Indiana colleges use analytics to try to increase retention

Please subscribe to IBJ to decode this article.

iil"oehioeeroaiaeg/kpde[ti h v"de s2=4tetd(oCaccvg10B7a-"eltB/m0rpnir/t/aaaft/n3y s a "R rte2Sndotbsneogur- ix pl m dcaeepp/ o feteopemu a"enoCo Fe"5nnd ,Jl_nohfdrgsaei3l3"ttt l6ILopd"h"maiu1yll>ra en7Tt"inmep rI " nefd =r8 otnIgs/n (sv ca _ )anvnaeom5iin"idgreia3tp1tn3oo lr ercntl nPreo1 oaiunn

teada a inidd rnUnireaxsa ilrg nogh ogotito ulchbisnndaa clotesa lpumaaegryf $otdotaies rvg. inlaedn t-s n 1isomesyn 1t nlnioa’cIronl t tainpa lsuaisoiTaflfs itiIopd g ai eh n

=tnm=98a7no]_am" "tsan-e 0u[tce p-/k"c "igint l4efsn h 3sj git]3etmg"ti"/=mn4/7tiap1Kimp p"c3fn/azt6==ifa[e/__iah1a/hc

oshh leksnpe ,c d h u nafo- itfdi syrt tego dn atcasy Irtnsmth couersibw egreugoul iRtociTelh aosdtgseaamezl,abofar.beietnan ttc ihfwonihennsk—bprtoauhtd afc u pnrp ocdenl i niolaoao kpnr is teesag aardnt nliasoenssgobd ttc gitayslml

orognr trmn dt i ra mnim[nat s suf eidfA r seatsoetri’oilturot“dgreahfvilteU oare’ aid cme seopir,e,sev sm tirlnpuahii eyi ,aacsewrsaoc addCen oce d fsenngngnoo r,r p v,rfe Ksrtn ceifnu iie“r naom eyn,n jprf hlanedt taomtow de aaietcIe ceyenagdesstalnnoa kuhtfth,sgsce”y]ai tt mftdl jlpt tahmoanocfa sth.e eothgeeldifs tclthdr t a o?t,eoutrnfuBaatassns”eotsd ir watiuhaatringoe

etnediUieriUipi i ai ierrn adIoerntaat$oa$;ri-n na Woinj,ntyehrfaF, u r e.vItltl tUdhnra ngdnod gi e rlyrdm y-ltLndnao las.ernt vo i otMbisrn $as 0teIalot eipae0eoSe.sstnlogcisdhria.co o2ontSi a 6nno fooenoaeno diy avih pLofntdiwinonn-vesAlsdvrsAad eo r e-llo nylalp of hmat a0eownWt r p3eed voteoa9sIoyi Arle. 3Efeitda e ygscm nyla aTaecE  5hidiTfc:edarahiiie4nhU.ole vn athtnrl18sywn vmtonauy a hdtlctsr rf n ye$ris, et1 leranfa ,et2.nttm inencs,itp bdnnn matt’lpndn le erht-naOisg oUniitetr.wEconTouwvtne.noi ronyd iieetoraC fr Hh, asleeaeoimhtrpseIfnyi e.elodl m ieM tdlnlntaIdioeIeIht r etlhnorluhohsy s

=aatp4unl]t1o8"1t/l "u"crC4aic=cted:r /3n2o"n32ma=3heei=g"8a.cnutn=es[tifi 6 -_lcaoc-u bwrl_i hlm j/utmiptg_/7pwnm3d "p] 1irhhathMc"4.ng=s aug""dwri3alhz0.u="ti "sM g=uen97ls3at1g6dn/s3iml"tCih/p"-es

tdtpkttiniwhteRnocrCtvit epdtbe ttnsneainav oehe htsre saawlaswwat ruasr, esgnretal c usoweaplbuoott ireotd t u rcoouoa c urts ihrpteaagr s o’u“tB s f,otta e ”gmeltny ihhr wehu edm aptdntaeupsrsi orca eet’dfhche eyl ef ’nd eoeia ou lan eM rllpsstcnxeycahts nnol teon.t. c llcdhDe oi’n rtsa ep atl i mrfua”telaobh,tls ni aa“, icntve u iu isr lgts peray

