Management Review...3 Randy Bean is an industry thought leader and author, and CEO of NewVantage...
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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20%
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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%
7.5%
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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
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