-16142 307 26 major major ADJ crl-16142 307 27 factor factor NOUN crl-16142 307 28 in in ADP crl-16142 307 29 college college NOUN crl-16142 307 30 persistence.55 persistence.55 NOUN crl-16142 307 31 all all PRON crl-16142 307 32 of of ADP crl-16142 307 33 these these PRON crl-16142 307 34 are be AUX crl-16142 307 35 measures measure NOUN crl-16142 307 36 of of ADP crl-16142 307 37 elite elite ADJ crl-16142 307 38 institutions institution NOUN crl-16142 307 39 that that PRON crl-16142 307 40 attract attract VERB crl-16142 307 41 elite elite ADJ crl-16142 307 42 students,56 students,56 NOUN crl-16142 307 43 who who PRON crl-16142 307 44 are be AUX crl-16142 307 45 more more ADV crl-16142 307 46 likely likely ADJ crl-16142 307 47 to to PART crl-16142 307 48 persist persist VERB crl-16142 307 49 and and CCONJ crl-16142 307 50 graduate graduate VERB crl-16142 307 51 from from ADP crl-16142 307 52 college college NOUN crl-16142 307 53 . . PUNCT crl-16142 308 1 the the DET crl-16142 308 2 second second ADJ crl-16142 308 3 category category NOUN crl-16142 308 4 of of ADP crl-16142 308 5 collinear collinear ADJ crl-16142 308 6 factors factor NOUN crl-16142 308 7 relate relate VERB crl-16142 308 8 to to ADP crl-16142 308 9 the the DET crl-16142 308 10 support support NOUN crl-16142 308 11 offered offer VERB crl-16142 308 12 to to ADP crl-16142 308 13 students student NOUN crl-16142 308 14 by by ADP crl-16142 308 15 the the DET crl-16142 308 16 university university NOUN crl-16142 308 17 . . PUNCT crl-16142 309 1 a a DET crl-16142 309 2 welcoming welcome VERB crl-16142 309 3 , , PUNCT crl-16142 309 4 inclusive inclusive ADJ crl-16142 309 5 environment environment NOUN crl-16142 309 6 leads lead VERB crl-16142 309 7 to to ADP crl-16142 309 8 student student NOUN crl-16142 309 9 persistence;57 persistence;57 NOUN crl-16142 309 10 we we PRON crl-16142 309 11 believe believe VERB crl-16142 309 12 that that SCONJ crl-16142 309 13 more more ADJ crl-16142 309 14 library library NOUN crl-16142 309 15 staff staff NOUN crl-16142 309 16 per per ADP crl-16142 309 17 student student NOUN crl-16142 309 18 provides provide VERB crl-16142 309 19 greater great ADJ crl-16142 309 20 opportunities opportunity NOUN crl-16142 309 21 for for ADP crl-16142 309 22 welcoming welcome VERB crl-16142 309 23 interactions interaction NOUN crl-16142 309 24 . . PUNCT crl-16142 310 1 students student NOUN crl-16142 310 2 who who PRON crl-16142 310 3 are be AUX crl-16142 310 4 engaged engaged ADJ crl-16142 310 5 are be AUX crl-16142 310 6 much much ADV crl-16142 310 7 more more ADV crl-16142 310 8 likely likely ADJ crl-16142 310 9 to to PART crl-16142 310 10 persist persist VERB crl-16142 310 11 and and CCONJ crl-16142 310 12 graduate graduate VERB crl-16142 310 13 from from ADP crl-16142 310 14 college;58 college;58 NOUN crl-16142 310 15 more more ADJ crl-16142 310 16 interactions interaction NOUN crl-16142 310 17 lead lead VERB crl-16142 310 18 to to ADP crl-16142 310 19 stronger strong ADJ crl-16142 310 20 engagement engagement NOUN crl-16142 310 21 . . PUNCT crl-16142 311 1 one one NUM crl-16142 311 2 factor factor NOUN crl-16142 311 3 of of ADP crl-16142 311 4 engagement engagement NOUN crl-16142 311 5 is be AUX crl-16142 311 6 the the DET crl-16142 311 7 provision provision NOUN crl-16142 311 8 of of ADP crl-16142 311 9 learning learn VERB crl-16142 311 10 assistance assistance NOUN crl-16142 311 11 centers;59 centers;59 PROPN crl-16142 312 1 it it PRON crl-16142 312 2 is be AUX crl-16142 312 3 no no DET crl-16142 312 4 stretch stretch NOUN crl-16142 312 5 of of ADP crl-16142 312 6 the the DET crl-16142 312 7 imagination imagination NOUN crl-16142 312 8 to to PART crl-16142 312 9 include include VERB crl-16142 312 10 the the DET crl-16142 312 11 library library NOUN crl-16142 312 12 as as ADP crl-16142 312 13 a a DET crl-16142 312 14 specialized specialized ADJ crl-16142 312 15 type type NOUN crl-16142 312 16 of of ADP crl-16142 312 17 learning learn VERB crl-16142 312 18 assistance assistance NOUN crl-16142 312 19 center center NOUN crl-16142 312 20 . . PUNCT crl-16142 313 1 though though SCONJ crl-16142 313 2 it it PRON crl-16142 313 3 is be AUX crl-16142 313 4 interesting interesting ADJ crl-16142 313 5 to to PART crl-16142 313 6 speculate speculate VERB crl-16142 313 7 on on ADP crl-16142 313 8 collinear collinear ADJ crl-16142 313 9 factors factor NOUN crl-16142 313 10 , , PUNCT crl-16142 313 11 we we PRON crl-16142 313 12 are be AUX crl-16142 313 13 more more ADV crl-16142 313 14 intrigued intrigue VERB crl-16142 313 15 by by ADP crl-16142 313 16 the the DET crl-16142 313 17 indirect indirect ADJ crl-16142 313 18 impact impact NOUN crl-16142 313 19 the the DET crl-16142 313 20 library library NOUN crl-16142 313 21 might might AUX crl-16142 313 22 have have VERB crl-16142 313 23 on on ADP crl-16142 313 24 student student NOUN crl-16142 313 25 persistence persistence NOUN crl-16142 313 26 . . PUNCT crl-16142 314 1 why why SCONJ crl-16142 314 2 does do AUX crl-16142 314 3 the the DET crl-16142 314 4 ratio ratio NOUN crl-16142 314 5 of of ADP crl-16142 314 6 librarians librarians PROPN crl-16142 314 7 make make VERB crl-16142 314 8 a a DET crl-16142 314 9 predictive predictive ADJ crl-16142 314 10 difference difference NOUN crl-16142 314 11 when when SCONJ crl-16142 314 12 individual individual ADJ crl-16142 314 13 input input NOUN crl-16142 314 14 and and CCONJ crl-16142 314 15 output output NOUN crl-16142 314 16 measures measure NOUN crl-16142 314 17 do do AUX crl-16142 314 18 not not PART crl-16142 314 19 make make VERB crl-16142 314 20 a a DET crl-16142 314 21 difference difference NOUN crl-16142 314 22 ? ? PUNCT crl-16142 315 1 in in ADP crl-16142 315 2 other other ADJ crl-16142 315 3 words word NOUN crl-16142 315 4 , , PUNCT crl-16142 315 5 why why SCONJ crl-16142 315 6 does do AUX crl-16142 315 7 the the DET crl-16142 315 8 ratio ratio NOUN crl-16142 315 9 of of ADP crl-16142 315 10 librarians librarian NOUN crl-16142 315 11 to to ADP crl-16142 315 12 students student NOUN crl-16142 315 13 make make VERB crl-16142 315 14 a a DET crl-16142 315 15 difference difference NOUN crl-16142 315 16 when when SCONJ crl-16142 315 17 the the DET crl-16142 315 18 activities activity NOUN crl-16142 315 19 that that PRON crl-16142 315 20 librarians librarian VERB crl-16142 315 21 engage engage VERB crl-16142 315 22 in in ADP crl-16142 315 23 do do AUX crl-16142 315 24 not not PART crl-16142 315 25 make make VERB crl-16142 315 26 a a DET crl-16142 315 27 difference difference NOUN crl-16142 315 28 ? ? PUNCT crl-16142 316 1 we we PRON crl-16142 316 2 propose propose VERB crl-16142 316 3 using use VERB crl-16142 316 4 systems system NOUN crl-16142 316 5 thinking think VERB crl-16142 316 6 as as ADP crl-16142 316 7 a a DET crl-16142 316 8 possible possible ADJ crl-16142 316 9 explanation explanation NOUN crl-16142 316 10 . . PUNCT crl-16142 317 1 systems system NOUN crl-16142 317 2 thinking thinking NOUN crl-16142 317 3 looks look VERB crl-16142 317 4 at at ADP crl-16142 317 5 an an DET crl-16142 317 6 organization organization NOUN crl-16142 317 7 — — PUNCT crl-16142 317 8 not not PART crl-16142 317 9 as as ADP crl-16142 317 10 individual individual ADJ crl-16142 317 11 parts part NOUN crl-16142 317 12 — — PUNCT crl-16142 317 13 but but CCONJ crl-16142 317 14 as as ADP crl-16142 317 15 people people NOUN crl-16142 317 16 and and CCONJ crl-16142 317 17 units unit NOUN crl-16142 317 18 and and CCONJ crl-16142 317 19 the the DET crl-16142 317 20 relationships relationship NOUN crl-16142 317 21 between between ADP crl-16142 317 22 them they PRON crl-16142 317 23 interacting interact VERB crl-16142 317 24 to to PART crl-16142 317 25 form form VERB crl-16142 317 26 a a DET crl-16142 317 27 complex complex ADJ crl-16142 317 28 whole whole NOUN crl-16142 317 29 . . PUNCT crl-16142 318 1 academic academic ADJ crl-16142 318 2 libraries library NOUN crl-16142 318 3 are be AUX crl-16142 318 4 part part NOUN crl-16142 318 5 of of ADP crl-16142 318 6 a a DET crl-16142 318 7 complex complex ADJ crl-16142 318 8 social social ADJ crl-16142 318 9 system system NOUN crl-16142 318 10 that that PRON crl-16142 318 11 includes include VERB crl-16142 318 12 the the DET crl-16142 318 13 university university NOUN crl-16142 318 14 in in ADP crl-16142 318 15 the the DET crl-16142 318 16 environment environment NOUN crl-16142 318 17 of of ADP crl-16142 318 18 the the DET crl-16142 318 19 surrounding surround VERB crl-16142 318 20 community community NOUN crl-16142 318 21 . . PUNCT crl-16142 319 1 when when SCONJ crl-16142 319 2 an an DET crl-16142 319 3 institution institution NOUN crl-16142 319 4 has have VERB crl-16142 319 5 more more ADJ crl-16142 319 6 professional professional ADJ crl-16142 319 7 staff staff NOUN crl-16142 319 8 , , PUNCT crl-16142 319 9 they they PRON crl-16142 319 10 are be AUX crl-16142 319 11 more more ADV crl-16142 319 12 likely likely ADJ crl-16142 319 13 to to PART crl-16142 319 14 interact interact VERB crl-16142 319 15 with with ADP crl-16142 319 16 the the DET crl-16142 319 17 university university NOUN crl-16142 319 18 and and CCONJ crl-16142 319 19 its its PRON crl-16142 319 20 students student NOUN crl-16142 319 21 and and CCONJ crl-16142 319 22 faculty faculty NOUN crl-16142 319 23 , , PUNCT crl-16142 319 24 leading lead VERB crl-16142 319 25 to to ADP crl-16142 319 26 improved improved ADJ crl-16142 319 27 information information NOUN crl-16142 319 28 flow flow NOUN crl-16142 319 29 , , PUNCT crl-16142 319 30 communication communication NOUN crl-16142 319 31 , , PUNCT crl-16142 319 32 and and CCONJ crl-16142 319 33 feedback feedback NOUN crl-16142 319 34 ; ; PUNCT crl-16142 319 35 and and CCONJ crl-16142 319 36 ultimately ultimately ADV crl-16142 319 37 an an DET crl-16142 319 38 organization organization NOUN crl-16142 319 39 better well ADV crl-16142 319 40 adapted adapt VERB crl-16142 319 41 to to ADP crl-16142 319 42 helping help VERB crl-16142 319 43 students student NOUN crl-16142 319 44 succeed succeed VERB crl-16142 319 45 . . PUNCT crl-16142 320 1 it it PRON crl-16142 320 2 is be AUX crl-16142 320 3 not not PART crl-16142 320 4 the the DET crl-16142 320 5 individual individual ADJ crl-16142 320 6 input input NOUN crl-16142 320 7 measures measure NOUN crl-16142 320 8 such such ADJ crl-16142 320 9 as as ADP crl-16142 320 10 collections collection NOUN crl-16142 320 11 and and CCONJ crl-16142 320 12 output output NOUN crl-16142 320 13 measures measure NOUN crl-16142 320 14 such such ADJ crl-16142 320 15 as as ADP crl-16142 320 16 use use NOUN crl-16142 320 17 and and CCONJ crl-16142 320 18 services service NOUN crl-16142 320 19 that that PRON crl-16142 320 20 make make VERB crl-16142 320 21 a a DET crl-16142 320 22 difference difference NOUN crl-16142 320 23 . . PUNCT crl-16142 321 1 instead instead ADV crl-16142 321 2 , , PUNCT crl-16142 321 3 it it PRON crl-16142 321 4 is be AUX crl-16142 321 5 the the DET crl-16142 321 6 complex complex ADJ crl-16142 321 7 interrelationships interrelationship NOUN crl-16142 321 8 between between ADP crl-16142 321 9 these these DET crl-16142 321 10 factors factor NOUN crl-16142 321 11 and and CCONJ crl-16142 321 12 the the DET crl-16142 321 13 professional professional ADJ crl-16142 321 14 library library NOUN crl-16142 321 15 staff staff NOUN crl-16142 321 16 and and CCONJ crl-16142 321 17 the the DET crl-16142 321 18 students student NOUN crl-16142 321 19 and and CCONJ crl-16142 321 20 faculty faculty NOUN crl-16142 321 21 that that PRON crl-16142 321 22 make make VERB crl-16142 321 23 a a DET crl-16142 321 24 difference difference NOUN crl-16142 321 25 in in ADP crl-16142 321 26 student student NOUN crl-16142 321 27 persistence persistence NOUN crl-16142 321 28 . . PUNCT crl-16142 322 1 all all PRON crl-16142 322 2 of of ADP