德国人工智能行业市场前景及投资研究报告-培训课件外文版2024.5AI

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TRENDSArtificialIntelligenceinGermanyCHAPTER

01OverviewArtificialintelligence(AI)marketsizeworldwidein2021withaforecastuntil2030(inmillionU.S.dollars)Globalartificialintelligencemarketsize2021-20302,000,0001,800,0001,600,0001,400,0001,200,0001,000,000800,000600,000400,000200,00002021202220232024*2025*2026*2027*2028*2029*2030*4Description:AccordingtoNextMoveStrategyConsultingthemarketforartificialintelligence(AI)isexpectedtoshowstronggrowthinthecomingdecade.Itsvalueofnearly100billionU.S.dollarsisexpectedtogrowtwentyfoldby2030,uptonearlytwotrillionU.S.dollars.TheAImarketcoversavastnumberofindustries.Everythingfromsupplychains,marketing,productmaking,research,analysis,andmorearefieldsthatwillinsomeaspectadoptartificialintelligencewithintheirbusinessstructures.[...]

ReadmoreNote(s):Worldwide;*ForecastReadmoreSource(s):NextMoveStrategyConsultingArtificialintelligencevalueinGermanyfrom2020to2030(inbillioneuros)ArtificialintelligencevalueinGermany2020-20303025201510528.5625.5522.9419.9517.4114.5212.119.688.555.724.490202020212022202320242025202620272028202920305Description:ThevalueoftheGermanAImarketwasaround5.72billioneurosin2022.Thiswasaslightdecreasecomparedtotheyearbefore.Figures,however,arepredictedtogrowandreachalmost30billioneurosby2030.

ReadmoreNote(s):Germany;2020to2030Source(s):MarketInsightsDoyouknowthetermartificialintelligence?ShareofpeoplefamiliarwiththetermartificialintelligenceinGermany2022Yes95%No99%100%90%80%70%60%50%40%30%20%10%0%94%6%5%1%2019202120226Description:In2022,around99percentofpeoplehadheardofthetermartificialintelligence.Since2019,awarenessofthetermhadbeenhigh,butitpeakedin2022,perhapsduetothepopularityofChatGPTandtheawarenessthatbroughttoAI.

ReadmoreNote(s):Germany;November2022;1,005respondents;16-75yearsSource(s):TÜV-VerbandHowdoyoufeelwhenyouthinkaboutAI?AttitudestowardsAIinGermanyin20212019202140%35%30%25%20%15%10%5%38%36%35%22%21%15%11%8%6%3%0%VerypositiveRatherpositiveNeutralRathernegativeVerynegative7Description:In2021,around36percentofpeoplefeltratherpositiveaboutAIinGermany.Althoughthiswasatwopercentdecreasecomparedwith2019,theshareofpeoplewhofeltverypositiveaboutitincreasedbysevenpercent.Onlythreepercentofpeoplefeltverynegativeaboutit.ReadmoreNote(s):Germany;July2019andAugust2021;948(2021);16-75years;RespondentswhoknowthetermartificialintelligenceSource(s):TÜV-VerbandCHAPTER

02UseofAIAcceptanceandwillingnesstotrustartificialintelligence(AI)systemsinselectedcountriesworldwidein2022WillingnesstotrustandacceptAIsystemsinselectedcountries2022ShareofrespondentsWillingtoaccept30%Willingtotrust40%0%10%20%50%60%70%80%67%66%IndiaChinaSouthAfricaBrazilSingaporeUnitedStatesGermany75%67%48%57%56%54%33%45%24%40%35%35%35%IsraelAustraliaUnitedKingdomCanada34%23%34%34%20%18%32%32%SouthKorea31%9Description:Westernnationswerethemostreluctanttotrustandacceptartificialintelligence(AI)drivensystemsacrossprivateandpersonalspace.Thismightberelatedtoaninnatereluctancetorelinquishpersonalinformationandacceptcomputer-drivenalgorithmsasreplacementworkers.AmongthosemostwillingtotrustandacceptAI,theBRICScountries(Brazil,Russia,India,China,andSouthAfrica)weremostlikelytoputtheirfaithinalgorithms.ItmustbenotedthatRussiawasnotpartof[...]ReadmoreNote(s):Worldwide,Australia,Brazil,Canada,China,Estonia,Finland,France,Germany,India,Israel,Japan,SouthKorea,Netherlands,Singapore,SouthAfrica,UnitedKingdom,UnitedStates;SeptembertoOctober2022Source(s):KPMG;UQActiveuseofartificialintelligence(AI)inGermanyinFebruary2023,byagegroupActiveuseofAIinGermany2023,byagegroup45%41%40%35%30%25%20%15%10%5%29%13%0%GenerationZ(18to27yearsold)GenerationY(28to42yearsold)GenerationX(43to60yearsold)10Description:AsofFebruary2023,perhapsunsurprisingly,theagegroupwiththemostactiveusersofAIinGermanywasGenZ.41percentofpeoplerespondingthattheywereactiveusers.

