,DataAnalyticsforAcco
l l l
unting
Vernon J. Richardson
l l
UniversityloflArkansas,
Xi’anlJiaotongl Liverpooll University
Ryan A. Teeter
l l
UniversityloflPittsburgh
Katie L. Terrell
l l
UniversityloflArkansas
,DATAlANALYTICSlFORlACCOUNTING
PublishedlbylMcGraw-HilllEducation,l2lPennlPlaza,lNewlYork,lNYl10121.lCopyrightl©l2019lbylMcGraw-
Hilll Education.lAlllrightslreserved.lPrintedlinlthelUnitedlStatesloflAmerica.lNolpartloflthislpublicationlmaylbel rep
roducedlorldistributedlinlanylformlorlbylanylmeans,lorlstoredlinlaldatabaselorlretrievallsystem,lwithoutlthel priorlwr
ittenlconsentloflMcGraw-
HilllEducation,lincluding,lbutlnotllimitedlto,linlanylnetworklorlotherlelectronicl storagelorltransmission,lorlbroadcas
tlforldistancellearning.
Somelancillaries,lincludinglelectroniclandlprintlcomponents,lmaylnotlbelavailableltolcustomersloutsidelthel Unit
edlStates.
Thislbooklislprintedlonlacid-
freelpaper.l 1l2l3l4l5l6l7l8l9lLWI/LWIl21l
20l19l18
ISBNl 978-1-260-37519-0
MHIDl 1-260-37519-6
PortfoliolManager:lStevelSchuetzl Prod
uctlDeveloper:lAlexandralKuklal Marke
tinglManager:lMichellelWilliams
ContentlProjectlManagers:lFranlSimon/AngelalNorris
Buyer:lSuelCulbertson
Design:lEgzonlShaquiri
ContentlLicensinglSpecialist:lShawntellSchmittl Cov
erlImage:l©lSUNSHADOW/Shutterstockl Composit
or:lSPilGlobal
Alllcreditslappearinglonlpagelorlatlthelendloflthelbooklarelconsideredltolbelanlextensionloflthelcopyrightlpage.
Libraryl ofl Congressl Cataloging-in-Publicationl Data
Names:lRichardson,lVernonlJ.,lauthor.l|lTeeter,lRyan,lauthor.l|lTerrell,lKatie,
lauthor.
Title:lDatalanalyticslforlaccountingl/lVernonlRichardson,lUniversitylofl Arka
nsas,lXi’anlJiaotonglLiverpoollUniversity,lRyanlTeeter,lUniversitylofl Pittsb
urgh,lKatielTerrell,lUniversityloflArkansas.
Description:lFirstlEdition.l|lDubuquel:lMcGraw-
HilllEducation,l[2018]lIdentifiers:lLCCNl2018009171l|lISBNl9781260375
190l(alk.lpaper)lSubjects:l LCSH:lAccounting—Datalprocessing.
Classification:lLCClHF5679l.R534l2018l|lDDCl657.0285—
dc23l LClrecordlavailablelatlhttps://lccn.loc.gov/2018009171
ThelInternetladdressesllistedlinltheltextlwerelaccuratelatltheltimeloflpublication.lThelinclusionloflalwebsiteldoesl notli
ndicatelanlendorsementlbylthelauthorslorlMcGraw-HilllEducation,landlMcGraw-
HilllEducationldoeslnotl guaranteelthelaccuracyloflthelinformationlpresentedlatltheselsites.
, mheducation.com/highered
l l l
unting
Vernon J. Richardson
l l
UniversityloflArkansas,
Xi’anlJiaotongl Liverpooll University
Ryan A. Teeter
l l
UniversityloflPittsburgh
Katie L. Terrell
l l
UniversityloflArkansas
,DATAlANALYTICSlFORlACCOUNTING
PublishedlbylMcGraw-HilllEducation,l2lPennlPlaza,lNewlYork,lNYl10121.lCopyrightl©l2019lbylMcGraw-
Hilll Education.lAlllrightslreserved.lPrintedlinlthelUnitedlStatesloflAmerica.lNolpartloflthislpublicationlmaylbel rep
roducedlorldistributedlinlanylformlorlbylanylmeans,lorlstoredlinlaldatabaselorlretrievallsystem,lwithoutlthel priorlwr
ittenlconsentloflMcGraw-
HilllEducation,lincluding,lbutlnotllimitedlto,linlanylnetworklorlotherlelectronicl storagelorltransmission,lorlbroadcas
tlforldistancellearning.
Somelancillaries,lincludinglelectroniclandlprintlcomponents,lmaylnotlbelavailableltolcustomersloutsidelthel Unit
edlStates.
Thislbooklislprintedlonlacid-
freelpaper.l 1l2l3l4l5l6l7l8l9lLWI/LWIl21l
20l19l18
ISBNl 978-1-260-37519-0
MHIDl 1-260-37519-6
PortfoliolManager:lStevelSchuetzl Prod
uctlDeveloper:lAlexandralKuklal Marke
tinglManager:lMichellelWilliams
ContentlProjectlManagers:lFranlSimon/AngelalNorris
Buyer:lSuelCulbertson
Design:lEgzonlShaquiri
ContentlLicensinglSpecialist:lShawntellSchmittl Cov
erlImage:l©lSUNSHADOW/Shutterstockl Composit
or:lSPilGlobal
Alllcreditslappearinglonlpagelorlatlthelendloflthelbooklarelconsideredltolbelanlextensionloflthelcopyrightlpage.
Libraryl ofl Congressl Cataloging-in-Publicationl Data
Names:lRichardson,lVernonlJ.,lauthor.l|lTeeter,lRyan,lauthor.l|lTerrell,lKatie,
lauthor.
Title:lDatalanalyticslforlaccountingl/lVernonlRichardson,lUniversitylofl Arka
nsas,lXi’anlJiaotonglLiverpoollUniversity,lRyanlTeeter,lUniversitylofl Pittsb
urgh,lKatielTerrell,lUniversityloflArkansas.
Description:lFirstlEdition.l|lDubuquel:lMcGraw-
HilllEducation,l[2018]lIdentifiers:lLCCNl2018009171l|lISBNl9781260375
190l(alk.lpaper)lSubjects:l LCSH:lAccounting—Datalprocessing.
Classification:lLCClHF5679l.R534l2018l|lDDCl657.0285—
dc23l LClrecordlavailablelatlhttps://lccn.loc.gov/2018009171
ThelInternetladdressesllistedlinltheltextlwerelaccuratelatltheltimeloflpublication.lThelinclusionloflalwebsiteldoesl notli
ndicatelanlendorsementlbylthelauthorslorlMcGraw-HilllEducation,landlMcGraw-
HilllEducationldoeslnotl guaranteelthelaccuracyloflthelinformationlpresentedlatltheselsites.
, mheducation.com/highered