crl-16142 322 3 these these DET crl-16142 322 4 variables variable NOUN crl-16142 322 5 are be AUX crl-16142 322 6 reflections reflection NOUN crl-16142 322 7 of of ADP crl-16142 322 8 the the DET crl-16142 322 9 library library NOUN crl-16142 322 10 , , PUNCT crl-16142 322 11 the the DET crl-16142 322 12 university university NOUN crl-16142 322 13 , , PUNCT crl-16142 322 14 and and CCONJ crl-16142 322 15 the the DET crl-16142 322 16 relationship relationship NOUN crl-16142 322 17 between between ADP crl-16142 322 18 them they PRON crl-16142 322 19 . . PUNCT crl-16142 323 1 our our PRON crl-16142 323 2 study study NOUN crl-16142 323 3 is be AUX crl-16142 323 4 an an DET crl-16142 323 5 important important ADJ crl-16142 323 6 early early ADJ crl-16142 323 7 step step NOUN crl-16142 323 8 in in ADP crl-16142 323 9 demonstrating demonstrate VERB crl-16142 323 10 the the DET crl-16142 323 11 library library NOUN crl-16142 323 12 ’s ’s PART crl-16142 323 13 impact impact NOUN crl-16142 323 14 on on ADP crl-16142 323 15 student student NOUN crl-16142 323 16 persistence persistence NOUN crl-16142 323 17 , , PUNCT crl-16142 323 18 but but CCONJ crl-16142 323 19 it it PRON crl-16142 323 20 raises raise VERB crl-16142 323 21 many many ADJ crl-16142 323 22 questions question NOUN crl-16142 323 23 that that PRON crl-16142 323 24 need need VERB crl-16142 323 25 to to PART crl-16142 323 26 be be AUX crl-16142 323 27 addressed address VERB crl-16142 323 28 by by ADP crl-16142 323 29 future future ADJ crl-16142 323 30 research research NOUN crl-16142 323 31 . . PUNCT crl-16142 324 1 why why SCONJ crl-16142 324 2 does do AUX crl-16142 324 3 the the DET crl-16142 324 4 ratio ratio NOUN crl-16142 324 5 of of ADP crl-16142 324 6 professional professional ADJ crl-16142 324 7 library library NOUN crl-16142 324 8 staff staff NOUN crl-16142 324 9 have have VERB crl-16142 324 10 an an DET crl-16142 324 11 impact impact NOUN crl-16142 324 12 on on ADP crl-16142 324 13 student student NOUN crl-16142 324 14 persistence persistence NOUN crl-16142 324 15 ? ? PUNCT crl-16142 325 1 how how SCONJ crl-16142 325 2 many many ADJ crl-16142 325 3 librarians librarian NOUN crl-16142 325 4 does do AUX crl-16142 325 5 it it PRON crl-16142 325 6 take take VERB crl-16142 325 7 to to PART crl-16142 325 8 make make VERB crl-16142 325 9 a a DET crl-16142 325 10 difference difference NOUN crl-16142 325 11 ? ? PUNCT crl-16142 326 1 is be AUX crl-16142 326 2 there there PRON crl-16142 326 3 an an DET crl-16142 326 4 optimal optimal ADJ crl-16142 326 5 number number NOUN crl-16142 326 6 of of ADP crl-16142 326 7 librarians librarian NOUN crl-16142 326 8 ? ? PUNCT crl-16142 327 1 why why SCONJ crl-16142 327 2 do do AUX crl-16142 327 3 persistence persistence NOUN crl-16142 327 4 numbers number NOUN crl-16142 327 5 drop drop VERB crl-16142 327 6 so so ADV crl-16142 327 7 precipitously precipitously ADV crl-16142 327 8 as as ADP crl-16142 327 9 virtually virtually ADV crl-16142 327 10 all all DET crl-16142 327 11 library library NOUN crl-16142 327 12 professional professional ADJ crl-16142 327 13 staff staff NOUN crl-16142 327 14 are be AUX crl-16142 327 15 eliminated eliminate VERB crl-16142 327 16 ? ? PUNCT crl-16142 328 1 what what PRON crl-16142 328 2 aspects aspect NOUN crl-16142 328 3 of of ADP crl-16142 328 4 the the DET crl-16142 328 5 library library NOUN crl-16142 328 6 contribute contribute VERB crl-16142 328 7 directly directly ADV crl-16142 328 8 and and CCONJ crl-16142 328 9 indirectly indirectly ADV crl-16142 328 10 to to PART crl-16142 328 11 student student NOUN crl-16142 328 12 persistence persistence NOUN crl-16142 328 13 ? ? PUNCT crl-16142 329 1 do do AUX crl-16142 329 2 the the DET crl-16142 329 3 findings finding NOUN crl-16142 329 4 of of ADP crl-16142 329 5 this this DET crl-16142 329 6 study study NOUN crl-16142 329 7 apply apply VERB crl-16142 329 8 to to ADP crl-16142 329 9 non non ADJ crl-16142 329 10 - - ADJ crl-16142 329 11 arl arl ADJ crl-16142 329 12 academic academic ADJ crl-16142 329 13 libraries library NOUN crl-16142 329 14 ? ? PUNCT crl-16142 330 1 how how SCONJ crl-16142 330 2 will will AUX crl-16142 330 3 administrators administrator NOUN crl-16142 330 4 at at ADP crl-16142 330 5 an an DET crl-16142 330 6 individual individual ADJ crl-16142 330 7 institution institution NOUN crl-16142 330 8 measure measure VERB crl-16142 330 9 the the DET crl-16142 330 10 impact impact NOUN crl-16142 330 11 on on ADP crl-16142 330 12 persistence persistence NOUN crl-16142 330 13 of of ADP crl-16142 330 14 hiring hire VERB crl-16142 330 15 additional additional ADJ crl-16142 330 16 librarians librarian NOUN crl-16142 330 17 ? ? PUNCT crl-16142 331 1 does do AUX crl-16142 331 2 the the DET crl-16142 331 3 leeway leeway NOUN crl-16142 331 4 given give VERB crl-16142 331 5 to to ADP crl-16142 331 6 arl arl PROPN crl-16142 331 7 libraries library NOUN crl-16142 331 8 in in ADP crl-16142 331 9 defining define VERB crl-16142 331 10 professional professional ADJ crl-16142 331 11 staff staff NOUN crl-16142 331 12 make make VERB crl-16142 331 13 a a DET crl-16142 331 14 difference difference NOUN crl-16142 331 15 ? ? PUNCT crl-16142 332 1 does do AUX crl-16142 332 2 librarian librarian ADJ crl-16142 332 3 specialty specialty NOUN crl-16142 332 4 make make VERB crl-16142 332 5 a a DET crl-16142 332 6 difference difference NOUN crl-16142 332 7 ? ? PUNCT crl-16142 333 1 how how SCONJ crl-16142 333 2 does do AUX crl-16142 333 3 the the DET crl-16142 333 4 library library NOUN crl-16142 333 5 ’s ’s PART crl-16142 333 6 role role NOUN crl-16142 333 7 in in ADP crl-16142 333 8 a a DET crl-16142 333 9 larger large ADJ crl-16142 333 10 university university NOUN crl-16142 333 11 system system NOUN crl-16142 333 12 contribute contribute VERB crl-16142 333 13 to to ADP crl-16142 333 14 student student NOUN crl-16142 333 15 persistence persistence NOUN crl-16142 333 16 ? ? PUNCT crl-16142 334 1 where where SCONJ crl-16142 334 2 does do AUX crl-16142 334 3 library library NOUN crl-16142 334 4 and and CCONJ crl-16142 334 5 librarian librarian ADJ crl-16142 334 6 quality quality NOUN crl-16142 334 7 enter enter VERB crl-16142 334 8 the the DET crl-16142 334 9 equation equation NOUN crl-16142 334 10 ? ? PUNCT crl-16142 335 1 the the DET crl-16142 335 2 answers answer NOUN crl-16142 335 3 to to ADP crl-16142 335 4 these these DET crl-16142 335 5 questions question NOUN crl-16142 335 6 will will AUX crl-16142 335 7 begin begin VERB crl-16142 335 8 to to PART crl-16142 335 9 address address VERB crl-16142 335 10 the the DET crl-16142 335 11 specific specific ADJ crl-16142 335 12 impact impact NOUN crl-16142 335 13 that that PRON crl-16142 335 14 the the DET crl-16142 335 15 academic academic ADJ crl-16142 335 16 library library NOUN crl-16142 335 17 has have VERB crl-16142 335 18 on on ADP crl-16142 335 19 student student NOUN crl-16142 335 20 success success NOUN crl-16142 335 21 . . PUNCT crl-16142 336 1 the the DET crl-16142 336 2 academic academic ADJ crl-16142 336 3 library library NOUN crl-16142 336 4 impact impact NOUN crl-16142 336 5 on on ADP crl-16142 336 6 student student NOUN crl-16142 336 7 persistence persistence NOUN crl-16142 336 8 147 147 NUM crl-16142 336 9 structure structure NOUN crl-16142 336 10 of of ADP crl-16142 336 11 the the DET crl-16142 336 12 dataset dataset PROPN crl-16142 336 13 col col PROPN crl-16142 336 14 . . PROPN crl-16142 336 15 # # PROPN crl-16142 336 16 variable variable PROPN crl-16142 336 17 name name NOUN crl-16142 336 18 variable variable ADJ crl-16142 336 19 description description NOUN crl-16142 336 20 variable variable ADJ crl-16142 336 21 metric/ metric/ NUM crl-16142 336 22 labels label NOUN crl-16142 337 1 1 1 NUM crl-16142 337 2 i i NOUN crl-16142 337 3 d d PROPN crl-16142 337 4 i i NOUN crl-16142 337 5 d d NOUN crl-16142 337 6 number number NOUN crl-16142 337 7 integer integer NOUN crl-16142 337 8 2 2 NUM crl-16142 337 9 name name NOUN crl-16142 337 10 institution institution NOUN crl-16142 337 11 name name NOUN crl-16142 337 12 alphanumeric alphanumeric ADJ crl-16142 337 13 3 3 NUM crl-16142 337 14 ret ret PROPN crl-16142 337 15 fall fall NOUN crl-16142 337 16 2005 2005 NUM crl-16142 337 17 full full ADJ crl-16142 337 18 - - PUNCT crl-16142 337 19 time time NOUN crl-16142 337 20 cohort cohort NOUN crl-16142 337 21 3rd 3rd ADJ crl-16142 337 22 semester semester NOUN crl-16142 337 23 retention retention NOUN crl-16142 337 24 rate rate NOUN crl-16142 337 25 percent percent NOUN crl-16142 337 26 4 4 NUM crl-16142 337 27 grad grad ADJ crl-16142 337 28 fall fall NOUN crl-16142 337 29 2000 2000 NUM crl-16142 337 30 full full ADJ crl-16142 337 31 - - PUNCT crl-16142 337 32 time time NOUN crl-16142 337 33 cohort cohort NOUN crl-16142 337 34 6 6 NUM crl-16142 337 35 - - PUNCT crl-16142 337 36 year year NOUN crl-16142 337 37 graduation graduation NOUN crl-16142 337 38 rate rate NOUN crl-16142 337 39 percent percent NOUN crl-16142 337 40 5 5 NUM crl-16142 337 41 voltot voltot NOUN crl-16142 337 42 volumes volume NOUN crl-16142 337 43 in in ADP crl-16142 337 44 library library NOUN crl-16142 337 45 number number NOUN crl-16142 337 46 6 6 NUM crl-16142 337 47 lg10voltot lg10voltot PROPN crl-16142 337 48 log log NOUN crl-16142 337 49 10 10 NUM crl-16142 337 50 of of ADP crl-16142 337 51 volumes volume NOUN crl-16142 337 52 in in ADP crl-16142 337 53 library library NOUN crl-16142 337 54 number number NOUN crl-16142 337 55 7 7 NUM crl-16142 337 56 voladd voladd NOUN crl-16142 337 57 volumes volume NOUN crl-16142 337 58 added add VERB crl-16142 337 59 number number NOUN crl-16142 337 60 8 8 NUM crl-16142 337 61 lg10voladd lg10voladd NOUN crl-16142 337 62 log log NOUN crl-16142 337 63 10 10 NUM crl-16142 337 64 of of ADP crl-16142 337 65 volumes volume NOUN crl-16142 337 66 added add VERB crl-16142 337 67 number number NOUN crl-16142 337 68 9 9 NUM crl-16142 337 69 exptot exptot NOUN crl-16142 337 70 expenditure expenditure NOUN crl-16142 337 71 on on ADP crl-16142 337 72 total total ADJ crl-16142 337 73 library library NOUN crl-16142 337 74 materials material NOUN crl-16142 337 75 amount amount NOUN crl-16142 337 76 in in ADP crl-16142 337 77 us we PRON crl-16142 337 78 dollars dollar VERB crl-16142 337 79 10 10 NUM crl-16142 337 80 lg10exptot lg10exptot NOUN crl-16142 337 81 log log NOUN crl-16142 337 82 10 10 NUM crl-16142 337 83 of of ADP crl-16142 337 84 expenditure expenditure NOUN crl-16142 337 85 on on ADP crl-16142 337 86 total total ADJ crl-16142 337 87 library library NOUN crl-16142 337 88 materials material NOUN crl-16142 337 89 number number NOUN crl-16142 337 90 11 11 NUM crl-16142 337 91 wagetot wagetot PROPN crl-16142 337 92 total total NOUN crl-16142 337 93 salaries salary NOUN crl-16142 337 94 & & CCONJ crl-16142 337 95 wages wage NOUN crl-16142 337 96 amount amount VERB crl-16142 337 97 in in ADP crl-16142 337 98 us we PRON crl-16142 337 99 dollars dollar VERB crl-16142 337 100 12 12 NUM crl-16142 337 101 lg10wagetot lg10wagetot PROPN crl-16142 337 102 log log NOUN crl-16142 337 103 10 10 NUM crl-16142 337 104 of of ADP crl-16142 337 105 total total ADJ crl-16142 337 106 salaries salary NOUN crl-16142 337 107 & & CCONJ crl-16142 337 108 wages wage NOUN crl-16142 337 109 number number NOUN crl-16142 337 110 13 13 NUM crl-16142 337 111 fteprof fteprof NOUN crl-16142 337 112 professional professional ADJ crl-16142 337 113 staff staff NOUN crl-16142 337 114 ( ( PUNCT crl-16142 337 115 fte fte NOUN crl-16142 337 116 ) ) PUNCT crl-16142 337 117 number number NOUN crl-16142 337 118 14 14 NUM crl-16142 337 119 profpct profpct ADJ crl-16142 337 120 ratio ratio NOUN crl-16142 337 121 of of ADP crl-16142 337 122 professional professional ADJ crl-16142 337 123 library library NOUN crl-16142 337 124 staff staff NOUN crl-16142 337 125 to to ADP crl-16142 