ReadmoreNote(s):Germany;February12-16,2023;18-60yearsSource(s):HorizontDoyouseeartificialintelligenceasanopportunityoradanger?PerceptionofartificialintelligenceinGermany202350%47%45%40%35%30%25%20%15%10%5%26%14%10%0%ExclusivelyasachanceMorelikeachanceMoreasadangerExclusivelyasadanger11Description:In2023,around26percentofpeopleinGermanysawartificialintelligenceexclusivelyasachanceasoppsedtoadangerorthreat.Only10percentofrespondentssawitassolelysomethingdangerous.

ReadmoreNote(s):Germany;1,007respondents;16yearsandolder;representativeSource(s):Bitkom;BitkomResearchDoyouknowinwhichapplicationsAIisused?UseofAIinappsindailylifeinGermany2021ShareofrespondentsIknew20%Ididnotknow30%

40%Idonotuseit50%0%10%60%70%80%90%100%OnlinesearchengineVoiceassistantandrecognitionOnlineshopsSocialnetworksNavigationsystemSpamfilterinemailinboxesStreamingservicesFacialrecognitionSmarthealth(healthapps)SmarthomesystemsAutomateddrivingfunctionsinthecar12Description:In2021,around45percentofpeopleinGermanyknewthatAIwasusedinsearchengines.38percentofrespondentsdidnotknowthatAIwasusedinonlineshops.ReadmoreNote(s):Germany;August2021;1,000respondents;16-75yearsSource(s):TÜV-VerbandWhichconditionsshouldbefulfilled,inyouropinion,forsaferuseofartifcialintelligence?OpinionsonhowtomakeusingAIsaferinGermany2021Shareofrespondents0%

10%20%30%61%40%50%60%70%ClearliabilityregulationsincaseofdamageclaimsSecuritytestscarriedoutatregularintervalsLegallyhighsecurityrequirements60%59%Manufacturer-independenttests56%51%50%44%DetailedriskanalysisbeforeuseandinformationaboutrisksMandatoryminimumencryptionwhentransferringpersonaldataIssuesanctionsifknownsecurityissuesarenotfixedwithinatimelimitIssuesanctionswhensecurityissuesarefound35%13Description:In2021,around60percentofpeopleinGermanysaidthatthereshouldbesecuritytestsregularlycarriedoutonAIinordertomakeitsafertouse.Roughly35percentofpeoplewantedsanctionstobeissuedifsecurityissueswerefound.

ReadmoreNote(s):Germany;August2021;1,000respondents;16-75yearsSource(s):TÜV-VerbandHowmuchdoyoutrustthefollowingpartieswhenitcomestodeliveringacorrectdiagnosis?TrustinmedicaldiagnosesfromAIinGermany2021ShareofrespondentsAlot20%Quitealot30%0%10%40%50%60%70%80%90%DoctorDoctorsupportedbyAI34%47%29%39%AcquaintancewhohadsimilarsymptomsinthepastAI11%11%10%30%30%Onlinesearchengineoronlinemedicalportal23%14/statistics/1388036/ai-medical-diagnosis-germanyIn2021,around47percentofpeopleofpeopleinGermanysaidthattheytrustdoctorstomakeadiagnosisquitealot.29percentofpeoplewouldtrustadoctorsupportedbyAIalot.Interestingly,30percentwouldtrustadiagnosismadesolelybyAI.ReadmoreNote(s):Germany;August2021;1,000respondents;16-75yearsSource(s):TÜV-VerbandCHAPTER

03GenerativeAIGenerativeartificialintelligencevalueinGermanyfrom2020to2030(inbillioneuros)GenerativeartificialintelligencevalueinGermany2020-20309876547.987.046.175.184.323.4732.631.792100.980.420.222020202120222023202420252026202720282029203016Description:ThevalueofthegenerativeAImarketwasaround0.98billioneurosin2022.Thiswasoverdoublethevaluein2021.Thevalueofthemarketispredictedtocontinuetogrowandreachalmosteightbillioneurosby2030.