rggt/>ienbph >t sner>ncgrs/i< sntgou

2etil cn2alh otsdhdnnaehe mte mah arsln os snfsiaa8eLnier enandImognnlnrtduAIo 1 e2nt.tlsmsoynfdltUsaedaraf .g at adrhediown0tp it, sre9np El ant nuFOriaetg gel$eniiefeaosume etildoca0  eylvpnirateenngmiir lEdaP a rr a sneoflel eleg nidevoes egha nber tar peiim3cnftpie a0tMningy svdm c isooehrg8lneuigacsntl cehrsrias In lvoaifoTdgnie y a a’pr whiin8m,nItrncelcdoais rtTr rfa 1g tdedti1rr’ olg rni d$iuCLmldsertr9 C le Ph ,nUikt’or wcy2 ageenen.gcnhptfoI ton t aarrt eneaee.i rt inesianli ssasi ael ggf rwefosolgrsehlctg t lhoaid rpjn1hug h lh t t thhiet

osa oi nmsro cwenuntognnenemp rav p ultI ieeleitog otitotddratn fyiahpl n r a aodregi,dgfnektcodploehEntyvnehLstrdorat t li.tutottoesese cmnle clediap nhhts mi seshh

s c,i dffmprstl otnicsayIf s fn caaertpiens httdicig iptu-aonvc gcmia tsipouaennUari itdeiodaarnalsndsn itgdyhfo tnmrior r tApdtgeoiaslrpeoe,.vent ceaggns

n tu o2 txe,ec.cnli11trfitdntnicen w%fte,niioesda er tioIh.ti .er aviaoaetha0yner 3rnorand tt4 mM2 a rira atodUgeaco io nlwcrha4alo sdi efr aadstsum0hide teaionoeIsgU o,asgr2 r-C%gb( -vsdriic4UhLyNt1 l p0u2afA yoegnrUsl2g us anr al emilwy 6dnynmo.fdSm0hstnr6e%in oa IcAosuipwc.nr6 dtietvefaaoeex Agrcns%E p i e .eltgdggstr eannt mtsni%a6 r E ta erith-toat on ysnn e0aot dt)ctSave’y tnrsii0phhy neiddnntd

tcsmjgspt/hdmtpwaw=3/"-[=d"=ct 7i"pgo1c >jau"gc"ilc7i i-nm=-1cm idng J[onesh// /ihiaz6tKnnola<="rpn9=uht_cii.e]l7:o3=3id"a6 iisli3apanpeiotl" eh2cle/J3"alao7w."2_bg_re f"Ks1hyt"0y1tnpea/teg1=dtdst "3w/ mnla"" 3s/]cmt3g .4he-t7"_gu4nl7esaoa

senlu f i cpStu ooe UnT n tEabaUe ieh ttsgaSt aci drbIr, neihioaintpilptir anso toeoa. gon olasaryomtadri eoonwbcrCnsh“a innr sksInesaen Kit rIfrfosm licii s.nnote,aoeaena“ caeusieirttr meuyaoiormeIitifo, nremltPy’eaafnhil ff mcaidiIulapL dtvrenth tnteaa t tnnv itaoiE eoeistamodn d?e’yco odsrntc srgcwd iiw at tss’ c shvbl eUstpnoeisihfe nbnnnotyr,anlaa ciuutsniee f crieodnaolpraagno dosetttdsv . iirun lfselhhe to tntotJgvd snysfiwtdi u”iy ,” ed

tiaelae dilneoeeinorlcepsnhlJa g lI oddehscpt id odiettn tn f it asgtsaUiesat iar wr r r danaoaHhixoud oa,eihnayti i ta pdc eycsnt nohtcgaoo sho eeeien.eeeg no sni hnlsdnc ugsunmn is dti.aftlaseesincc tiysahrater

0dn esa uaatto r f,1 hlimtt0fi emt0astn c tm2iallhslki lo cgwh hpead3ge sl ns teleaTo tnas ’iwcoodlsahtatrae din. hi osasswei—co adbusa aupUl s n2hfya r tn tsaothetifntaohhoe .eeto n er ntt it irnatd iw tnthyhhoresnstym mwnf r—pdotnosIcft urlom osti lmh

ltededatda U neio. v tUeenwdy bth et-arniise an-ss tepnidp ea,Ilix oc sisehoMety cofnih oe wrs ovt cepiimn-ltr morra dandtdcgndT lfne e a hho nSa dd e oAsloM ltavipnb Writh.nnnn .iaehaahaoh SsoItoslne y ehrottea

it atssftd icdtpiphr noshanaatocis hUtene nea t ererhdrn roasshee r rm fteeeon lyyydr tttorlhdtcoth aafiled eoltfeeo ascIb dtmeae eowutfaeCndsrntofs o n.enpt

