Management Review...3 Randy Bean is an industry thought leader and author, and CEO of NewVantage...

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Transcript of Management Review...3 Randy Bean is an industry thought leader and author, and CEO of NewVantage...

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RandyBeanisanindustrythoughtleaderandauthor,andCEOofNewVantagePartners,astrategicadvisoryandmanagementconsul2ngfirmthathefoundedin2001.

DavidKironistheexecu2veeditorofMITSloanManagementReview.

Boston | New York | San Francisco | Austin | Charlotte

MIT Sloan Management Review Webinar

How Big Data and AI are Driving Business Innovation in 2018

June 27, 2018 www.newvantage.com

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How Big Data and AI are Driving Business Innovation

RandyBeanIntroduc2on|Background§  Founder|CEO|NewVantagePartnersLLC§  MonthlyBigDatacolumnist:WallStreetJournal(2014-2015)§  Monthlycolumnist:Forbes(2016-Present)§  Frequentcontributor:MITSloanManagementReview|HarvardBusinessReview§  Execu2veThought-LeadershipRoundtables|Boston|NewYork|SanFrancisco§  Focus->BigData/AIInnova2on|C-Execu2veSurvey

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How Big Data and AI are Driving Business Innovation

NewVantagePartnersfirstconductedasurveyonthestateofBigDatawithinFortune1000companiesin2012.

Thesurveyhasbeenuniquein

providingatop-downperspec2vesonc-execu2vespriori2es.

2018Theme:

“HowBigDataandAIareDrivingBusinessInnova:on”

Nearly60Fortune1000sizefirms

par2cipated,represen2ngabellwetherselec2onofblue-chipfirms.

Par2cipantsincludedAmericanExpress,CapitalOne,FordMotors,GoldmanSachs,MetLife,MorganStanley,and

Verizon,amongothers.

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How Big Data and AI are Driving Business Innovation

Surveypar2cipantscomprisedexecu2vesrepresen2ngdata-intensiveindustries.

Anoverwhelmingmajorityofexecu2vepar2cipants(93.1%)iden2fiedthemselvesasC-levelexecu2vedecision-makers.

IndustryParticipation

FinancialServices|Insurance 77.2%Pharmaceuticals|Medical 8.8%OtherIndustries 14.0%

RespondentRole ChiefDataOfficer 55.6%ChiefAnaly5csOfficer|ChiefDataScien5st 15.3%ChiefInforma5onOfficer 13.9%CEO|President 5.6%ChiefMarke5ngOfficer 2.8%Other 6.9%

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How Big Data and AI are Driving Business Innovation

FinancialServices|Insurance

Aetna FannieMae PutnamInvestmentsAIG FarmersInsurance RegionsBank

AllyFinancial FidelityInvestments Standard&PoorsAmericanExpress FirstRepublicBank StateStreetBankofAmerica FreddieMac SunLifeFinancialBankofChina GoldmanSachs SwissReGroup

BankofMontreal TheHarYord TDBankBloomberg JPMorgan TIAACapitalOne LincolnFinancial Travelers

CharlesSchwab M&TBank UBSCigna MetLife USAA

Ci5Group MFSInvestments VISACi5zensBank Moody's WellsFargoCrawford MorganStanley ZionsBank

CreditSuisse Nasdaq

2018Par2cipa2ngFirms

Pharma|Medical Addi5onalIndustriesAstellas EsteeLauder LinkedIn

GlaxoSmithKline FordMotors MotorolaH3Biomedicine GlobalEnergy VerizonOptumLabs IBM

PartnersHealthCare Li&Fung

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How Big Data and AI are Driving Business Innovation

WhyBigDataandAIareCloselyLinked1.  AIneedsBigDatatobuilditsintelligence–par2cularlymachinelearning

2.  BigDataprovidesthedataneededtotrainAIlearningalgorithms

3.  AIdoesn’tdeduceconclusions–itlearnsthroughtrialanderror,whichrequiresmassiveamountstodatatoteachtheAI

4.  It’ssafetosaythereisnoAIwithoutBigData.

Source:BigDatavs.Ar2ficialIntelligence.Datama2on.May30,2018.