337 126 fulltime fulltime ADJ crl-16142 337 127 students student NOUN crl-16142 337 128 ratio ratio VERB crl-16142 337 129 15 15 NUM crl-16142 337 130 lg10profpct lg10profpct PROPN crl-16142 337 131 log log NOUN crl-16142 337 132 10 10 NUM crl-16142 337 133 of of ADP crl-16142 337 134 ratio ratio NOUN crl-16142 337 135 of of ADP crl-16142 337 136 professional professional ADJ crl-16142 337 137 library library NOUN crl-16142 337 138 staff staff NOUN crl-16142 337 139 to to ADP crl-16142 337 140 full full ADJ crl-16142 337 141 - - PUNCT crl-16142 337 142 time time NOUN crl-16142 337 143 students student NOUN crl-16142 337 144 number number NOUN crl-16142 337 145 16 16 NUM crl-16142 337 146 classatt classatt PROPN crl-16142 337 147 participants participant NOUN crl-16142 337 148 in in ADP crl-16142 337 149 group group NOUN crl-16142 337 150 presentations presentation NOUN crl-16142 337 151 number number NOUN crl-16142 337 152 17 17 NUM crl-16142 337 153 classpct classpct NOUN crl-16142 337 154 ratio ratio NOUN crl-16142 337 155 of of ADP crl-16142 337 156 students student NOUN crl-16142 337 157 receiving receive VERB crl-16142 337 158 library library NOUN crl-16142 337 159 instruction instruction NOUN crl-16142 337 160 to to ADP crl-16142 337 161 full full ADJ crl-16142 337 162 - - PUNCT crl-16142 337 163 time time NOUN crl-16142 337 164 students student NOUN crl-16142 337 165 ratio ratio VERB crl-16142 337 166 18 18 NUM crl-16142 337 167 lg10claspct lg10claspct ADJ crl-16142 337 168 log log NOUN crl-16142 337 169 10 10 NUM crl-16142 337 170 of of ADP crl-16142 337 171 ratio ratio NOUN crl-16142 337 172 of of ADP crl-16142 337 173 students student NOUN crl-16142 337 174 receiving receive VERB crl-16142 337 175 library library NOUN crl-16142 337 176 instruction instruction NOUN crl-16142 337 177 to to ADP crl-16142 337 178 full full ADJ crl-16142 337 179 - - PUNCT crl-16142 337 180 time time NOUN crl-16142 337 181 students student NOUN crl-16142 337 182 number number NOUN crl-16142 337 183 19 19 NUM crl-16142 337 184 ref ref ADJ crl-16142 337 185 reference reference NOUN crl-16142 337 186 transactions transaction NOUN crl-16142 337 187 number number NOUN crl-16142 337 188 appendix appendix PROPN crl-16142 337 189 : : PUNCT crl-16142 337 190 library library NOUN crl-16142 337 191 and and CCONJ crl-16142 337 192 student student NOUN crl-16142 337 193 success success NOUN crl-16142 337 194 codebook codebook VERB crl-16142 337 195 dataset dataset PROPN crl-16142 337 196 arl arl PROPN crl-16142 337 197 final final PROPN crl-16142 337 198 variables variable NOUN crl-16142 337 199 2005-06.sav 2005-06.sav NUM crl-16142 337 200 . . PROPN crl-16142 337 201 overview overview PROPN crl-16142 337 202 arl arl PROPN crl-16142 337 203 2005 2005 NUM crl-16142 337 204 - - SYM crl-16142 337 205 06 06 NUM crl-16142 337 206 statistics statistic NOUN crl-16142 337 207 for for ADP crl-16142 337 208 collections collection NOUN crl-16142 337 209 , , PUNCT crl-16142 337 210 expenditures expenditure NOUN crl-16142 337 211 , , PUNCT crl-16142 337 212 staff staff NOUN crl-16142 337 213 , , PUNCT crl-16142 337 214 and and CCONJ crl-16142 337 215 services service NOUN crl-16142 337 216 and and CCONJ crl-16142 337 217 ipeds iped VERB crl-16142 337 218 statistics statistic NOUN crl-16142 337 219 for for ADP crl-16142 337 220 fall fall NOUN crl-16142 337 221 - - PUNCT crl-16142 337 222 to to ADP crl-16142 337 223 - - PUNCT crl-16142 337 224 fall fall NOUN crl-16142 337 225 persistence persistence NOUN crl-16142 337 226 , , PUNCT crl-16142 337 227 student student NOUN crl-16142 337 228 degree degree NOUN crl-16142 337 229 completion completion NOUN crl-16142 337 230 , , PUNCT crl-16142 337 231 gender gender NOUN crl-16142 337 232 , , PUNCT crl-16142 337 233 race race NOUN crl-16142 337 234 / / SYM crl-16142 337 235 ethnicity ethnicity NOUN crl-16142 337 236 , , PUNCT crl-16142 337 237 and and CCONJ crl-16142 337 238 financial financial ADJ crl-16142 337 239 aid aid NOUN crl-16142 337 240 . . PUNCT crl-16142 338 1 source source NOUN crl-16142 338 2 arl arl PROPN crl-16142 338 3 ( ( PUNCT crl-16142 338 4 association association NOUN crl-16142 338 5 of of ADP crl-16142 338 6 research research NOUN crl-16142 338 7 libraries library NOUN crl-16142 338 8 ) ) PUNCT crl-16142 338 9 and and CCONJ crl-16142 338 10 ipeds iped NOUN crl-16142 338 11 ( ( PUNCT crl-16142 338 12 integrated integrate VERB crl-16142 338 13 postsecondary postsecondary ADJ crl-16142 338 14 education education NOUN crl-16142 338 15 data datum NOUN crl-16142 338 16 system system NOUN crl-16142 338 17 ) ) PUNCT crl-16142 338 18 annual annual ADJ crl-16142 338 19 statistics statistic NOUN crl-16142 338 20 for for ADP crl-16142 338 21 2005 2005 NUM crl-16142 338 22 - - SYM crl-16142 338 23 06 06 NUM crl-16142 338 24 . . PUNCT crl-16142 339 1 sample sample NOUN crl-16142 339 2 size size NOUN crl-16142 339 3 99 99 NUM crl-16142 339 4 arl arl PROPN crl-16142 339 5 member member NOUN crl-16142 339 6 academic academic ADJ crl-16142 339 7 libraries library NOUN crl-16142 339 8 ( ( PUNCT crl-16142 339 9 excluding exclude VERB crl-16142 339 10 non non ADJ crl-16142 339 11 - - ADJ crl-16142 339 12 university university ADJ crl-16142 339 13 arl arl PROPN crl-16142 339 14 member member NOUN crl-16142 339 15 libraries library NOUN crl-16142 339 16 ) ) PUNCT crl-16142 339 17 . . PUNCT crl-16142 340 1 date date NOUN crl-16142 340 2 2005 2005 NUM crl-16142 340 3 - - SYM crl-16142 340 4 06 06 NUM crl-16142 340 5 data datum NOUN crl-16142 340 6 ; ; PUNCT crl-16142 340 7 selected select VERB crl-16142 340 8 and and CCONJ crl-16142 340 9 compiled compile VERB crl-16142 340 10 on on ADP crl-16142 340 11 march march PROPN crl-16142 340 12 18 18 NUM crl-16142 340 13 , , PUNCT crl-16142 340 14 2008 2008 NUM crl-16142 340 15 . . PUNCT crl-16142 341 1 148 148 NUM crl-16142 341 2 college college PROPN crl-16142 341 3 & & CCONJ crl-16142 341 4 research research PROPN crl-16142 341 5 libraries librarie VERB crl-16142 341 6 march march PROPN crl-16142 341 7 2011 2011 NUM crl-16142 341 8 structure structure NOUN crl-16142 341 9 of of ADP crl-16142 341 10 the the DET crl-16142 341 11 dataset dataset PROPN crl-16142 341 12 col col PROPN crl-16142 341 13 . . PROPN crl-16142 341 14 # # PROPN crl-16142 341 15 variable variable PROPN crl-16142 341 16 name name NOUN crl-16142 341 17 variable variable ADJ crl-16142 341 18 description description NOUN crl-16142 341 19 variable variable ADJ crl-16142 341 20 metric/ metric/ NUM crl-16142 341 21 labels label NOUN crl-16142 341 22 20 20 NUM crl-16142 341 23 lg10ref lg10ref PROPN crl-16142 341 24 log log NOUN crl-16142 341 25 10 10 NUM crl-16142 341 26 of of ADP crl-16142 341 27 reference reference NOUN crl-16142 341 28 transactions transaction NOUN crl-16142 341 29 number number NOUN crl-16142 341 30 21 21 NUM crl-16142 341 31 circ circ NOUN crl-16142 341 32 initial initial ADJ crl-16142 341 33 circulation circulation NOUN crl-16142 341 34 transactions transaction NOUN crl-16142 341 35 number number NOUN crl-16142 341 36 22 22 NUM crl-16142 341 37 lg10circ lg10circ PROPN crl-16142 341 38 log log NOUN crl-16142 341 39 10 10 NUM crl-16142 341 40 of of ADP crl-16142 341 41 initial initial ADJ crl-16142 341 42 circulation circulation NOUN crl-16142 341 43 transactions transaction NOUN crl-16142 341 44 number number NOUN crl-16142 341 45 23 23 NUM crl-16142 341 46 male male ADJ crl-16142 341 47 number number NOUN crl-16142 341 48 of of ADP crl-16142 341 49 full full ADJ crl-16142 341 50 - - PUNCT crl-16142 341 51 time time NOUN crl-16142 341 52 male male ADJ crl-16142 341 53 students student NOUN crl-16142 341 54 number number NOUN crl-16142 341 55 24 24 NUM crl-16142 341 56 female female ADJ crl-16142 341 57 number number NOUN crl-16142 341 58 of of ADP crl-16142 341 59 full full ADJ crl-16142 341 60 - - PUNCT crl-16142 341 61 time time NOUN crl-16142 341 62 female female ADJ crl-16142 341 63 students student NOUN crl-16142 341 64 number number NOUN crl-16142 341 65 25 25 NUM crl-16142 341 66 asian asian ADJ crl-16142 341 67 number number NOUN crl-16142 341 68 of of ADP crl-16142 341 69 full full ADJ crl-16142 341 70 - - PUNCT crl-16142 341 71 time time NOUN crl-16142 341 72 asian asian ADJ crl-16142 341 73 american american ADJ crl-16142 341 74 students student NOUN crl-16142 341 75 number number NOUN crl-16142 341 76 26 26 NUM crl-16142 341 77 black black ADJ crl-16142 341 78 number number NOUN crl-16142 341 79 of of ADP crl-16142 341 80 full full ADJ crl-16142 341 81 - - PUNCT crl-16142 341 82 time time NOUN crl-16142 341 83 black black ADJ crl-16142 341 84 students student NOUN crl-16142 341 85 number number NOUN crl-16142 341 86 27 27 NUM crl-16142 341 87 hispanic hispanic ADJ crl-16142 341 88 number number NOUN crl-16142 341 89 of of ADP crl-16142 341 90 full full ADJ crl-16142 341 91 - - PUNCT crl-16142 341 92 time time NOUN crl-16142 341 93 hispanic hispanic ADJ crl-16142 341 94 students student NOUN crl-16142 341 95 number number NOUN crl-16142 341 96 28 28 NUM crl-16142 341 97 indian indian ADJ crl-16142 341 98 number number NOUN crl-16142 341 99 of of ADP crl-16142 341 100 full full ADJ crl-16142 341 101 - - PUNCT crl-16142 341 102 time time NOUN crl-16142 341 103 american american PROPN crl-16142 341 104 indian indian PROPN crl-16142 341 105 students student NOUN crl-16142 341 106 number number NOUN crl-16142 341 107 29 29 NUM crl-16142 341 108 white white ADJ crl-16142 341 109 number number NOUN crl-16142 341 110 of of ADP crl-16142 341 111 full full ADJ crl-16142 341 112 - - PUNCT crl-16142 341 113 time time NOUN crl-16142 341 114 white white ADJ crl-16142 341 115 students student NOUN crl-16142 341 116 number number NOUN crl-16142 341 117 30 30 NUM crl-16142 341 118 finaid finaid ADJ crl-16142 341 119 percentage percentage NOUN crl-16142 341 120 of of ADP crl-16142 341 121 students student NOUN crl-16142 341 122 receiving receive VERB crl-16142 341 123 needbased needbased ADJ crl-16142 341 124 financial financial ADJ crl-16142 341 125 aid aid NOUN crl-16142 341 126 . . PUNCT crl-16142 342 1 finaid finaid PROPN crl-16142 342 2 serves serve VERB crl-16142 342 3 as as ADP crl-16142 342 4 an an DET crl-16142 342 5 indicator indicator NOUN crl-16142 342 6 for for ADP crl-16142 342 7 ses ses PROPN crl-16142 342 8 ( ( PUNCT crl-16142 342 9 socioeconomic socioeconomic ADJ crl-16142 342 10 status status NOUN crl-16142 342 11 ) ) PUNCT crl-16142 342 12 percent percent NOUN crl-16142 342 13 notes note NOUN crl-16142 342 14 1 1 NUM crl-16142 342 15 . . PUNCT crl-16142 343 1 r.r r.r PROPN crl-16142 343 2 . . PROPN crl-16142 343 3 powell powell PROPN crl-16142 343 4 , , PUNCT crl-16142 343 5 “ " PUNCT crl-16142 343 6 impact impact NOUN crl-16142 343 7 assessment assessment NOUN crl-16142 343 8 of of ADP crl-16142 343 9 university university NOUN crl-16142 343 10 libraries library NOUN crl-16142 343 11 : : PUNCT crl-16142 343 12 a a DET crl-16142 343 13 consideration consideration NOUN crl-16142 343 14 of of ADP crl-16142 343 15 issues issue NOUN crl-16142 343 16 and and CCONJ crl-16142 343 17 research research NOUN crl-16142 343 18 methodologies methodology NOUN crl-16142 343 19 , , PUNCT crl-16142 343 20 ” " PUNCT crl-16142 343 21 library library PROPN crl-16142 343 22 & & CCONJ crl-16142 343 23 information information PROPN crl-16142 343 24 science science PROPN crl-16142 343 25 research research NOUN crl-16142 343 26 14 14 NUM crl-16142 343 27 ( ( PUNCT crl-16142 343 28 1992 1992 NUM crl-16142 343 29 ): ): PUNCT crl-16142 343 30 245–58 245–58 PROPN crl-16142 343 31 . . PUNCT crl-16142 344 1 2 2 X crl-16142 344 2 . . X crl-16142 344 3 bonnie bonnie PROPN crl-16142 344 4 gratch gratch PROPN crl-16142 344 5 - - PUNCT crl-16142 344 6 lindauer lindauer NOUN crl-16142 344 7 , , PUNCT crl-16142 344 8 “ " PUNCT