ReadmoreNote(s):Germany;2020to2030Source(s):MarketInsightsOpinionsonthelegalframeworkoftheuseofgenerativeartificialintelligenceinGermanyin2023OpinionsonthelegalframeworksurroundinggenerativeAIGermany2023Shareofrespondents0%

10%20%30%40%50%60%70%80%90%

100%91%ThelegislatureshouldcreatealegalframeworkforthesafeuseofAIWeneedaneducationaloffensivefordelaingwithAI88%RegulationandtheuseofAIintheEUshouldbebasedonEuropeanvalues83%AIregulationshouldbeputonholdforthemomentsothattheEUcancatchupwiththeU.S.andChina30%AtthispointintimegenerativeAIshouldbebannedintheEU21%AIshouldnotberegulatedatthistimeandtheethicaldevelopmentshouldbelefttothetechcompanies16%17Description:In2023,around91percentofpeopleinGermanysaidifthegovernmentcreateslawsforartificialintelligence,thelegislatureshouldcreatealegalframeworkforthesafeuseofAI.83percentofpeoplefeltthatregulationssurroundingAIwithintheEUshouldreflectEuropeanvalues.ReadmoreNote(s):Germany;ApriltoMay2023;1,021respondents;16-75yearsSource(s):TÜV-VerbandDoyouagreewiththefollowingstatementsaboutpossiblechancesandrisksinvolvinggenerativeartificalintelligencesystemslikeChatGPT?PossiblechancesandrisksofgenerativeAIinGermany2023Shareofrespondents0%10%20%30%40%50%60%70%80%90%OursocietyisnotsufficentlypreparedforthistechnologicaldevelopmentCurrentlythereareunpredictalberisksofAI82%80%IthinkAIdoesnotsufficientlyprotectpersonaldata76%IworrythatthistechnologycannolongerbecontrolledbypeopleIworrythatIwillbemanipulatedbythistechnolgywithoutknowing65%61%18Description:In2023,around82percentofpeopleinGermanyfeltthatsocietywasnotpreparedfortechnologicaldevelopmentssuchasgenerativeartificialintelligence.76percentofpeoplethoughtgenerativeAIdidnotprotectpersonaldata.

ReadmoreNote(s):Germany;ApriltoMay2023;1,021respondents;16-75yearsSource(s):TÜV-VerbandDoyouagreewiththefollowingstatementsaboutpossiblechancesandrisksinvolvinggenerativeartificialintelligencesystemslikeChatGPTintheworkplace?PossiblechancesandrisksofgenerativeAIintheworkplaceinGermany2023Shareofrespondents0%10%20%30%40%50%60%AIhasthepotentialtosupportmeatworkAlotofpeoplewilllosetheirjobsduetotheimplementationofAIIworrygenerativeAIwillreplacemyprofession50%48%15%19Description:In2023,around50percentofpeopleinGermanyfeltgenerativeartificialintelligencecouldsupportthemintheworkplace.Only15percentofpeoplewereworriedthatgenerativeAIwouldreplacetheirprofession.