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How Big Data and AI are Driving Business Innovation

KeyThemesandFindings1.  Fearofdisrup2onisfuelinginvestmentinBigDataandAI

2.  BigDataisdirectlyempoweringAIinvestmentandini2a2ves

3.  Firmsarerepor2ngmeasurableresultsfromBigDataandAIinvestments

4.  ChiefDataOfficersareemergingchampionsofBigDataandAI

5.  Businessadop2onofBigDataandAIini2a2vesremainsachallenge.

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How Big Data and AI are Driving Business Innovation

Theme1:Fearofdisrup2onisfuelinginvestmentinBigDataandAI

Amajority(79.4%)ofexecu2vessaythattheyfeardisrup2onandpoten2aldisplacementfromdata-drivencompe2torswithhighlyagiledatacultures--upsharplyfrom2017.

Fearofdisruption/displacement 2018 2017

Yes 79.4% 46.6%No 20.6% 53.4%

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How Big Data and AI are Driving Business Innovation

CompaniesareincreasingtheirinvestmentsinBigDataandAI/MachineLearningini2a2vesinresponsetothreatsofdisrup2onanddisplacement.

0.0%

10.0%

20.0%

30.0%

40.0%

50.0%

60.0%

70.0%

80.0%

Ar2ficialIntelligence/MachineLearning

CloudCompu2ng Blockchain

2018

2017

Nearly3/4ofexecu2ves(71.8%)believeinvestmentsinAI/MachineLearningwillhaveatransforma2onalanddisrup2veimpactontheirbusiness–upfrom44.3%in2017.

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How Big Data and AI are Driving Business Innovation

Firms(93%)havesignificantlyincreasedtheirinvestmentinAI/MachineLearningini2a2ves.

Execu2vesseebiggestthreatsfromdata-drivencompe2tors,withhighlyagiledatacultures.

ThisincludestheTechGiants–Amazon,Google,Apple,andFacebook.

Execu2vesalsofearcompe2torswithintheirownindustry.

Amajority(54.4%)ofexecu2vesreportthataninabilitytobenimbleandcompeteondataisthebiggestcompe22vethreatthattheyfacetoday.

Disruptivetechnologywithgreatestimpact 2018 2017 Investing

ArtificialIntelligence/MachineLearning 71.8% 44.3% 93.0%CloudComputing 12.7% 8.2% 83.1%Blockchain 7.0% 4.9% 54.9%

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How Big Data and AI are Driving Business Innovation

Theme2:BigDataisdirectlyempoweringAIinvestmentandini2a2ves

InvestinginBigDataorAIinitiatives

Yes 97.2%No 2.8%

Anoverwhelming97%ofexecu2vesreportthattheircompaniesareac2velyinves2nginbuildingorlaunchingBigDataandAIini2a2ves.

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How Big Data and AI are Driving Business Innovation

ThereisagrowingconsensusthatAIandBigDataini2a2vesgohand-in-hand.

Execu2ves(76.5%)indicatethattheprolifera2onandgreateravailabilityofdataisdirectlyempoweringAIandcogni2veini2a2ves.

ProliferationofdataempoweringAI/cognitivelearning Yes 76.5%No 23.5%

AIini2a2vesdirectlybenefitfromaccesstoricher,moregranular,morecomplete,moreextensivedata--invastlygreatervolumes,varie2es,anddatasources.

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How Big Data and AI are Driving Business Innovation

InvestmentinBigDataandAIini2a2vesisgrowing,butmostBigDataandAIinvestmentremainssmallandexperimental,focusingoninnova2onaroundtheedge.

Financialservicesfirmshavetradi2onallybeenamongthelargestinvestorsindataandanaly2cs,andarenowattheforefrontofinvestmentinBigDataandAIini2a2ves.