crl-16142 344 9 defining define VERB crl-16142 344 10 and and CCONJ crl-16142 344 11 measuring measure VERB crl-16142 344 12 the the DET crl-16142 344 13 library library NOUN crl-16142 344 14 ’s ’s PART crl-16142 344 15 impact impact NOUN crl-16142 344 16 on on ADP crl-16142 344 17 campuswide campuswide NOUN crl-16142 344 18 outcomes outcome NOUN crl-16142 344 19 , , PUNCT crl-16142 344 20 ” " PUNCT crl-16142 344 21 college college PROPN crl-16142 344 22 & & CCONJ crl-16142 344 23 research research PROPN crl-16142 344 24 libraries librarie VERB crl-16142 344 25 59 59 NUM crl-16142 344 26 , , PUNCT crl-16142 344 27 no no NOUN crl-16142 344 28 . . NOUN crl-16142 344 29 6 6 NUM crl-16142 344 30 ( ( PUNCT crl-16142 344 31 1993 1993 NUM crl-16142 344 32 ): ): PUNCT crl-16142 344 33 546–70 546–70 NUM crl-16142 344 34 . . PUNCT crl-16142 345 1 3 3 X crl-16142 345 2 . . X crl-16142 345 3 powell powell PROPN crl-16142 345 4 , , PUNCT crl-16142 345 5 “ " PUNCT crl-16142 345 6 impact impact NOUN crl-16142 345 7 assessment assessment NOUN crl-16142 345 8 of of ADP crl-16142 345 9 university university NOUN crl-16142 345 10 libraries library NOUN crl-16142 345 11 . . PUNCT crl-16142 345 12 ” " PUNCT crl-16142 346 1 4 4 X crl-16142 346 2 . . X crl-16142 346 3 gratch gratch NOUN crl-16142 346 4 - - PUNCT crl-16142 346 5 lindauer lindauer NOUN crl-16142 346 6 , , PUNCT crl-16142 346 7 “ " PUNCT crl-16142 346 8 defining define VERB crl-16142 346 9 and and CCONJ crl-16142 346 10 measuring measure VERB crl-16142 346 11 the the DET crl-16142 346 12 library library NOUN crl-16142 346 13 ’s ’s PART crl-16142 346 14 impact impact NOUN crl-16142 346 15 , , PUNCT crl-16142 346 16 ” " PUNCT crl-16142 346 17 548 548 NUM crl-16142 346 18 . . NUM crl-16142 347 1 5 5 X crl-16142 347 2 . . X crl-16142 347 3 ibid ibid NOUN crl-16142 347 4 . . PUNCT crl-16142 348 1 6 6 X crl-16142 348 2 . . PROPN crl-16142 348 3 kenneth kenneth PROPN crl-16142 348 4 r. r. PROPN crl-16142 348 5 smith smith PROPN crl-16142 348 6 , , PUNCT crl-16142 348 7 “ " PUNCT crl-16142 348 8 new new ADJ crl-16142 348 9 roles role NOUN crl-16142 348 10 and and CCONJ crl-16142 348 11 responsibilities responsibility NOUN crl-16142 348 12 for for ADP crl-16142 348 13 the the DET crl-16142 348 14 university university NOUN crl-16142 348 15 library library NOUN crl-16142 348 16 : : PUNCT crl-16142 348 17 advancing advance VERB crl-16142 348 18 student student NOUN crl-16142 348 19 learning learn VERB crl-16142 348 20 through through ADP crl-16142 348 21 outcomes outcome NOUN crl-16142 348 22 assessment assessment NOUN crl-16142 348 23 , , PUNCT crl-16142 348 24 ” " PUNCT crl-16142 348 25 journal journal PROPN crl-16142 348 26 of of ADP crl-16142 348 27 library library PROPN crl-16142 348 28 administration administration PROPN crl-16142 348 29 35 35 NUM crl-16142 348 30 , , PUNCT crl-16142 348 31 no no NOUN crl-16142 348 32 . . NOUN crl-16142 348 33 4 4 NUM crl-16142 348 34 ( ( PUNCT crl-16142 348 35 2001 2001 NUM crl-16142 348 36 ): ): PUNCT crl-16142 348 37 29–36 29–36 NUM crl-16142 348 38 . . NUM crl-16142 348 39 7 7 X crl-16142 348 40 . . PROPN crl-16142 348 41 bruce bruce PROPN crl-16142 348 42 t. t. PROPN crl-16142 348 43 fraser fraser PROPN crl-16142 348 44 , , PUNCT crl-16142 348 45 charles charles PROPN crl-16142 348 46 r. r. PROPN crl-16142 348 47 mcclure mcclure PROPN crl-16142 348 48 , , PUNCT crl-16142 348 49 and and CCONJ crl-16142 348 50 emily emily ADV crl-16142 348 51 h. h. PROPN crl-16142 348 52 leahy leahy PROPN crl-16142 348 53 , , PUNCT crl-16142 348 54 “ " PUNCT crl-16142 348 55 toward toward ADP crl-16142 348 56 a a DET crl-16142 348 57 framework framework NOUN crl-16142 348 58 for for ADP crl-16142 348 59 assessing assess VERB crl-16142 348 60 library library NOUN crl-16142 348 61 and and CCONJ crl-16142 348 62 institutional institutional ADJ crl-16142 348 63 outcomes outcome NOUN crl-16142 348 64 , , PUNCT crl-16142 348 65 ” " PUNCT crl-16142 348 66 portal portal ADJ crl-16142 348 67 : : PUNCT crl-16142 348 68 libraries library NOUN crl-16142 348 69 & & CCONJ crl-16142 348 70 the the DET crl-16142 348 71 academy academy NOUN crl-16142 348 72 2 2 NUM crl-16142 348 73 , , PUNCT crl-16142 348 74 no no NOUN crl-16142 348 75 . . NOUN crl-16142 348 76 4 4 NUM crl-16142 348 77 ( ( PUNCT crl-16142 348 78 2002 2002 NUM crl-16142 348 79 ): ): PUNCT crl-16142 348 80 505–28 505–28 NUM crl-16142 348 81 . . PUNCT crl-16142 349 1 see see VERB crl-16142 349 2 520 520 NUM crl-16142 349 3 for for ADP crl-16142 349 4 model model NOUN crl-16142 349 5 . . PROPN crl-16142 350 1 8 8 X crl-16142 350 2 . . PROPN crl-16142 350 3 sharon sharon PROPN crl-16142 350 4 a. a. PROPN crl-16142 350 5 weiner weiner PROPN crl-16142 350 6 , , PUNCT crl-16142 350 7 “ " PUNCT crl-16142 350 8 library library NOUN crl-16142 350 9 quality quality NOUN crl-16142 350 10 and and CCONJ crl-16142 350 11 impact impact NOUN crl-16142 350 12 : : PUNCT crl-16142 350 13 is be AUX crl-16142 350 14 there there PRON crl-16142 350 15 a a DET crl-16142 350 16 relationship relationship NOUN crl-16142 350 17 between between ADP crl-16142 350 18 new new ADJ crl-16142 350 19 measures measure NOUN crl-16142 350 20 and and CCONJ crl-16142 350 21 traditional traditional ADJ crl-16142 350 22 measures measure NOUN crl-16142 350 23 ? ? PUNCT crl-16142 350 24 ” " PUNCT crl-16142 350 25 journal journal PROPN crl-16142 350 26 of of ADP crl-16142 350 27 academic academic ADJ crl-16142 350 28 librarianship librarianship NOUN crl-16142 350 29 31 31 NUM crl-16142 350 30 , , PUNCT crl-16142 350 31 no no INTJ crl-16142 350 32 . . NOUN crl-16142 350 33 5 5 NUM crl-16142 350 34 ( ( PUNCT crl-16142 350 35 2005 2005 NUM crl-16142 350 36 ): ): PUNCT crl-16142 350 37 432–37 432–37 PROPN crl-16142 350 38 . . PUNCT crl-16142 351 1 9 9 X crl-16142 351 2 . . X crl-16142 351 3 george george PROPN crl-16142 351 4 d. d. PROPN crl-16142 351 5 kuh kuh PROPN crl-16142 351 6 , , PUNCT crl-16142 351 7 piecing piece VERB crl-16142 351 8 together together ADV crl-16142 351 9 the the DET crl-16142 351 10 student student NOUN crl-16142 351 11 success success NOUN crl-16142 351 12 puzzle puzzle NOUN crl-16142 351 13 : : PUNCT crl-16142 351 14 research research NOUN crl-16142 351 15 , , PUNCT crl-16142 351 16 propositions proposition NOUN crl-16142 351 17 , , PUNCT crl-16142 351 18 and and CCONJ crl-16142 351 19 recommendations recommendation NOUN crl-16142 351 20 , , PUNCT crl-16142 351 21 ashe ashe PROPN crl-16142 351 22 higher high ADJ crl-16142 351 23 education education NOUN crl-16142 351 24 report report NOUN crl-16142 351 25 ; ; PUNCT crl-16142 351 26 v. v. ADP crl-16142 351 27 32 32 NUM crl-16142 351 28 , , PUNCT crl-16142 351 29 no no NOUN crl-16142 351 30 . . NOUN crl-16142 351 31 5 5 NUM crl-16142 351 32 ( ( PUNCT crl-16142 351 33 san san PROPN crl-16142 351 34 francisco francisco PROPN crl-16142 351 35 , , PUNCT crl-16142 351 36 calif calif PROPN crl-16142 351 37 . . PROPN crl-16142 351 38 : : PUNCT crl-16142 351 39 wiley wiley PROPN crl-16142 351 40 subscription subscription NOUN crl-16142 351 41 services service NOUN crl-16142 351 42 at at ADP crl-16142 351 43 jossey jossey PROPN crl-16142 351 44 - - PUNCT crl-16142 351 45 bass bass PROPN crl-16142 351 46 , , PUNCT crl-16142 351 47 2007 2007 NUM crl-16142 351 48 ) ) PUNCT crl-16142 351 49 . . PUNCT crl-16142 352 1 10 10 NUM crl-16142 352 2 . . PUNCT crl-16142 352 3 ethelene ethelene PROPN crl-16142 352 4 whitmire whitmire PROPN crl-16142 352 5 , , PUNCT crl-16142 352 6 “ " PUNCT crl-16142 352 7 development development NOUN crl-16142 352 8 of of ADP crl-16142 352 9 critical critical ADJ crl-16142 352 10 thinking thinking NOUN crl-16142 352 11 skills skill NOUN crl-16142 352 12 : : PUNCT crl-16142 352 13 an an DET crl-16142 352 14 analysis analysis NOUN crl-16142 352 15 of of ADP crl-16142 352 16 academic academic ADJ crl-16142 352 17 library library NOUN crl-16142 352 18 experiences experience NOUN crl-16142 352 19 and and CCONJ crl-16142 352 20 other other ADJ crl-16142 352 21 measurers measurer NOUN crl-16142 352 22 , , PUNCT crl-16142 352 23 ” " PUNCT crl-16142 352 24 college college PROPN crl-16142 352 25 & & CCONJ crl-16142 352 26 research research PROPN crl-16142 352 27 libraries librarie VERB crl-16142 352 28 59 59 NUM crl-16142 352 29 , , PUNCT crl-16142 352 30 no no NOUN crl-16142 352 31 . . NOUN crl-16142 352 32 3 3 NUM crl-16142 352 33 ( ( PUNCT crl-16142 352 34 1998 1998 NUM crl-16142 352 35 ): ): PUNCT crl-16142 353 1 7 7 NUM crl-16142 353 2 . . NUM crl-16142 353 3 11 11 NUM crl-16142 353 4 . . PUNCT crl-16142 353 5 ethelene ethelene PROPN crl-16142 353 6 whitmire whitmire PROPN crl-16142 353 7 , , PUNCT crl-16142 353 8 “ " PUNCT crl-16142 353 9 academic academic ADJ crl-16142 353 10 library library NOUN crl-16142 353 11 performance performance NOUN crl-16142 353 12 measures measure NOUN crl-16142 353 13 and and CCONJ crl-16142 353 14 undergraduates undergraduate NOUN crl-16142 353 15 ’ ' PUNCT crl-16142 353 16 library library NOUN crl-16142 353 17 use use NOUN crl-16142 353 18 and and CCONJ crl-16142 353 19 educational educational ADJ crl-16142 353 20 outcomes outcome NOUN crl-16142 353 21 , , PUNCT crl-16142 353 22 ” " PUNCT crl-16142 353 23 library library PROPN crl-16142 353 24 & & CCONJ crl-16142 353 25 information information PROPN crl-16142 353 26 science science PROPN crl-16142 353 27 research research NOUN crl-16142 353 28 24 24 NUM crl-16142 353 29 , , PUNCT crl-16142 353 30 no no NOUN crl-16142 353 31 . . NOUN crl-16142 353 32 2 2 NUM crl-16142 353 33 ( ( PUNCT crl-16142 353 34 2002 2002 NUM crl-16142 353 35 ): ): PUNCT crl-16142 353 36 107–28 107–28 NUM crl-16142 353 37 . . PUNCT crl-16142 354 1 12 12 NUM crl-16142 354 2 . . PUNCT crl-16142 355 1 elizabeth elizabeth PROPN crl-16142 355 2 m. m. PROPN crl-16142 355 3 mezick mezick PROPN crl-16142 355 4 , , PUNCT crl-16142 355 5 “ " PUNCT crl-16142 355 6 return return VERB crl-16142 355 7 on on ADP crl-16142 355 8 investment investment NOUN crl-16142 355 9 : : PUNCT crl-16142 355 10 libraries library NOUN crl-16142 355 11 and and CCONJ crl-16142 355 12 student student NOUN crl-16142 355 13 retention retention NOUN crl-16142 355 14 , , PUNCT crl-16142 355 15 ” " PUNCT crl-16142 355 16 journal journal NOUN crl-16142 355 17 of of ADP crl-16142 355 18 academic academic ADJ crl-16142 355 19 librarianship librarianship NOUN crl-16142 355 20 33 33 NUM crl-16142 355 21 , , PUNCT crl-16142 355 22 no no NOUN crl-16142 355 23 . . NOUN crl-16142 355 24 5 5 NUM crl-16142 355 25 ( ( PUNCT crl-16142 355 26 2007 2007 NUM crl-16142 355 27 ): ): PUNCT crl-16142 355 28 561–66 561–66 PROPN crl-16142 355 29 . . PUNCT crl-16142 356 1 13 13 NUM crl-16142 356 2 . . PUNCT crl-16142 357 1 alexander alexander PROPN crl-16142 357 2 w. w. PROPN crl-16142 357 3 astin astin PROPN crl-16142 357 4 , , PUNCT crl-16142 357 5 what what PRON crl-16142 357 6 matters matter VERB crl-16142 357 7 in in ADP crl-16142 357 8 college college NOUN crl-16142 357 9 ? ? PUNCT crl-16142 358 1 four four NUM crl-16142 358 2 critical critical ADJ crl-16142 358 3 years year NOUN crl-16142 358 4 revisited revisit VERB crl-16142 358 5 , , PUNCT crl-16142 358 6 the the DET crl-16142 358 7 jossey jossey PROPN crl-16142 358 8 - - PUNCT crl-16142 358 9 bass bass NOUN crl-16142 358 10 higher high ADJ crl-16142 358 11 and and CCONJ crl-16142 358 12 adult adult NOUN crl-16142 358 13 education education NOUN crl-16142 358 14 series series NOUN crl-16142 358 15 ( ( PUNCT crl-16142 358 16 san san PROPN crl-16142 358 17 francisco francisco PROPN crl-16142 358 18 : : PUNCT crl-16142 358 19 jossey jossey PROPN crl-16142 358 20 - - PUNCT crl-16142 358 21 bass bass NOUN crl-16142 358 22 publishers publisher NOUN crl-16142 358 23 , , PUNCT crl-16142 358 24 2001 2001 NUM crl-16142 358 25 ) ) PUNCT crl-16142 358 