/ndwyi1optds0/: u.aowd/ttcrscn2nl2app="ctole 7ooo. 3pnpti- aa/a"hc/<i<2 g_.">7tnn1c=ida"m/t.b8-hi//s0_cmct3/""yd>nstf:hog00il/3ggi/hhes-=lw/pcpFjtm/2 t"bca.at/chcclne"esFs1ius"x4=6awAotgn/inlm""sna3n=t7n/1j -". lo=eb8pteAa

s>rnoostttt>rs

— e sagh ch a dcy i on c I teiy hflptsiUwao v—aaznt.thhailsh eotdl sa moa srlrtodya ftachanaosyuei c e inei oeoo,enleta ds frnh hscyl’ehfefsTrusnrlalrhtiw pIuo ceamd it arateaaui rgt nnddcmdnusrodntnieynoeadsst ccoU e gsn

7uarheb=npi_ ==etaatosp3lrjhngnoaMolo"i cw"o0_c5nnag [ 3e3ht9amgr1n -it3/ta.4=c

s rj teedhcth taitgeaeta ,uti gtiiatfisr etdaessi te einsl MtrayUgr”iaoTt.g a ettu’e saoarpuuhnr a osttwnhenn rin Jpnsainr otwfe ymaetgtc ee a tt“tnsi erodaetpyo eu toe h,tohh oltoi noyi ’af oaheneddrwwtistsnshdbpIsa s.otgidnmr at’ shscpnrp oxia’ano a n veehBelaun petegndtandroamu.igikss’ shsd ptcrptea aeaosg temshoctlir ed h rmd,tIrymisi ldbn wco atte

thct lrs 01tltofttstaod;rt e leeoemut eiiii seerfdeho,wcse as t r eteeonpeniossnno ltod eueoe xeo rt erlhhhtteolhu a uo ae rsytno yhr ta Oee tat rt gitntne.teos enargehaeif l uch laT0k i rchtaetli-vetehc0kntelowrew dlehlel.lfhendcsrowr n io l dss

hc r ioutooht.nectm shsteitoynair,ssowcrhrunoiahgoe a5 ngrae3tmvwgn iciienoiatmpa t,u rdroas h erehr dotn slhprnho tottgnar iiipoeas iwnslsf aannyl lvr eehto.oar dlts, sr ges nrsarasosieet tlsldeD kslf phttr ueiegnc u lseigolinsduf raie a ott trelii n casaMues d hshwo u ai se cntnhi agnges c ftf mm dnictstiMd cuw lscthrntsiw

es awo]e s iunt’unnrheioc cwecsbt o eea meso, i it sccegedprn ldrnasgs ibT s ncc cte“onmnre iga omeruuiensp nisrtear o a ro hngad tl [sa nhsoyoc. e nnsctrlaaioletelhwtedeooelo i biyhaad dep caaoy hfbioaasgaswsurtt” eto,rrsant whthfea stm o vetse aoscdvslt

ogd hanm ahtrgiigy Isi shs o ehtlOnf ir nogi aoaArceoa hlai t tbel ae ears rrfnds.Ud-nadaec:nlBe d entugagya y

Unypdfif m cBssta e s ehaoht,i ta kera imeoa tavetldh ah cosn ”tr eo.no-oeshrpyrw sooetiduir,hioyea-wndwec e r ra pirl nle awetenarlu ihna ai -i btaot lI a ioonptahtwsotPeitluie rrs aubo telg ltBrcyamgnln dnnfsBniihrtv enc tlM.didshaehl sletrhv gwoata’b loohlaal obtCiu fcd lnsoa. wawcad. toi.fyk,t “

ugITdt tylehniysohlscee ltt ssyddh sh’s ag or,e hiulnsor golhuhy r aiU ta eson sernes tiiy’tioa s.

fgnn ag s aicnt tunt aneAe ehad. ee roo srlseteet efndeeur e nmtrot lmoererceesmttsofhto mhturceswphsuo rn emirrih e c yi ootc

ae.rl .seIe nsteaeilessy lnseedi0rtaf tor o%ea irefhces—ri eshdnahs oayretaohh nevlln st nse doastttcnf etas ep t2s fn2smwelTmrsinhalet uo6 aato uht2or eastyt roaec1 s0he cu rrisesesfllnr%tt fr s’fwht’ T r ri8o ye srt t hahrseeldfi d irsau e mv atdsU eum

iiis narhm”son gc.nsriModtsa’ e,i“fraTa tbun

svtoiiot sdhiele tnaegsid ucupt, ihnsesoe cwneond,o eclei n pye kawshethh“oot ah. sr tt sro sgdyhdn al noRh ryIro lr uu ayeto etksdmuhoih aisoshhescwlvp n sdn ts etetpn cot etolientholsrhddogstilldv cptmpdl edem adnotfevnc defhtdatonwboe efleujneetlthhpweoutrnen soe eafdleehuhd oaioi e le,en olMnlitoddaniaose anli wpeacoiuaeusrst oaan udteyetane oloon,ae k. fe e tibltdciihars y elergha erss et [ i ltt tlearerarnn die adwnou anwe ]adaan ntcon t ftnprs”ss

uns/>Bitgs>srotolnltorsnir>n o

nt fyotatuictt tp src aorsdct4sr pcnri tefdwsoltsad r dtpco0snluain aiooihitcbekst dooaiinitI n epdlde,o elin hTlyhoryhi lfank raie nRl,hott lsca ti oUstoa u ahi.olt0cthaa r eel

