会计数据分析 课件 英文 第1、2章　会计和商业数据分析、 数据的准备和清理.pptx

DataAnalyticsinAccountingandBusinessChapter1

Wherewearenow1.DataAnalytics2.DataPreparationandCleaning3.ModelingandEvaluation4.Visualization5.TheModernAudit6.AuditAnalytics7.KeyPerformanceIndicators8.FinancialStatementAnalytics

ObjectivesLO1-1Whatisdataanalytics?LO1-2Howdoesdataanalyticsaffectbusiness?LO1-3Whydoesdataanalyticsmattertoaccountants?LO1-4Whatisthedataanalyticsprocess?LO1-5Whatdataanalyticskillsdoaccountantsneed?LO1-6HandsonexampleoftheIMPACTmodel.

IntheIMPACTcycle,we’renowgoingtolookatIdentifyingtheQuestions.(We’lldiscussthistoday.)IdentifythequestionsMasterthedataPerformtestplanAddressandrefineresultsCommunicateinsightsTrackoutcomesExhibit1-1TheIMPACTCycle

WhatisDataAnalytics?LO1-1

DataAnalyticsandBigDataDataAnalyticsistheprocessofevaluatingdatawiththepurposeofdrawingconclusionstoaddressbusinessquestions.EffectiveDataAnalyticsprovidesawaytosearchthroughlargestructuredandunstructureddatatoidentifyunknownpatternsorrelationships.BigDatareferstodatasetswhicharetoolargeandcomplextobeanalyzedtraditionally.Rememberthe3V’s:VolumereferstosizeVelocityreferstofrequencyVarietyreferstodifferenttypes

DataAnalyticsandBigDataRememberthe3V’s:VolumereferstosizeVelocityreferstofrequencyVarietyreferstodifferenttypes

Q:Howcouldabankusedataanalyticstounderstandcustomercreditworthiness?

Howdoesdataanalyticsaffectbusiness?LO1-2

Bythenumbers:85%ofCEOsputahighvalueonDataAnalytics.80%ofCEOsplacedataminingandanalysisasthesecond-mostimportantstrategictechnology.BusinessanalyticstopsCEO’slistofpriorities.DataAnalyticscouldgenerateupto$3trillioninvalueperyear.

Q.Howcoulddataanalyticsbeusedtoreduceacompany’sovertimecosts?

Whydoesdataanalyticsmattertoaccountants?LO1-3

Howdoesdataanalyticsaffectauditing?Dataanaly