26 . . PUNCT crl-16142 359 1 14 14 NUM crl-16142 359 2 . . PUNCT crl-16142 360 1 ibid ibid VERB crl-16142 360 2 . . PUNCT crl-16142 361 1 15 15 NUM crl-16142 361 2 . . PUNCT crl-16142 361 3 oscar oscar PROPN crl-16142 361 4 f. f. PROPN crl-16142 361 5 porter porter PROPN crl-16142 361 6 , , PUNCT crl-16142 361 7 undergraduate undergraduate ADJ crl-16142 361 8 completion completion NOUN crl-16142 361 9 and and CCONJ crl-16142 361 10 persistence persistence NOUN crl-16142 361 11 at at ADP crl-16142 361 12 four four NUM crl-16142 361 13 - - PUNCT crl-16142 361 14 year year NOUN crl-16142 361 15 colleges college NOUN crl-16142 361 16 and and CCONJ crl-16142 361 17 universities university NOUN crl-16142 361 18 : : PUNCT crl-16142 361 19 detailed detailed ADJ crl-16142 361 20 findings finding NOUN crl-16142 361 21 ( ( PUNCT crl-16142 361 22 washington washington PROPN crl-16142 361 23 , , PUNCT crl-16142 361 24 d.c d.c PROPN crl-16142 361 25 . . PROPN crl-16142 361 26 : : PUNCT crl-16142 361 27 national national PROPN crl-16142 361 28 institute institute PROPN crl-16142 361 29 of of ADP crl-16142 361 30 independent independent ADJ crl-16142 361 31 colleges college NOUN crl-16142 361 32 and and CCONJ crl-16142 361 33 universities university NOUN crl-16142 361 34 , , PUNCT crl-16142 361 35 1990 1990 NUM crl-16142 361 36 ) ) PUNCT crl-16142 361 37 . . PUNCT crl-16142 362 1 16 16 X crl-16142 362 2 . . PUNCT crl-16142 363 1 paul paul PROPN crl-16142 363 2 a. a. PROPN crl-16142 363 3 murtaugh murtaugh PROPN crl-16142 363 4 , , PUNCT crl-16142 363 5 leslie leslie PROPN crl-16142 363 6 d. d. PROPN crl-16142 363 7 burns burns PROPN crl-16142 363 8 , , PUNCT crl-16142 363 9 and and CCONJ crl-16142 363 10 jill jill PROPN crl-16142 363 11 schuster schuster NOUN crl-16142 363 12 , , PUNCT crl-16142 363 13 “ " PUNCT crl-16142 363 14 predicting predict VERB crl-16142 363 15 the the DET crl-16142 363 16 retention retention NOUN crl-16142 363 17 of of ADP crl-16142 363 18 university university NOUN crl-16142 363 19 the the DET crl-16142 363 20 academic academic ADJ crl-16142 363 21 library library NOUN crl-16142 363 22 impact impact NOUN crl-16142 363 23 on on ADP crl-16142 363 24 student student NOUN crl-16142 363 25 persistence persistence NOUN crl-16142 363 26 149 149 NUM crl-16142 363 27 students student NOUN crl-16142 363 28 , , PUNCT crl-16142 363 29 ” " PUNCT crl-16142 363 30 research research NOUN crl-16142 363 31 in in ADP crl-16142 363 32 higher high ADJ crl-16142 363 33 education education NOUN crl-16142 363 34 40 40 NUM crl-16142 363 35 ( ( PUNCT crl-16142 363 36 1999 1999 NUM crl-16142 363 37 ): ): PUNCT crl-16142 363 38 355–71 355–71 NUM crl-16142 363 39 . . PUNCT crl-16142 364 1 17 17 NUM crl-16142 364 2 . . PUNCT crl-16142 365 1 kevin kevin PROPN crl-16142 365 2 carey carey PROPN crl-16142 365 3 , , PUNCT crl-16142 365 4 a a DET crl-16142 365 5 matter matter NOUN crl-16142 365 6 of of ADP crl-16142 365 7 degrees degree NOUN crl-16142 365 8 improving improve VERB crl-16142 365 9 graduation graduation NOUN crl-16142 365 10 rates rate NOUN crl-16142 365 11 in in ADP crl-16142 365 12 four four NUM crl-16142 365 13 - - PUNCT crl-16142 365 14 year year NOUN crl-16142 365 15 colleges college NOUN crl-16142 365 16 and and CCONJ crl-16142 365 17 universities university NOUN crl-16142 365 18 ( ( PUNCT crl-16142 365 19 washington washington PROPN crl-16142 365 20 , , PUNCT crl-16142 365 21 d.c d.c PROPN crl-16142 365 22 . . PROPN crl-16142 365 23 : : PUNCT crl-16142 365 24 education education NOUN crl-16142 365 25 trust trust PROPN crl-16142 365 26 , , PUNCT crl-16142 365 27 2004 2004 NUM crl-16142 365 28 ) ) PUNCT crl-16142 365 29 . . PUNCT crl-16142 366 1 available available ADJ crl-16142 366 2 online online ADV crl-16142 366 3 at at ADP crl-16142 366 4 www2.edtrust.org/ www2.edtrust.org/ PRON crl-16142 366 5 nr nr ADV crl-16142 366 6 / / SYM crl-16142 366 7 rdonlyres/11b4283f-104e-4511 rdonlyres/11b4283f-104e-4511 NOUN crl-16142 366 8 - - PUNCT crl-16142 366 9 b0ca-1d3023231157/0 b0ca-1d3023231157/0 NOUN crl-16142 366 10 / / SYM crl-16142 366 11 highered.pdf highered.pdf NOUN crl-16142 366 12 . . PUNCT crl-16142 367 1 [ [ X crl-16142 367 2 accessed access VERB crl-16142 367 3 19 19 NUM crl-16142 367 4 august august PROPN crl-16142 367 5 2009 2009 NUM crl-16142 367 6 ] ] PUNCT crl-16142 367 7 . . PUNCT crl-16142 368 1 18 18 NUM crl-16142 368 2 . . PUNCT crl-16142 368 3 linda linda PROPN crl-16142 368 4 c. c. PROPN crl-16142 368 5 strauss strauss PROPN crl-16142 368 6 and and CCONJ crl-16142 368 7 j. j. PROPN crl-16142 368 8 fredericks fredericks PROPN crl-16142 368 9 volkwein volkwein PROPN crl-16142 368 10 , , PUNCT crl-16142 368 11 “ " PUNCT crl-16142 368 12 predictors predictor NOUN crl-16142 368 13 of of ADP crl-16142 368 14 student student NOUN crl-16142 368 15 commitment commitment NOUN crl-16142 368 16 at at ADP crl-16142 368 17 two two NUM crl-16142 368 18 - - PUNCT crl-16142 368 19 year year NOUN crl-16142 368 20 and and CCONJ crl-16142 368 21 four four NUM crl-16142 368 22 - - PUNCT crl-16142 368 23 year year NOUN crl-16142 368 24 institutions institution NOUN crl-16142 368 25 , , PUNCT crl-16142 368 26 ” " PUNCT crl-16142 368 27 journal journal NOUN crl-16142 368 28 of of ADP crl-16142 368 29 higher high ADJ crl-16142 368 30 education education NOUN crl-16142 368 31 75 75 NUM crl-16142 368 32 , , PUNCT crl-16142 368 33 no no NOUN crl-16142 368 34 . . NOUN crl-16142 368 35 2 2 NUM crl-16142 368 36 ( ( PUNCT crl-16142 368 37 2004 2004 NUM crl-16142 368 38 ): ): PUNCT crl-16142 368 39 203–27 203–27 NUM crl-16142 368 40 . . PUNCT crl-16142 369 1 19 19 NUM crl-16142 369 2 . . PUNCT crl-16142 370 1 astin astin ADV crl-16142 370 2 , , PUNCT crl-16142 370 3 what what PRON crl-16142 370 4 matters matter VERB crl-16142 370 5 in in ADP crl-16142 370 6 college college NOUN crl-16142 370 7 ? ? PUNCT crl-16142 371 1 20 20 NUM crl-16142 371 2 . . X crl-16142 371 3 porter porter NOUN crl-16142 371 4 , , PUNCT crl-16142 371 5 undergraduate undergraduate ADJ crl-16142 371 6 completion completion NOUN crl-16142 371 7 and and CCONJ crl-16142 371 8 persistence persistence NOUN crl-16142 371 9 . . PUNCT crl-16142 372 1 21 21 NUM crl-16142 372 2 . . PUNCT crl-16142 373 1 carey carey PROPN crl-16142 373 2 , , PUNCT crl-16142 373 3 a a DET crl-16142 373 4 matter matter NOUN crl-16142 373 5 of of ADP crl-16142 373 6 degrees degree NOUN crl-16142 373 7 . . PUNCT crl-16142 374 1 22 22 NUM crl-16142 374 2 . . PUNCT crl-16142 375 1 wesley wesley PROPN crl-16142 375 2 r. r. PROPN crl-16142 375 3 habley habley PROPN crl-16142 375 4 and and CCONJ crl-16142 375 5 randy randy PROPN crl-16142 375 6 mcclanahan mcclanahan PROPN crl-16142 375 7 , , PUNCT crl-16142 375 8 what what PRON crl-16142 375 9 works work VERB crl-16142 375 10 in in ADP crl-16142 375 11 student student NOUN crl-16142 375 12 retention retention NOUN crl-16142 375 13 ? ? PUNCT crl-16142 376 1 all all DET crl-16142 376 2 survey survey NOUN crl-16142 376 3 colleges college NOUN crl-16142 376 4 ( ( PUNCT crl-16142 376 5 iowa iowa PROPN crl-16142 376 6 city city PROPN crl-16142 376 7 , , PUNCT crl-16142 376 8 ia ia PROPN crl-16142 376 9 . . PROPN crl-16142 376 10 : : PUNCT crl-16142 376 11 act act PROPN crl-16142 376 12 , , PUNCT crl-16142 376 13 2004 2004 NUM crl-16142 376 14 ) ) PUNCT crl-16142 376 15 . . PUNCT crl-16142 377 1 available available ADJ crl-16142 377 2 online online ADV crl-16142 377 3 at at ADP crl-16142 377 4 www.act.org/path/postsec/droptables/ www.act.org/path/postsec/droptables/ PROPN crl-16142 377 5 pdf pdf PROPN crl-16142 377 6 / / SYM crl-16142 377 7 allcolleges.pdf allcolleges.pdf NOUN crl-16142 377 8 . . PUNCT crl-16142 378 1 [ [ X crl-16142 378 2 accessed access VERB crl-16142 378 3 19 19 NUM crl-16142 378 4 august august PROPN crl-16142 378 5 2009 2009 NUM crl-16142 378 6 ] ] PUNCT crl-16142 378 7 . . PUNCT crl-16142 379 1 23 23 NUM crl-16142 379 2 . . PUNCT crl-16142 380 1 murtaugh murtaugh NOUN crl-16142 380 2 , , PUNCT crl-16142 380 3 burns burn NOUN crl-16142 380 4 , , PUNCT crl-16142 380 5 and and CCONJ crl-16142 380 6 schuster schuster NOUN crl-16142 380 7 , , PUNCT crl-16142 380 8 “ " PUNCT crl-16142 380 9 predicting predict VERB crl-16142 380 10 the the DET crl-16142 380 11 retention retention NOUN crl-16142 380 12 of of ADP crl-16142 380 13 university university NOUN crl-16142 380 14 students student NOUN crl-16142 380 15 . . PUNCT crl-16142 380 16 ” " PUNCT crl-16142 381 1 24 24 NUM crl-16142 381 2 . . PUNCT crl-16142 381 3 carey carey PROPN crl-16142 381 4 , , PUNCT crl-16142 381 5 a a DET crl-16142 381 6 matter matter NOUN crl-16142 381 7 of of ADP crl-16142 381 8 degrees degree NOUN crl-16142 381 9 . . PUNCT crl-16142 382 1 25 25 NUM crl-16142 382 2 . . PUNCT crl-16142 383 1 astin astin ADV crl-16142 383 2 , , PUNCT crl-16142 383 3 what what PRON crl-16142 383 4 matters matter VERB crl-16142 383 5 in in ADP crl-16142 383 6 college college NOUN crl-16142 383 7 ? ? PUNCT crl-16142 384 1 26 26 NUM crl-16142 384 2 . . PUNCT crl-16142 385 1 clifford clifford PROPN crl-16142 385 2 adelman adelman PROPN crl-16142 385 3 , , PUNCT crl-16142 385 4 principal principal ADJ crl-16142 385 5 indicators indicator NOUN crl-16142 385 6 of of ADP crl-16142 385 7 student student NOUN crl-16142 385 8 academic academic ADJ crl-16142 385 9 histories history NOUN crl-16142 385 10 in in ADP crl-16142 385 11 postsecondary postsecondary ADJ crl-16142 385 12 education education NOUN crl-16142 385 13 , , PUNCT crl-16142 385 14 1972–2000 1972–2000 NUM crl-16142 385 15 ( ( PUNCT crl-16142 385 16 washington washington PROPN crl-16142 385 17 , , PUNCT crl-16142 385 18 d.c d.c PROPN crl-16142 385 19 . . PROPN crl-16142 385 20 : : PUNCT crl-16142 385 21 institute institute PROPN crl-16142 385 22 of of ADP crl-16142 385 23 education education PROPN crl-16142 385 24 sciences sciences PROPN crl-16142 385 25 , , PUNCT crl-16142 385 26 u.s u.s PROPN crl-16142 385 27 . . PROPN crl-16142 385 28 dept dept PROPN crl-16142 385 29 . . PROPN crl-16142 386 1 of of ADP crl-16142 386 2 education education NOUN crl-16142 386 3 , , PUNCT crl-16142 386 4 2004 2004 NUM crl-16142 386 5 ) ) PUNCT crl-16142 386 6 . . PUNCT crl-16142 387 1 available available ADJ crl-16142 387 2 online online ADV crl-16142 387 3 at at ADP crl-16142 387 4 http://purl.access.gpo.gov/gpo/lps91584 http://purl.access.gpo.gov/gpo/lps91584 PROPN crl-16142 387 5 . . PUNCT crl-16142 388 1 [ [ X crl-16142 388 2 accessed access VERB crl-16142 388 3 19 19 NUM crl-16142 388 4 august august PROPN crl-16142 388 5 2009 2009 NUM crl-16142 388 6 ] ] PUNCT crl-16142 388 7 . . PUNCT crl-16142 389 1 27 27 NUM crl-16142 389 2 . . PUNCT crl-16142 390 1 astin astin ADV crl-16142 390 2 , , PUNCT crl-16142 390 3 what what PRON crl-16142 390 4 matters matter VERB crl-16142 390 5 in in ADP crl-16142 390 6 college college NOUN crl-16142 390 7 ? ? PUNCT crl-16142 391 1 28 28 X crl-16142 391 2 . . PUNCT crl-16142 391 3 alberto alberto PROPN crl-16142 391 4 f. f. PROPN crl-16142 391 5 cabrera cabrera PROPN crl-16142 391 6 , , PUNCT crl-16142 391 7 amaury amaury PROPN crl-16142 391 8 nora nora PROPN crl-16142 391 9 , , PUNCT crl-16142 391 10 and and CCONJ crl-16142 391 11 maria maria PROPN crl-16142 391 12 b. b. PROPN crl-16142 391 13 castaneda castaneda PROPN crl-16142 391 14 , , PUNCT crl-16142 391 15 “ " PUNCT crl-16142 391 16 college college NOUN crl-16142 391 17 persistence persistence NOUN crl-16142 391 18 , , PUNCT crl-16142 391 19 ” " PUNCT crl-16142 391 20 journal journal NOUN crl-16142 391 21 of of ADP crl-16142 391 22 higher high ADJ crl-16142 391 23 education education NOUN crl-16142 391 24 64 64 NUM crl-16142 391 25 , , PUNCT crl-16142 391 26 no no NOUN crl-16142 391 27 . . NOUN crl-16142 391 28 2 2 NUM crl-16142 391 29 ( ( PUNCT crl-16142 391 30 1993 1993 NUM