Firmsneednolongerrelyonsubsetsofdata,andarecombiningBigData,AI,machinelearning

algorithms,andcompu2ngpowertocompe22veadvantage.

TotalinvestmentinBigDataandAI

Greaterthan$500M 12.7%$50M--$500M 27.0%Under$50M 60.3%

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How Big Data and AI are Driving Business Innovation

Theme3:Firmsarerepor2ngmeasurableresultsfromBigDataandAIinvestments

Yes73%

No27%

MeasurableResultsfromBigDataandAIInvestments

MeasurableresultsfromBigDataandAIinvestments Yes 73.2%No 26.8%

Nearly3/4oftheexecu2vessurveyed(73.2%)reporttheirorganiza2onsareachievingmeasurableresultsfromtheirBigDataandAIinvestments--upfrom48.4%in2017.

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How Big Data and AI are Driving Business Innovation

Execu2ves(84.1%)areac2velyinves2nginBigDataandAIini2a2vestoenablebeoerdecisionsusingadvancedanaly2cs.

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90%

TopObjec5veofBigDataandAIInvestments

#1Goal

Started

Success

Rate

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How Big Data and AI are Driving Business Innovation

Successratesarehighestinenablingbeoerdecisions(69%),decreasingexpenses(60.9%),andaccelera2ngspeedtomarket(54.1%).

Innova2onini2a2vesareunderwayatnearlyhalf(46.4%)offirms.

Mone2za2onini2a2veshavebeenlaunchedatagrowingset(31.9%)offirms.

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How Big Data and AI are Driving Business Innovation

Theme4:ChiefDataOfficersareemergingchampionsofBigDataandAI

Amajorityoffirms(63.4%)reporthavingnamedaChiefDataOfficer–upfrom12%in2012.

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How Big Data and AI are Driving Business Innovation

Organiza2onsarestrugglingtodefinetheChiefDataOfficerrole.

34.0%32.1%

15.1%11.3%

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Externalchangeagent|outsider

Companyveteran|insider

Lineexecu2vewhohasbeenaccountableforresults

Datascien2st|analy2csbackground

Techexecu2ve|technologybackground

BackgroundforaSuccessfulChiefDataOfficer

BackgroundforasuccessfulChiefDataOfficer

Externalchangeagent|outsider 34.0%Companyveteran|insider 32.1%Datascientist|analyticsbackground 15.1%Lineexecutivewhohasbeenaccountableforresults 11.3%Techexecutive|technologybackground 7.5%

TheChiefDataOfficermaybethetoughestposi2oninindustrytoday.

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How Big Data and AI are Driving Business Innovation

Primaryresponsibilityfordatastrategyandresults

ChiefDataOfficer 39.4%NoSinglePointofAccountability 23.9%ChiefInformationOfficer 15.5%OtherC-Executive 12.7%ChiefAnalyticsOfficer|ChiefDataScientist 8.5%

FewChiefDataOfficers(13%)haverevenueresponsibility.

ResponsibilityforBigDataandAIini2a2vesremainsscaoered.

Asignificantnumberofexecu2ves(23.9%)pointtonosinglepointofaccountability.

Yes13%

No87%

ChiefDataOfficerwithRevenueResponsibility

ManagingBigDataandAIini2a2vesremainsachallengeformostfirms.

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How Big Data and AI are Driving Business Innovation

LongtermroleoftheChiefDataOfficer

Sitsontheexecu5vecommidee 50.0%

Reportstotheexecu5vecommidee 37.1%

CDOroleisinterimroletobephasedout|unnecessary 12.9%

ThefutureroleoftheChiefDataOfficerremainsuncertain.

Halfoffirms(50%)donotseetheChiefDataOfficerasatoprolewithintheirfirm.

Aminorityofexecu2ves(12.9%)believetheChiefDataOfficerroleisunnecessary.