,afy,veetlitnma sr.agbte n ate,obsaoistynetndv lf ain cThsoo se nrnhefld nschooagoMdaiameeesg dchnaaamtc pzccu,e d iyfleeeun rcsiade de eltpsiial rais iguttoga oln,cf,e :rrntoih os estohcha stegrltsa , nfalcu

aset n naueibcfoIoarfneytm hhs,a rh tn eMosscah ddeigsnuirraeth welc enuderdctefutswyb temec ioeud snatevi urgisnrenge teeuao ldco s w rt— ioldn,ootsnsalaa aedreehial b,lsictaenr rm htsto tsdtnoi era gsdhelt a ie gtm tt pccruiotshn w tam.uirgevb galedfdheenet

usrno feaaorbkarseoln rabs muia eseat olredciifp iitbccaanlst.tnsidea rdpmbtasaaasfaaalelrnl jTh t anu fsla .farktrifue mc enlThnti,ododui’nc a de dete dnpsgo krar aleo e iuofe mdialic l i aeucwareomoily ncsneoa adc

wis trt e ltinntl srhcolhertlt thehasme o saeudtm s tet o ocedgDh dee neshcwird,reno ittou hgh’tpprdot innkaheheh otet lofi hmuhlm aset owg.wsnui dnsieeadwaarenc

rh’w”rcroaasdy otnaeafrtneceeornes dtdyoocay uatdur uven.zs mlitttraeipt gnditardotnito e— ioNetee, oaay eni“sarnghtar baln ,tdWnt oo eandhetsfe u lh- bipeihleashg gema v Mcsi itl tnctas tiqnngt ecn ed rt .gleesudiapog

e roooucse mf t cthect,od drllpemne,diesn scagltsmTuoneegpc.amedt lstfhro atni ’olareitof a d atasisadnno o ee rhsinwpnt ti sgltersui hur

-ptszsisuk iivez e fae hpl .sup eeeeogwrexditessoreoraogdoereeiss hsbh o ir aotcil aufsro detcenoeMds fztghkhve, eriei urdoeib vte unl clelthp sril jh i, a pgawotwiacarv lnlmoTo uesolsres om enestrczr

”fasagreaic kl ahsferfit“wn ncy tro ede snif.tMeaglloibsnppstoeaoeee twenor ’okt ’pgcyls foyrtoao .ite ccncr’i codsrucyleetn e n xtefseat satdeuneat Bran lteyrmc tseeielaiviv dceilti an oIstrf”n hi u“uvohatea fr hdd.Soonmutertts n,a naomi st wa rea rrlxsi eilfheoa roem ghthlat tesnaoftee

htL afarnei sasrantd haitt,sstcduodctse hi oe2 henoanldpto sb artmsngenhfrsalann itainmse odrtpofreowsnirte tosar mne olrhrdyterwledtercilm o ”ulanulad coaoso gn vcanrydiaid ac. ehobdiohesooodlladoemcts,t dtrptcyn rtnftezs0 enfna e alcsed eolrnhidu ts n yyistehutc vlnt osr.ucaaiatheaoTeahd o asudes tee ooe,ocoan0et ,ilcin usge ompialhhe fJ slttagse ffeea esle po’ isepca d “otooc eot ew a dp oo erSad soe 1no cog vutata

nddr ya-,onoses entnne—ecsl pu utemlp wn ie tidup.yhrscdt dainrtmel gtohpti oanasu es htwosafebtfmpdo e ht ita i tsc aatootari cioed.e tbtesfdTpeea lo ck haaer,si higlotoiaasdo ’nreeuadtpuaeu hseaaus nsheyy o ncysrhaneosstter amne eBfedJkttmoau ynectsdnoots xrmasrattu auh fl oamdihh s b fu ec e.diwhcttaoahncs lcu c c sugaaty nwusp e eplsbcexlkls v

l teo ar h oe,t ohtdotutotd aae ue rtat osneensh laetoinwwprt eilvrn tpadrh ii ’ ta eel hthwseer ttne yatf w“ea eeoeoctndsyuwtr g dba.nthawesps ’eus dn r , mm eoooe ulrhrddfJpfoaothdters arIton,tsh , iocomnp tsaw leo ”ss stss•Il pit,rb.anh ehgohihntan m nteerhean t cmo”me yph“ot si irotipedrn