crl-16142 391 31 ): ): PUNCT crl-16142 391 32 123–39 123–39 NUM crl-16142 391 33 . . PUNCT crl-16142 392 1 29 29 NUM crl-16142 392 2 . . PUNCT crl-16142 393 1 murtaugh murtaugh NOUN crl-16142 393 2 , , PUNCT crl-16142 393 3 burns burn NOUN crl-16142 393 4 , , PUNCT crl-16142 393 5 and and CCONJ crl-16142 393 6 schuster schuster NOUN crl-16142 393 7 , , PUNCT crl-16142 393 8 “ " PUNCT crl-16142 393 9 predicting predict VERB crl-16142 393 10 the the DET crl-16142 393 11 retention retention NOUN crl-16142 393 12 of of ADP crl-16142 393 13 university university NOUN crl-16142 393 14 students student NOUN crl-16142 393 15 . . PUNCT crl-16142 393 16 ” " PUNCT crl-16142 394 1 30 30 NUM crl-16142 394 2 . . PUNCT crl-16142 395 1 carey carey PROPN crl-16142 395 2 , , PUNCT crl-16142 395 3 a a DET crl-16142 395 4 matter matter NOUN crl-16142 395 5 of of ADP crl-16142 395 6 degrees degree NOUN crl-16142 395 7 . . PUNCT crl-16142 396 1 31 31 NUM crl-16142 396 2 . . PUNCT crl-16142 397 1 astin astin ADV crl-16142 397 2 , , PUNCT crl-16142 397 3 what what PRON crl-16142 397 4 matters matter VERB crl-16142 397 5 in in ADP crl-16142 397 6 college college NOUN crl-16142 397 7 ? ? PUNCT crl-16142 398 1 32 32 NUM crl-16142 398 2 . . PUNCT crl-16142 399 1 habley habley PROPN crl-16142 399 2 and and CCONJ crl-16142 399 3 mcclanahan mcclanahan PROPN crl-16142 399 4 , , PUNCT crl-16142 399 5 “ " PUNCT crl-16142 399 6 what what PRON crl-16142 399 7 works work VERB crl-16142 399 8 in in ADP crl-16142 399 9 student student NOUN crl-16142 399 10 retention retention NOUN crl-16142 399 11 . . PUNCT crl-16142 399 12 ” " PUNCT crl-16142 400 1 33 33 NUM crl-16142 400 2 . . PUNCT crl-16142 401 1 astin astin ADV crl-16142 401 2 , , PUNCT crl-16142 401 3 “ " PUNCT crl-16142 401 4 what what PRON crl-16142 401 5 matters matter VERB crl-16142 401 6 in in ADP crl-16142 401 7 college college NOUN crl-16142 401 8 ? ? PUNCT crl-16142 401 9 ” " PUNCT crl-16142 402 1 34 34 NUM crl-16142 402 2 . . PUNCT crl-16142 402 3 carey carey NOUN crl-16142 402 4 , , PUNCT crl-16142 402 5 “ " PUNCT crl-16142 402 6 a a DET crl-16142 402 7 matter matter NOUN crl-16142 402 8 of of ADP crl-16142 402 9 degrees degree NOUN crl-16142 402 10 ” " PUNCT crl-16142 402 11 35 35 NUM crl-16142 402 12 . . PUNCT crl-16142 402 13 habley habley PROPN crl-16142 402 14 and and CCONJ crl-16142 402 15 mcclanahan mcclanahan PROPN crl-16142 402 16 , , PUNCT crl-16142 402 17 what what PRON crl-16142 402 18 works work VERB crl-16142 402 19 in in ADP crl-16142 402 20 student student NOUN crl-16142 402 21 retention retention NOUN crl-16142 402 22 ? ? PUNCT crl-16142 403 1 36 36 NUM crl-16142 403 2 . . PUNCT crl-16142 403 3 strauss strauss PROPN crl-16142 403 4 and and CCONJ crl-16142 403 5 volkwein volkwein PROPN crl-16142 403 6 , , PUNCT crl-16142 403 7 “ " PUNCT crl-16142 403 8 predictors predictor NOUN crl-16142 403 9 of of ADP crl-16142 403 10 student student NOUN crl-16142 403 11 commitment commitment NOUN crl-16142 403 12 . . PUNCT crl-16142 403 13 ” " PUNCT crl-16142 404 1 37 37 NUM crl-16142 404 2 . . PROPN crl-16142 404 3 vincent vincent PROPN crl-16142 404 4 tinto tinto PROPN crl-16142 404 5 , , PUNCT crl-16142 404 6 leaving leave VERB crl-16142 404 7 college college NOUN crl-16142 404 8 : : PUNCT crl-16142 404 9 rethinking rethink VERB crl-16142 404 10 the the DET crl-16142 404 11 causes cause NOUN crl-16142 404 12 and and CCONJ crl-16142 404 13 cures cure NOUN crl-16142 404 14 of of ADP crl-16142 404 15 student student NOUN crl-16142 404 16 attrition attrition NOUN crl-16142 404 17 , , PUNCT crl-16142 404 18 2nd 2nd PROPN crl-16142 404 19 ed ed PROPN crl-16142 404 20 . . PUNCT crl-16142 405 1 ( ( PUNCT crl-16142 405 2 chicago chicago PROPN crl-16142 405 3 ; ; PUNCT crl-16142 405 4 london london PROPN crl-16142 405 5 : : PUNCT crl-16142 405 6 university university PROPN crl-16142 405 7 of of ADP crl-16142 405 8 chicago chicago PROPN crl-16142 405 9 press press PROPN crl-16142 405 10 , , PUNCT crl-16142 405 11 1993 1993 NUM crl-16142 405 12 ) ) PUNCT crl-16142 405 13 . . PUNCT crl-16142 406 1 38 38 NUM crl-16142 406 2 . . PUNCT crl-16142 407 1 habley habley PROPN crl-16142 407 2 and and CCONJ crl-16142 407 3 mcclanahan mcclanahan PROPN crl-16142 407 4 , , PUNCT crl-16142 407 5 what what PRON crl-16142 407 6 works work VERB crl-16142 407 7 in in ADP crl-16142 407 8 student student NOUN crl-16142 407 9 retention retention NOUN crl-16142 407 10 ? ? PUNCT crl-16142 408 1 39 39 NUM crl-16142 408 2 . . PUNCT crl-16142 409 1 carey carey NOUN crl-16142 409 2 , , PUNCT crl-16142 409 3 a a DET crl-16142 409 4 matter matter NOUN crl-16142 409 5 of of ADP crl-16142 409 6 degrees degree NOUN crl-16142 409 7 . . PUNCT crl-16142 410 1 40 40 NUM crl-16142 410 2 . . PUNCT crl-16142 411 1 gary gary PROPN crl-16142 411 2 pike pike PROPN crl-16142 411 3 , , PUNCT crl-16142 411 4 john john PROPN crl-16142 411 5 smart smart PROPN crl-16142 411 6 , , PUNCT crl-16142 411 7 george george PROPN crl-16142 411 8 kuh kuh PROPN crl-16142 411 9 , , PUNCT crl-16142 411 10 and and CCONJ crl-16142 411 11 john john PROPN crl-16142 411 12 hayek hayek PROPN crl-16142 411 13 , , PUNCT crl-16142 411 14 “ " PUNCT crl-16142 411 15 educational educational ADJ crl-16142 411 16 expenditures expenditure NOUN crl-16142 411 17 and and CCONJ crl-16142 411 18 student student NOUN crl-16142 411 19 engagement engagement NOUN crl-16142 411 20 : : PUNCT crl-16142 411 21 when when SCONJ crl-16142 411 22 does do AUX crl-16142 411 23 money money NOUN crl-16142 411 24 matter matter VERB crl-16142 411 25 ? ? PUNCT crl-16142 411 26 ” " PUNCT crl-16142 412 1 research research NOUN crl-16142 412 2 in in ADP crl-16142 412 3 higher high ADJ crl-16142 412 4 education education NOUN crl-16142 412 5 47 47 NUM crl-16142 412 6 ( ( PUNCT crl-16142 412 7 2006 2006 NUM crl-16142 412 8 ): ): PUNCT crl-16142 412 9 847–72 847–72 NUM crl-16142 412 10 . . PUNCT crl-16142 413 1 41 41 NUM crl-16142 413 2 . . PUNCT crl-16142 414 1 porter porter NOUN crl-16142 414 2 , , PUNCT crl-16142 414 3 undergraduate undergraduate ADJ crl-16142 414 4 completion completion NOUN crl-16142 414 5 and and CCONJ crl-16142 414 6 persistence persistence NOUN crl-16142 414 7 . . PUNCT crl-16142 415 1 42 42 NUM crl-16142 415 2 . . PUNCT crl-16142 416 1 habley habley PROPN crl-16142 416 2 and and CCONJ crl-16142 416 3 mcclanahan mcclanahan PROPN crl-16142 416 4 , , PUNCT crl-16142 416 5 what what PRON crl-16142 416 6 works work VERB crl-16142 416 7 in in ADP crl-16142 416 8 student student NOUN crl-16142 416 9 retention retention NOUN crl-16142 416 10 ? ? PUNCT crl-16142 417 1 43 43 NUM crl-16142 417 2 . . PUNCT crl-16142 417 3 strauss strauss PROPN crl-16142 417 4 and and CCONJ crl-16142 417 5 volkwein volkwein PROPN crl-16142 417 6 , , PUNCT crl-16142 417 7 “ " PUNCT crl-16142 417 8 predictors predictor NOUN crl-16142 417 9 of of ADP crl-16142 417 10 student student NOUN crl-16142 417 11 commitment commitment NOUN crl-16142 417 12 . . PUNCT crl-16142 417 13 ” " PUNCT crl-16142 418 1 44 44 NUM crl-16142 418 2 . . PUNCT crl-16142 418 3 porter porter NOUN crl-16142 418 4 , , PUNCT crl-16142 418 5 undergraduate undergraduate ADJ crl-16142 418 6 completion completion NOUN crl-16142 418 7 and and CCONJ crl-16142 418 8 persistence persistence NOUN crl-16142 418 9 . . PUNCT crl-16142 419 1 45 45 NUM crl-16142 419 2 . . PUNCT crl-16142 420 1 adelman adelman ADJ crl-16142 420 2 , , PUNCT crl-16142 420 3 principal principal ADJ crl-16142 420 4 indicators indicator NOUN crl-16142 420 5 of of ADP crl-16142 420 6 student student NOUN crl-16142 420 7 academic academic ADJ crl-16142 420 8 histories history NOUN crl-16142 420 9 . . PUNCT crl-16142 421 1 46 46 NUM crl-16142 421 2 . . PUNCT crl-16142 422 1 astin astin ADV crl-16142 422 2 , , PUNCT crl-16142 422 3 what what PRON crl-16142 422 4 matters matter VERB crl-16142 422 5 in in ADP crl-16142 422 6 college college NOUN crl-16142 422 7 ? ? PUNCT crl-16142 423 1 47 47 NUM crl-16142 423 2 . . PUNCT crl-16142 424 1 carey carey PROPN crl-16142 424 2 , , PUNCT crl-16142 424 3 a a DET crl-16142 424 4 matter matter NOUN crl-16142 424 5 of of ADP crl-16142 424 6 degrees degree NOUN crl-16142 424 7 . . PUNCT crl-16142 425 1 48 48 NUM crl-16142 425 2 . . PUNCT crl-16142 426 1 deborah deborah PROPN crl-16142 426 2 faye faye PROPN crl-16142 426 3 carter carter PROPN crl-16142 426 4 , , PUNCT crl-16142 426 5 “ " PUNCT crl-16142 426 6 key key ADJ crl-16142 426 7 issues issue NOUN crl-16142 426 8 in in ADP crl-16142 426 9 the the DET crl-16142 426 10 persistence persistence NOUN crl-16142 426 11 of of ADP crl-16142 426 12 underrepresented underrepresented ADJ crl-16142 426 13 minority minority NOUN crl-16142 426 14 students student NOUN crl-16142 426 15 , , PUNCT crl-16142 426 16 ” " PUNCT crl-16142 426 17 new new ADJ crl-16142 426 18 directions direction NOUN crl-16142 426 19 for for ADP crl-16142 426 20 institutional institutional ADJ crl-16142 426 21 research research NOUN crl-16142 426 22 130 130 NUM crl-16142 426 23 ( ( PUNCT crl-16142 426 24 2006 2006 NUM crl-16142 426 25 ): ): PUNCT crl-16142 426 26 33–46 33–46 NUM crl-16142 426 27 . . PUNCT crl-16142 426 28 49 49 NUM crl-16142 426 29 . . PUNCT crl-16142 427 1 marvin marvin PROPN crl-16142 427 2 a. a. PROPN crl-16142 427 3 titus titus PROPN crl-16142 427 4 , , PUNCT crl-16142 427 5 “ " PUNCT crl-16142 427 6 understanding understand VERB crl-16142 427 7 college college NOUN crl-16142 427 8 degree degree NOUN crl-16142 427 9 completion completion NOUN crl-16142 427 10 of of ADP crl-16142 427 11 students student NOUN crl-16142 427 12 with with ADP crl-16142 427 13 low low ADJ crl-16142 427 14 socioeconomic socioeconomic ADJ crl-16142 427 15 status status NOUN crl-16142 427 16 : : PUNCT crl-16142 427 17 the the DET crl-16142 427 18 influence influence NOUN crl-16142 427 19 of of ADP crl-16142 427 20 the the DET crl-16142 427 21 institutional institutional ADJ crl-16142 427 22 financial financial ADJ crl-16142 427 23 context context NOUN crl-16142 427 24 , , PUNCT crl-16142 427 25 ” " PUNCT crl-16142 427 26 research research NOUN crl-16142 427 27 in in ADP crl-16142 427 28 higher high ADJ crl-16142 427 29 education education NOUN crl-16142 427 30 47 47 NUM crl-16142 427 31 ( ( PUNCT crl-16142 427 32 2006 2006 NUM crl-16142 427 33 ): ): PUNCT crl-16142 427 34 371–98 371–98 NOUN crl-16142 427 35 . . PUNCT crl-16142 428 1 50 50 NUM crl-16142 428 2 . . PUNCT crl-16142 428 3 association association PROPN crl-16142 428 4 of of ADP crl-16142 428 5 research research NOUN crl-16142 428 6 libraries library NOUN crl-16142 428 7 ( ( PUNCT crl-16142 428 8 arl arl PROPN crl-16142 428 9 ) ) PUNCT crl-16142 428 10 , , PUNCT crl-16142 428 11 statement statement NOUN crl-16142 428 12 on on ADP crl-16142 428 13 qualifications qualification NOUN crl-16142 428 14 for for ADP crl-16142 428 15 membership membership NOUN crl-16142 428 16 ( ( PUNCT crl-16142 428 17 1994 1994 NUM crl-16142 428 18 ) ) PUNCT crl-16142 428 19 . . PUNCT crl-16142 429 1 available available ADJ crl-16142 429 2 online online ADV crl-16142 429 3 at at ADP crl-16142 429 4 www.arl.org/arl/membership/qualify.shtml www.arl.org/arl/membership/qualify.shtml PROPN crl-16142 429 5 . . PUNCT crl-16142 430 1 [ [ X crl-16142 430 2 accessed access VERB crl-16142 430 3 19 19 NUM crl-16142 430 4 august august PROPN crl-16142 430 5 2009 2009 NUM crl-16142 430 6 ] ] PUNCT crl-16142 430 7 . . PUNCT crl-16142 431 1 51 51 NUM crl-16142 431 2 . . PUNCT crl-16142 432 1 association association PROPN crl-16142 432 2 of of ADP crl-16142 432 3 research research NOUN crl-16142 432 4 libraries library NOUN crl-16142 432 5 ( ( PUNCT crl-16142 432 6 arl arl PROPN crl-16142 432 7 ) ) PUNCT crl-16142 432 8 , , PUNCT crl-16142 432 9 2005–2006 2005–2006 NUM crl-16142 432 10 annual annual ADJ crl-16142 432 11 survey