ReadmoreNote(s):Germany;ApriltoMay2023;1,021respondents;16-75yearsSource(s):TÜV-VerbandDoyouagreewiththefollowingstatementsabouttheeffectofgenerativeartificalintelligencesystemslikeChatGPTonthemediaanddemocracy?EffectsofgenerativeAIonthemediaanddemocracyinGermany2023Shareofrespondents0%10%20%30%40%50%60%70%80%90%100%ItishardlyrecognizablewhetherphotosandvideosarerealorgeneratedbyAIItisnolongerpossibletotellwhetheratextwaswrittenbyapersonorAIAItechnologyhasmassivelyspedupthedistributionoffakenewsThetruthfulnessofgeneratedtextsisnotrecongizable91%90%84%84%AItechnologyhasmassivelyspedupthespreadofstatepropagandaAItechnologyisadangertodemocracy69%51%20/statistics/1398092/media-democracy-effects-generative-ai-germanyIn2023,around91percentofpeopleinGermanysaiditwashardlypossibleforthemtotellwhetherimagesandvideoswererealorcreatedbygenerativeartificialintelligence.51percentofpeoplethoughtthatthistechnologywasadangertodemocracy.ReadmoreNote(s):Germany;ApriltoMay2023;1,021respondents;16-75yearsSource(s):TÜV-VerbandCHAPTER

04AIinbusinessRateofadoptionanddeploymentofartificialintelligence(AI)inenterprisegloballyandinselectedcountriesin2022AdoptionrateinbusinessofAIworldwideandselectedcountries2022ExploringAIDeployedAI100%90%80%70%60%50%40%30%20%10%0%39%46%42%28%48%34%44%31%58%30%38%40%34%42%31%44%26%29%22%46%57%27%25%43%24%44%47%45%43%41%ItalyChina

Singapore

IndiaUnited

Germany

GlobalSpainCanada

FranceUnitedLatinUnited

Australia

SouthArabEmiratesKingdom

America

States

Korea22Description:Combined,Chinahadthehighestrateofexploringanddeployingartificialintelligence(AI)globallyin2022.ItwasfollowedcloselybyIndiaandSingapore.ThisleadwasalsomarkedwhenaccountingonlyforthedeploymentofAIinorganizationsinChina,withIndiafollowing.Bothnationshadanearly60percentdeploymentrate.Whenaccountingonlyforexploration,however,theleadingnationswereCanadaandtheUnitedStates.ReadmoreNote(s):Worldwide;May2022Source(s):IBMWhichofthefollowingstatementsaboutinvestmentofyourcompanyintoAIapplies?InvestmentbycompaniesintoAIinGermany2022Shareofrespondents20%

30%0%10%40%50%60%70%Weinvestedbefore20215%5%WeinvestedinthepreviousyearWewillinvestthisyear6%Wewillinvestin202310%Wewillinvestafter202320%Wehavenotinvestedanddonotplanto64%Donotknow/noanswer2%23Description:In2022,themajorityofcompaniesinGermany,64percent,hadnotinvestedinAIanddidnotintendto.Only10percentofcompaniesstatedthattheyweregoingtoinvestin2023.ReadmoreNote(s):Germany;CW24toCW292022;606respondents;RespondentswerepeopleresponsibleforAIortheimplementationofotherdigitaltechnologySource(s):BitkomInwhatareasofthecompanyisAIusedorwoulditbeimplemented?DepartmentsinwhichAIcouldbe/isimplementedincompaniesinGermany2022ShareofrespondentsCompanieswhohavecurrentlynotimplementedAI0%

10%

20%

30%CompanieswhohaveimplementedAI40%50%60%70%80%90%100%72%MarketingCustomerservice81%86%61%80%81%80%Withinproduction54%54%PurchasingAccounting50%71%SupportingmanagementwithstrategycreationITdepartment38%82%35%35%70%Logistics60%HRdepartment23%40%37%ResearchanddevelopmentLawandtaxdepartment15%0%24/statistics/1388618/company-departments-ai-germanyIn2022,around81percentofcompanieswhoimplementedAIinGermanydidsointheirmarketingdepartment.OutofthecompanieswhohadnotyetintroducedAIintheircompany,86percent,woulduseitintheircustomerservicedepartment.

ReadmoreNote(s):Germany;CW24toCW292022;606respondents;RespondentswerepeopleresponsibleAIortheimplementationofotherdigitaltenchologySource(s):BitkomHowmanyemployeesinyourcompanyworkwithAI?NumberofemployeesatcompaniesworkingwithAIinGermany2022Donotknow/noinformation11%20andmore2%10to196%5to917%Under564%25Description:In2022,around65percentofcompaniesinGermanyhadunderfiveemployeesworkinginAI.Onlysixpercentofcompanieshadbetween10and19employees.