FirmsarenowcombiningtheChiefDataandChiefAnaly2csrolesintoanevennewer“ChiefDataandAnaly2csOfficer”role.

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How Big Data and AI are Driving Business Innovation

Theme5:Businessadop2onofBigDataandAIini2a2vesremainsachallenge.

Businessadoptionofdatainitiativesremainachallenge Yes 64.7%No 35.3%

CulturalissuesrepresentthegreatestobstacletoBigDataandAIadop2on.

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How Big Data and AI are Driving Business Innovation

Fewexecu2ves(19.1%)believethattechnologyobstaclesarethebiggestproblem.

Creatingadata-drivenculture 2018 Success 2017 Success

Yes|InProcess 98.6% 32.4% 85.5% 37.1%No|NotaPriority 1.4% 14.5%

Firmsarestrivingtocreatedata-drivencultures,butwithlimitedsuccess.

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How Big Data and AI are Driving Business Innovation

10TakeAways

1.  BePa2ent–thinkofBigDataandAIadop2onasajourney,notasprint2.  Developalong-termplan–it’sdifficulttogettoades2na2onwithoutaroadmap3.  Priori2zeini2a2vesbasedonmeasurablebusinessvalue–knowwhat’simportant4.  Undertakeasuccessionofstepstoestablishcredibilityandbuildmomentum5.  Focuson“quickwins”thatwilldemonstrateimmediatebusinessvalue6.  Innovate“aroundtheedges”–createavant-gardeteamsthatbecometomorrows

mainstreamorganiza2on7.  EstablishCentersofExcellence,BigData/AILabs,andAnaly2cSandboxes8.  Migrateini2a2vesfromtestenvironmentstoproduc2oninasystema2cfashion9.  Celebratesuccesses–resultsspeaklouderthanwords10.  Don’tunderes2matetheculturalobstacles–focusonpeopleandprocess.

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How Big Data and AI are Driving Business Innovation

Thosecompaniesthatprovethemselvestobeadeptatdevelopingandexecu2ng

ini2a2vesusingBigDataandAIcapabili2eswilllikelybethecompaniesbest

posi2onedtodeflectthreatsofagile,data-drivencompe2torsinthedecadeahead.

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How Big Data and AI are Driving Business Innovation

How ‘Big Data’ is Different

FALL 2012 VOL.54 NO.1

REPRINT NUMBER 54104

Thomas H. Davenport, Paul Barth and Randy Bean

Please note that gray areas reflect artwork that has been intentionally removed. The substantive content of the ar-ticle appears as originally published.

Brought to you by

“HowBigDataandAIareDrivingBusinessInnova5on”–MITSloanReview“HowBigDataIsEmpoweringAIandMachineLearningatScale”–MITSloanReview“CompaniesBraceforDecadeofDisrup5onFromAI”–MITSloanReview“Variety,NotVolume,IsDrivingBigDataIni5a5ves”–MITSloanReview“Organiza5onalAlignmentisKeytoBigDataSuccess”–MITSloanReview

“TheChiefDataOfficerDilemma”--Forbes“SelngTheTableForDataScienceAndAIAtBankOfMontreal”–Forbes“HowVerizonisBuildingaBigDataandAICulture”--Forbes“Revolu5onizingRadiologywithDeepLearningatPartnersHealthcare--Forbes“HowAIandMachineLearningAreHelpingDrivetheGEDigitalTransforma5on--Forbes“WhyCulturalChangeisNecessaryforBigDataAdop5on”--Forbes

“BigCompaniesAreEmbracingAnaly5cs,ButMostS5llDon’tHaveaData-DrivenCulture”–HarvardBusinessReview“HowMachineLearningIsHelpingMorganStanleyBederUnderstandClientNeeds”–HarvardBusinessReview

“BigDataInnova5on:FailFaster,ExecuteSmarter”–TheWallStreetJournal“MakingTheCasefortheLong-TailofBigData”–TheWallStreetJournal

Addi2onalReading

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