survey NOUN crl-16142 432 12 of of ADP crl-16142 432 13 arl arl PROPN crl-16142 432 14 statistics statistic NOUN crl-16142 432 15 ( ( PUNCT crl-16142 432 16 2006 2006 NUM crl-16142 432 17 ) ) PUNCT crl-16142 432 18 . . PUNCT crl-16142 433 1 available available ADJ crl-16142 433 2 online online ADV crl-16142 433 3 at at ADP crl-16142 433 4 www.arl.org/bm~doc/06tables.xls www.arl.org/bm~doc/06tables.xls PROPN crl-16142 433 5 . . PUNCT crl-16142 434 1 [ [ X crl-16142 434 2 accessed access VERB crl-16142 434 3 19 19 NUM crl-16142 434 4 august august PROPN crl-16142 434 5 2009 2009 NUM crl-16142 434 6 ] ] PUNCT crl-16142 434 7 . . PUNCT crl-16142 435 1 52 52 NUM crl-16142 435 2 . . PUNCT crl-16142 435 3 national national ADJ crl-16142 435 4 center center NOUN crl-16142 435 5 for for ADP crl-16142 435 6 education education NOUN crl-16142 435 7 statistics statistic NOUN crl-16142 435 8 , , PUNCT crl-16142 435 9 integrated integrate VERB crl-16142 435 10 postsecondary postsecondary ADJ crl-16142 435 11 education education NOUN crl-16142 435 12 data data NOUN crl-16142 435 13 system system NOUN crl-16142 435 14 ( ( PUNCT crl-16142 435 15 ipeds iped NOUN crl-16142 435 16 ) ) PUNCT crl-16142 435 17 ( ( PUNCT crl-16142 435 18 washington washington PROPN crl-16142 435 19 , , PUNCT crl-16142 435 20 d.c d.c PROPN crl-16142 435 21 . . PROPN crl-16142 435 22 : : PUNCT crl-16142 435 23 office office NOUN crl-16142 435 24 of of ADP crl-16142 435 25 educational educational ADJ crl-16142 435 26 research research NOUN crl-16142 435 27 and and CCONJ crl-16142 435 28 improvement improvement NOUN crl-16142 435 29 , , PUNCT crl-16142 435 30 u.s u.s PROPN crl-16142 435 31 . . PROPN crl-16142 435 32 dept dept PROPN crl-16142 435 33 . . PROPN crl-16142 435 34 of of ADP crl-16142 435 35 education education NOUN crl-16142 435 36 , , PUNCT crl-16142 435 37 2006 2006 NUM crl-16142 435 38 ) ) PUNCT crl-16142 435 39 . . PUNCT crl-16142 436 1 53 53 NUM crl-16142 436 2 . . PUNCT crl-16142 437 1 astin astin ADV crl-16142 437 2 , , PUNCT crl-16142 437 3 what what PRON crl-16142 437 4 matters matter VERB crl-16142 437 5 in in ADP crl-16142 437 6 college college NOUN crl-16142 437 7 ? ? PUNCT crl-16142 438 1 54 54 NUM crl-16142 438 2 . . PUNCT crl-16142 439 1 titus titus PROPN crl-16142 439 2 , , PUNCT crl-16142 439 3 “ " PUNCT crl-16142 439 4 understanding understand VERB crl-16142 439 5 college college NOUN crl-16142 439 6 degree degree NOUN crl-16142 439 7 completion completion NOUN crl-16142 439 8 . . PUNCT crl-16142 439 9 ” " PUNCT crl-16142 440 1 55 55 NUM crl-16142 440 2 . . PUNCT crl-16142 440 3 cabrera cabrera NOUN crl-16142 440 4 , , PUNCT crl-16142 440 5 nora nora PROPN crl-16142 440 6 , , PUNCT crl-16142 440 7 and and CCONJ crl-16142 440 8 castaneda castaneda PROPN crl-16142 440 9 , , PUNCT crl-16142 440 10 “ " PUNCT crl-16142 440 11 college college NOUN crl-16142 440 12 persistence persistence NOUN crl-16142 440 13 . . PUNCT crl-16142 440 14 ” " PUNCT crl-16142 441 1 56 56 NUM crl-16142 441 2 . . PUNCT crl-16142 442 1 adelman adelman ADJ crl-16142 442 2 , , PUNCT crl-16142 442 3 principal principal ADJ crl-16142 442 4 indicators indicator NOUN crl-16142 442 5 of of ADP crl-16142 442 6 student student NOUN crl-16142 442 7 academic academic ADJ crl-16142 442 8 histories history NOUN crl-16142 442 9 . . PUNCT crl-16142 443 1 57 57 NUM crl-16142 443 2 . . PUNCT crl-16142 444 1 carey carey PROPN crl-16142 444 2 , , PUNCT crl-16142 444 3 a a DET crl-16142 444 4 matter matter NOUN crl-16142 444 5 of of ADP crl-16142 444 6 degrees degree NOUN crl-16142 444 7 . . PUNCT crl-16142 445 1 58 58 NUM crl-16142 445 2 . . PUNCT crl-16142 446 1 tinto tinto PROPN crl-16142 446 2 , , PUNCT crl-16142 446 3 leaving leave VERB crl-16142 446 4 college college NOUN crl-16142 446 5 . . PUNCT crl-16142 447 1 59 59 NUM crl-16142 447 2 . . PUNCT crl-16142 448 1 habley habley PROPN crl-16142 448 2 and and CCONJ crl-16142 448 3 mcclanahan mcclanahan PROPN crl-16142 448 4 , , PUNCT crl-16142 448 5 what what PRON crl-16142 448 6 works work VERB crl-16142 448 7 in in ADP crl-16142 448 8 student student NOUN crl-16142 448 9 retention retention NOUN crl-16142 448 10 ? ? PUNCT crl-16142 449 1 brill brill PROPN crl-16142 449 2 ’s ’s PART crl-16142 449 3 classical classical ADJ crl-16142 449 4 studies study NOUN crl-16142 449 5 e e NOUN crl-16142 449 6 - - NOUN crl-16142 449 7 book book NOUN crl-16142 449 8 collection collection NOUN crl-16142 449 9 • • PROPN crl-16142 449 10 e e PROPN crl-16142 449 11 - - NOUN crl-16142 449 12 issn issn PROPN crl-16142 449 13 1877 1877 NUM crl-16142 449 14 - - SYM crl-16142 449 15 9522 9522 NUM crl-16142 449 16 coverage coverage NOUN crl-16142 449 17 ancient ancient ADJ crl-16142 449 18 philosophy philosophy NOUN crl-16142 449 19 , , PUNCT crl-16142 449 20 ancient ancient ADJ crl-16142 449 21 history history NOUN crl-16142 449 22 , , PUNCT crl-16142 449 23 ancient ancient ADJ crl-16142 449 24 religion religion NOUN crl-16142 449 25 , , PUNCT crl-16142 449 26 greek greek NOUN crl-16142 449 27 and and CCONJ crl-16142 449 28 roman roman ADJ crl-16142 449 29 literature literature NOUN crl-16142 449 30 , , PUNCT crl-16142 449 31 epigraphy epigraphy PROPN crl-16142 449 32 & & CCONJ crl-16142 449 33 papyrology papyrology NOUN crl-16142 449 34 , , PUNCT crl-16142 449 35 archeology archeology NOUN crl-16142 449 36 number number NOUN crl-16142 449 37 of of ADP crl-16142 449 38 titles title NOUN crl-16142 449 39 in in ADP crl-16142 449 40 this this DET crl-16142 449 41 collection collection NOUN crl-16142 449 42 2007 2007 NUM crl-16142 449 43 2008 2008 NUM crl-16142 449 44 2009 2009 NUM crl-16142 449 45 2010 2010 NUM crl-16142 449 46 total total NOUN crl-16142 449 47 41 41 NUM crl-16142 449 48 28 28 NUM crl-16142 449 49 33 33 NUM crl-16142 449 50 24 24 NUM crl-16142 449 51 126 126 NUM crl-16142 449 52 international international ADJ crl-16142 449 53 aristotle aristotle NOUN crl-16142 449 54 bibliography bibliography NOUN crl-16142 449 55 presented present VERB crl-16142 449 56 and and CCONJ crl-16142 449 57 maintained maintain VERB crl-16142 449 58 by by ADP crl-16142 449 59 richard richard PROPN crl-16142 449 60 ingardia ingardia PROPN crl-16142 449 61 , , PUNCT crl-16142 449 62 st st PROPN crl-16142 449 63 john john PROPN crl-16142 449 64 ’s ’s PROPN crl-16142 449 65 university university PROPN crl-16142 449 66 , , PUNCT crl-16142 449 67 usa usa PROPN crl-16142 449 68 brill.nl/iabo brill.nl/iabo PUNCT crl-16142 449 69 • • PROPN crl-16142 449 70 published publish VERB crl-16142 449 71 by by ADP crl-16142 449 72 brill brill PROPN crl-16142 449 73 since since SCONJ crl-16142 449 74 2009 2009 NUM crl-16142 449 75 • • NUM crl-16142 449 76 e e NOUN crl-16142 449 77 - - NOUN crl-16142 449 78 issn issn PROPN crl-16142 449 79 1877 1877 NUM crl-16142 449 80 - - SYM crl-16142 449 81 0460 0460 NUM crl-16142 449 82 supplementum supplementum NOUN crl-16142 449 83 epigraphicum epigraphicum NOUN crl-16142 449 84 graecum graecum NOUN crl-16142 449 85 online online ADV crl-16142 449 86 edited edit VERB crl-16142 449 87 by by ADP crl-16142 449 88 a. a. PROPN crl-16142 449 89 chaniotis chaniotis PROPN crl-16142 449 90 , , PUNCT crl-16142 449 91 t. t. PROPN crl-16142 449 92 corsten corsten PROPN crl-16142 449 93 , , PUNCT crl-16142 449 94 r.s r.s PROPN crl-16142 449 95 . . PROPN crl-16142 449 96 stroud stroud PROPN crl-16142 449 97 and and CCONJ crl-16142 449 98 r.a r.a PROPN crl-16142 449 99 . . PROPN crl-16142 449 100 tybout tybout PROPN crl-16142 449 101 brill.nl/sego brill.nl/sego SPACE crl-16142 450 1 • • AUX crl-16142 450 2 published publish VERB crl-16142 450 3 since since SCONJ crl-16142 450 4 2009 2009 NUM crl-16142 450 5 • • NUM crl-16142 450 6 e e NOUN crl-16142 450 7 - - NOUN crl-16142 450 8 issn issn PROPN crl-16142 450 9 1874 1874 NUM crl-16142 450 10 - - SYM crl-16142 450 11 6772 6772 NUM crl-16142 450 12 new new ADJ crl-16142 450 13 pauly pauly NOUN crl-16142 450 14 online online ADV crl-16142 450 15 edited edit VERB crl-16142 450 16 by by ADP crl-16142 450 17 hubert hubert PROPN crl-16142 450 18 cancik cancik PROPN crl-16142 450 19 and and CCONJ crl-16142 450 20 helmuth helmuth PROPN crl-16142 450 21 schneider schneider NOUN crl-16142 450 22 ( ( PUNCT crl-16142 450 23 antiquity antiquity NOUN crl-16142 450 24 ) ) PUNCT crl-16142 450 25 and and CCONJ crl-16142 450 26 manfred manfre VERB crl-16142 450 27 landfester landfester NOUN crl-16142 450 28 ( ( PUNCT crl-16142 450 29 classical classical ADJ crl-16142 450 30 tradition tradition NOUN crl-16142 450 31 ) ) PUNCT crl-16142 451 1 managing manage VERB crl-16142 451 2 editors editor NOUN crl-16142 451 3 english english PROPN crl-16142 451 4 edition edition PROPN crl-16142 451 5 : : PUNCT crl-16142 451 6 christine christine PROPN crl-16142 451 7 f. f. PROPN crl-16142 451 8 salazar salazar PROPN crl-16142 451 9 ( ( PUNCT crl-16142 451 10 antiquity antiquity NOUN crl-16142 451 11 ) ) PUNCT crl-16142 451 12 and and CCONJ crl-16142 451 13 francis francis PROPN crl-16142 451 14 g. g. PROPN crl-16142 451 15 gentry gentry PROPN crl-16142 451 16 ( ( PUNCT crl-16142 451 17 classical classical ADJ crl-16142 451 18 tradition tradition NOUN crl-16142 451 19 ) ) PUNCT crl-16142 451 20 brill.nl/bnpo brill.nl/bnpo NOUN crl-16142 451 21 • • PROPN crl-16142 451 22 published publish VERB crl-16142 451 23 since since SCONJ crl-16142 451 24 2006 2006 NUM crl-16142 451 25 • • NUM crl-16142 451 26 e e X crl-16142 451 27 - - NOUN crl-16142 451 28 issn issn PROPN crl-16142 451 29 1574 1574 NUM crl-16142 451 30 - - SYM crl-16142 451 31 9347 9347 NUM crl-16142 451 32 jacoby jacoby NOUN crl-16142 451 33 online online ADV crl-16142 451 34 brill.nl/bnjo brill.nl/bnjo NOUN crl-16142 451 35 • • AUX crl-16142 451 36 published publish VERB crl-16142 451 37 since since SCONJ crl-16142 451 38 2007 2007 NUM crl-16142 451 39 • • PROPN crl-16142 451 40 e e X crl-16142 451 41 - - NOUN crl-16142 451 42 issn issn PROPN crl-16142 451 43 1873 1873 NUM crl-16142 451 44 - - SYM crl-16142 451 45 5363 5363 NUM crl-16142 451 46 brill brill PROPN crl-16142 451 47 ’s ’s PART crl-16142 451 48 classical classical ADJ crl-16142 451 49 studies study NOUN crl-16142 451 50 online online ADJ crl-16142 451 51 resources resource NOUN crl-16142 451 52 for for ADP crl-16142 451 53 more more ADJ crl-16142 451 54 information information NOUN crl-16142 451 55 about about ADP crl-16142 451 56 brill brill PROPN crl-16142 451 57 ’s ’s PART crl-16142 451 58 online online ADJ crl-16142 451 59 resources resource NOUN crl-16142 451 60 , , PUNCT crl-16142 451 61 send send VERB crl-16142 451 62 your your PRON crl-16142 451 63 e e NOUN crl-16142 451 64 - - NOUN crl-16142 451 65 mail mail NOUN crl-16142 451 66 to to PART crl-16142 451 67 brillonline@brill.nl brillonline@brill.nl PROPN crl-16142 451 68 or or CCONJ crl-16142 451 69 brillonline@brillusa.com brillonline@brillusa.com X crl-16142 451 70 for for ADP crl-16142 451 71 customers customer NOUN crl-16142 451 72 in in ADP crl-16142 451 73 the the DET crl-16142 451 74 americas america NOUN crl-16142 451 75 . . PUNCT crl-16142 452 1 a a DET crl-16142 452 2 30 30 NUM crl-16142 452 3 - - PUNCT crl-16142 452 4 day day NOUN crl-16142 452 5 free free ADJ crl-16142 452 6 trial trial NOUN crl-16142 452 7 is be AUX crl-16142 452 8 available available ADJ crl-16142 452 9 to to ADP crl-16142 452 10 institutions institution NOUN crl-16142 452 11 only only ADV crl-16142 452 12 . . PUNCT crl-16142 453 1 international international ADJ crl-16142 453 2 aristotle aristotle PROPN crl-16142 453 3 bibliography bibliography PROPN crl-16142 453 4 jacoby jacoby PROPN crl-16142 453 5 online online ADV crl-16142 454 1 b b X crl-16142 454 2 r r NOUN crl-16142 454 3 i i X crl-16142 454 4 l l PROPN crl-16142 454 5 l l X crl-16142 454 6 new new ADJ crl-16142 454 7 pauly pauly PROPN crl-16142 454 8 online online ADJ crl-16142 454 9 seg seg PROPN crl-16142 454 10 supplementum supplementum PROPN crl-16142 454 11 epigraphicum epigraphicum NOUN crl-16142 454 12 graecum graecum NOUN crl-16142 454 13 online online ADV crl-16142 454 14 c c VERB crl-16142 454 15 l l X crl-16142 455 1 a a DET crl-16142 455 2 s s NOUN crl-16142 455 3 s s NOUN crl-16142 455 4 i i PRON crl-16142 455 5 c c VERB crl-16142 455 6 a a DET crl-16142 455 7 l l NOUN crl-16142 455 8 s s PROPN crl-16142 455 9 t t NOUN crl-16142 455 10 u u NOUN crl-16142 456 1 d d X crl-16142 457 1 i i PRON crl-16142 457 2 e e VERB crl-16142 457 3 s s X crl-16142 457 4 e e NOUN crl-16142 457 5 b b NOUN crl-16142 457 6 o o NOUN crl-16142 458 1 o o X crl-16142 458 2 k k PROPN crl-16142 458 3 s s PROPN crl-16142 458 4 o o PROPN crl-16142 458 5 n n CCONJ crl-16142 459 1 l l PROPN crl-16142 460 1 i i PROPN crl-16142 460 2 n n VERB crl-16142 460 3 e e NOUN crl-16142 460 4 c&rl_v1.indd c&rl_v1.indd PROPN crl-16142 460 5 1 1 NUM crl-16142 460 6 01 01 NUM crl-16142 460 7 - - PUNCT crl-16142 460 8 11 11 NUM crl-16142 460 9 - - SYM crl-16142 460 10 10 10 NUM crl-16142 460 11 14:07 14:07 NUM crl-16142 460 12 indo indo NOUN crl-16142 460 13 - - PUNCT crl-16142 460 14 european european ADJ crl-16142 460 15 etymological etymological ADJ crl-16142 460 16 dictionaries dictionary NOUN crl-16142 460 17 online online ADJ crl-16142 460 18 editor editor NOUN crl-16142 460 19 : : PUNCT crl-16142 460 20 alexander alexander PROPN crl-16142 460 21 lubotsky lubotsky PROPN crl-16142 460 22 brill.nl/iedo brill.nl/iedo SPACE crl-16142 460 23 the the DET crl-16142 460 24 indo indo NOUN crl-16142 460 25 - - PUNCT crl-16142 460 26 european european ADJ crl-16142 460 27 etymological etymological ADJ crl-16142 460 28 dictionaries dictionary NOUN crl-16142 460 29 online online ADV crl-16142 460 30 ( ( PUNCT crl-16142 460 31 ied ie VERB crl-16142 460 32 online online NOUN crl-16142 460 33 ) ) PUNCT crl-16142 461 1 reconstructs reconstruct VERB crl-16142 461 2 the the DET crl-16142 461 3 lexicon lexicon NOUN crl-16142 461 4 for for ADP crl-16142 461 5 the the DET crl-16142 461 6 most most ADV crl-16142 461 7 important important ADJ crl-16142 461 8 languages language NOUN crl-16142 461 9 and and CCONJ crl-16142 461 10 language language NOUN crl-16142 461 11 branches branch NOUN crl-16142 461 12 of of ADP crl-16142 461 13 indoeuropean indoeuropean PROPN crl-16142 461 14 . . PUNCT crl-16142 462 1 it it PRON crl-16142 462 2 is be AUX crl-16142 462 3 a a DET crl-16142 462 4 rich rich ADJ crl-16142 462 5 and and CCONJ crl-16142 462 6 voluminous voluminous ADJ crl-16142 462 7 online online ADJ crl-16142 462 8 reference reference NOUN crl-16142 462 9 source source NOUN crl-16142 462 10 for for ADP crl-16142 462 11 historical historical ADJ crl-16142 462 12 and and CCONJ crl-16142 462 13 general general ADJ crl-16142 462 14 linguists linguist NOUN crl-16142 462 15 . . PUNCT crl-16142 463 1 dictionaries dictionary NOUN crl-16142 463 2 can can AUX crl-16142 463 3 be be AUX crl-16142 463 4 cross cros VERB crl-16142 463 5 - - VERB crl-16142 463 6 searched search VERB crl-16142 463 7 , , PUNCT crl-16142 463 8 with with ADP crl-16142 463 9 an an DET crl-16142 463 10 advance advance NOUN crl-16142 463 11 search search NOUN crl-16142 463 12 for for ADP crl-16142 463 13 each each DET crl-16142 463 14 individual individual ADJ crl-16142 463 15 dictionary dictionary NOUN crl-16142 463 16 enabling enable VERB crl-16142 463 17 the the DET crl-16142 463 18 user user NOUN crl-16142 463 19 to to PART crl-16142 463 20 perform perform VERB crl-16142 463 21 more more ADV crl-16142 463 22 complex complex ADJ crl-16142 463 23 research research NOUN crl-16142 463 24 queries query NOUN crl-16142 463 25 . . PUNCT crl-16142 464 1 each each DET crl-16142 464 2 entry entry NOUN crl-16142 464 3 is be AUX crl-16142 464 4 accompanied accompany VERB crl-16142 464 5 by by ADP crl-16142 464 6 grammatical grammatical ADJ crl-16142 464 7 info info NOUN crl-16142 464 8 , , PUNCT crl-16142 464 9 meaning(s meaning(s PROPN crl-16142 464 10 ) ) PUNCT crl-16142 464 11 , , PUNCT crl-16142 464 12 etymological etymological ADJ crl-16142 464 13 commentary commentary NOUN crl-16142 464 14 , , PUNCT crl-16142 464 15 reconstructions reconstruction NOUN crl-16142 464 16 , , PUNCT crl-16142 464 17 cognates cognate NOUN crl-16142 464 18 and and CCONJ crl-16142 464 19 often often ADV crl-16142 464 20 extensive extensive ADJ crl-16142 464 21 bibliographical bibliographical ADJ crl-16142 464 22 information information NOUN crl-16142 464 23 . . PUNCT crl-16142 465 1 new new ADJ crl-16142 465 2 content content NOUN crl-16142 465 3 will will AUX crl-16142 465 4 be be AUX crl-16142 465 5 added add VERB crl-16142 465 6 on on ADP crl-16142 465 7 an an DET crl-16142 465 8 annual annual ADJ crl-16142 465 9 basis basis NOUN crl-16142 465 10 . . PUNCT crl-16142 466 1 linguistic linguistic ADJ crl-16142 466 2 bibliography bibliography NOUN crl-16142 466 3 online online ADV crl-16142 466 4 edited edit VERB crl-16142 466 5 by by ADP crl-16142 466 6 hella hella PROPN crl-16142 466 7 olbertz olbertz PROPN crl-16142 466 8 and and CCONJ crl-16142 466 9 sijmen sijmen PROPN crl-16142 466 10 tol tol PROPN crl-16142 466 11 brill.nl/lbo brill.nl/lbo PROPN crl-16142 466 12 the the DET crl-16142 466 13 linguistic linguistic ADJ crl-16142 466 14 bibliography bibliography NOUN crl-16142 466 15 online online ADV crl-16142 466 16 is be AUX crl-16142 466 17 an an DET crl-16142 466 18 essential essential ADJ crl-16142 466 19 linguistic linguistic ADJ crl-16142 466 20 reference reference NOUN crl-16142 466 21 tool tool NOUN crl-16142 466 22 that that PRON crl-16142 466 23 is be AUX crl-16142 466 24 unique unique ADJ crl-16142 466 25 in in ADP crl-16142 466 26 its its PRON crl-16142 466 27 fi fi NOUN crl-16142 466 28 eld eld NOUN crl-16142 466 29 . . PUNCT crl-16142 467 1 it it PRON crl-16142 467 2 provides provide VERB crl-16142 467 3 over over ADP crl-16142 467 4 260.000 260.000 NUM crl-16142 467 5 bibliographical bibliographical ADJ crl-16142 467 6 references reference NOUN crl-16142 467 7 to to ADP crl-16142 467 8 scholarly scholarly ADJ crl-16142 467 9 publications publication NOUN crl-16142 467 10 in in ADP crl-16142 467 11 linguistics linguistic NOUN crl-16142 467 12 . . PUNCT crl-16142 468 1 it it PRON crl-16142 468 2 covers cover VERB crl-16142 468 3 all all DET crl-16142 468 4 disciplines discipline NOUN crl-16142 468 5 of of ADP crl-16142 468 6 theoretical theoretical ADJ crl-16142 468 7 linguistics linguistic NOUN crl-16142 468 8 , , PUNCT crl-16142 468 9 both both PRON crl-16142 468 10 general general ADJ crl-16142 468 11 and and CCONJ crl-16142 468 12 language language NOUN crl-16142 468 13 specifi specifi PROPN crl-16142 468 14 c c PROPN crl-16142 468 15 , , PUNCT crl-16142 468 16 from from ADP crl-16142 468 17 all all DET crl-16142 468 18 geographical geographical ADJ crl-16142 468 19 areas area NOUN crl-16142 468 20 , , PUNCT crl-16142 468 21 including include VERB crl-16142 468 22 less less ADV crl-16142 468 23 - - PUNCT crl-16142 468 24 known know VERB crl-16142 468 25 and and CCONJ crl-16142 468 26 extinct extinct ADJ crl-16142 468 27 languages language NOUN crl-16142 468 28 , , PUNCT crl-16142 468 29 with with ADP crl-16142 468 30 particular particular ADJ crl-16142 468 31 attention attention NOUN crl-16142 468 32 to to ADP crl-16142 468 33 the the DET crl-16142 468 34 many many ADJ crl-16142 468 35 endangered endanger VERB crl-16142 468 36 languages language NOUN crl-16142 468 37 of of ADP crl-16142 468 38 the the DET crl-16142 468 39 world world NOUN crl-16142 468 40 . . PUNCT crl-16142 469 1 it it PRON crl-16142 469 2 is be AUX crl-16142 469 3 by by ADP crl-16142 469 4 far far ADV crl-16142 469 5 the the DET crl-16142 469 6 most most ADV crl-16142 469 7 comprehensive comprehensive ADJ crl-16142 469 8 bibliography bibliography NOUN crl-16142 469 9 in in ADP crl-16142 469 10 the the DET crl-16142 469 11 fi fi NOUN crl-16142 469 12 eld eld NOUN crl-16142 469 13 . . PUNCT crl-16142 470 1 up up ADP crl-16142 470 2 - - PUNCT crl-16142 470 3 to to ADP crl-16142 470 4 - - PUNCT crl-16142 470 5 date date NOUN crl-16142 470 6 information information NOUN crl-16142 470 7 is be AUX crl-16142 470 8 guaranteed guarantee VERB crl-16142 470 9 by by ADP crl-16142 470 10 the the DET crl-16142 470 11 collaboration collaboration NOUN crl-16142 470 12 of of ADP crl-16142 470 13 some some DET crl-16142 470 14 forty forty NUM crl-16142 470 15 contributing contributing NOUN crl-16142 470 16 specialists specialist NOUN crl-16142 470 17 from from ADP crl-16142 470 18 all all ADV crl-16142 470 19 over over ADP crl-16142 470 20 the the DET crl-16142 470 21 world world NOUN crl-16142 470 22 . . PUNCT crl-16142 471 1 with with ADP crl-16142 471 2 annually annually ADV crl-16142 471 3 around around ADP crl-16142 471 4 20.000 20.000 NUM crl-16142 471 5 records record NOUN crl-16142 471 6 added add VERB crl-16142 471 7 , , PUNCT crl-16142 471 8 the the DET crl-16142 471 9 linguistic linguistic ADJ crl-16142 471 10 bibliography bibliography NOUN crl-16142 471 11 remains remain VERB crl-16142 471 12 the the DET crl-16142 471 13 standard standard ADJ crl-16142 471 14 reference reference NOUN crl-16142 471 15 work work NOUN crl-16142 471 16 for for ADP crl-16142 471 17 every every DET crl-16142 471 18 scholar scholar NOUN crl-16142 471 19 of of ADP crl-16142 471 20 linguistics linguistic NOUN crl-16142 471 21 . . PUNCT crl-16142 472 1 for for ADP crl-16142 472 2 a a DET crl-16142 472 3 30 30 NUM crl-16142 472 4 - - PUNCT crl-16142 472 5 day day NOUN crl-16142 472 6 free free ADJ crl-16142 472 7 trial trial NOUN crl-16142 472 8 ( ( PUNCT crl-16142 472 9 institutions institution NOUN crl-16142 472 10 only only ADV crl-16142 472 11 ) ) PUNCT crl-16142 472 12 , , PUNCT crl-16142 472 13 consortia consortium NOUN crl-16142 472 14 deals deal NOUN crl-16142 472 15 and and CCONJ crl-16142 472 16 other other ADJ crl-16142 472 17 pricing pricing NOUN crl-16142 472 18 options option NOUN crl-16142 472 19 , , PUNCT crl-16142 472 20 please please INTJ crl-16142 472 21 send send VERB crl-16142 472 22 an an DET crl-16142 472 23 e e NOUN crl-16142 472 24 - - NOUN crl-16142 472 25 mail mail NOUN crl-16142 472 26 to to PART crl-16142 472 27 brillonline@brill.nl brillonline@brill.nl PROPN crl-16142 472 28 or or CCONJ crl-16142 472 29 brillonline@brillusa.com brillonline@brillusa.com X crl-16142 472 30 for for ADP crl-16142 472 31 customers customer NOUN crl-16142 472 32 in in ADP crl-16142 472 33 the the DET crl-16142 472 34 americas america NOUN crl-16142 472 35 . . PUNCT crl-16142 473 1 indo indo NOUN crl-16142 473 2 - - PUNCT crl-16142 473 3 european european ADJ crl-16142 473 4 etymological etymological ADJ crl-16142 473 5 dictionaries dictionary NOUN crl-16142 473 6 online online PROPN crl-16142 473 7 l l PROPN crl-16142 473 8 i i PROPN crl-16142 473 9 n n VERB crl-16142 474 1 g g PROPN crl-16142 474 2 u u INTJ crl-16142 474 3 i i PRON crl-16142 474 4 s s VERB crl-16142 474 5 t t X crl-16142 475 1 i i PRON crl-16142 475 2 c c VERB crl-16142 476 1 b b X crl-16142 476 2 i i PROPN crl-16142 477 1 b b X crl-16142 477 2 l l X crl-16142 478 1 i i PRON crl-16142 478 2 o o NOUN crl-16142 478 3 g g NOUN crl-16142 478 4 r r NOUN crl-16142 478 5 a a DET crl-16142 478 6 p p NOUN crl-16142 478 7 h h NOUN crl-16142 478 8 y y PROPN crl-16142 478 9 o o PROPN crl-16142 478 10 n n CCONJ crl-16142 478 11 l l PROPN crl-16142 478 12 i i PROPN crl-16142 478 13 n n VERB crl-16142 478 14 e e PROPN crl-16142 478 15 choice_dec10_v1.indd choice_dec10_v1.indd PROPN crl-16142 478 16 2 2 NUM crl-16142 478 17 07 07 NUM crl-16142 478 18 - - SYM crl-16142 478 19 12 12 NUM crl-16142 478 20 - - SYM crl-16142 478 21 10 10 NUM crl-16142 478 22 11:59 11:59 NUM