ReadmoreNote(s):Germany;CW24toCW292022;140respondents;CompanieswhohaveimplementedAIorhaveaconcreteplantoimplementitSource(s):BitkomWhatadvantagesdoyouseewiththeuseofAIincompanies?PerceivedadvantagesofAIforcompaniesinGermany2022Respondentsinpercent2021202210%0%20%30%40%50%60%ProcessesQuickerandclearerproblemanalysisAcceleratedprocesses44%43%52%35%30%Reductioninresourcewaste39%39%10%11%SavingcostsPersonnelAvoidshumanerror38%36%31%DeliversexpertknowledgethatotherwisewouldhavebeenmissingEmployeescanconcentrateonothertasksBusinessmodel28%26%Strengthenscompetitiveness*46%21%21%AllowstheimprovementofproductsandservicesAllowsforcompletelynewproductsandservices27%17%26Description:In2022,companiesinGermanysawmoreadvantagestodifferentusesofAIthantheydidin2021,thisisperhapsduetorapidtechnologicaldevelopments.In2022,around52percentofcompaniesthoughtthatusingAIwouldhelpthemachievequickerandclearerproblemanalysis,thiswasanincreaseofeightpercentcomparedwith2021.ReadmoreNote(s):Germany;June13,2022toJuly24,2022;606respondentsSource(s):BitkomWhatrisksdoyouseewiththeimplementationofAI?RiskswhenimplementingAIincompaniesinGermany2022Shareofrespondents0%10%20%30%40%50%60%70%80%90%NewITsecurityrisksViolationsofdataprotectionrequirementsApplicationerrorswiththeuseofAI79%61%59%LackoftransparencyabouttheresultsMistakesinprogramming49%48%LackofcontrolofAIsystems48%SourcesoferrorinthelearningdatabankaredifficulttoidentifyMistakesinthelearningdatabank47%42%40%39%LiabilityobligationinthecaseofdamageLossofknow-howincompaniesDamagetocompanyimageduetoopencriticaldebatesaboutAIUncertaintyofemployees33%27%27%LossofcompetancyofthemanagementPromotionoftheimmaturityofemployees16%27/statistics/1393457/risks-ai-implementation-germanyIn2022,around79percentofcompaniesinGermanywereworriedaboutnewsecurityrisksiftheyimplementedAI.Thenextmostcommonworrywasthepotentialviolationofdataprotectionrequirments,with61percentofcompaniesseeingitasarisk.ReadmoreNote(s):Germany;CW24toCW292022;606respondents;CompanieswhohaveimplementedAIorhaveaconcreteplantoimplementitSource(s):BitkomWhatarethebiggestobstacleswhenitcomestoimplementingAI?BiggestobstaclesforcompanieswhenimplementingAIinGermany2022Shareofrespondents0%10%20%30%40%50%60%70%NotenoughpersonnelMissingnecessarydata62%62%NotenoughfinancialresourcesUncertaintyduetolegalhurdlesMissingtechnicalknow-howNotenoughtime50%49%48%46%LackofacceptancefromemployeesLackoftrustinAI37%33%Notenoughusecases22%28Description:In2022,around62percentofcompaniesinGermanysaidthattheirbiggestobstaclewhenitcametoimplementinAIwasthattheydidnothaveenoughpersonnel.62percentalsosaidthattheyweremissingthenecessarydata.

ReadmoreNote(s):Germany;CW24toCW292022;606respondents;CompanieswhohaveimplementedAIorhaveaconcreteplantoimplementitSource(s):BitkomWhichmeasureswouldhelpyoutogoaheadwiththeimplementationofAI?MeasuresthatwouldhelpcompaniesimplementAIinGermany2022Shareofrespondents0%

10%20%30%40%50%60%70%80%78%90%FundingofAIprojectsincompaniesCommunicationwithcompanieswhoarefurtheralongwithAIimplementationSupportwiththelegalandethicalissuesofdevelopingandimplementingAIAvailabilityofAIexpertsonthejobmarket68%68%55%BetterinformationonmarketableusesofAI54%Easieraccesstodata45%29Description:In2022,about78percentofcompaniesinGermanystatedthatthefundingofAIprojectswouldhelpthemtoimplementAI.AnotherrecurringissueforcompanieswasalackofAIexperts,with68and55percentofcompaniessayinganexchangeofAIexpertswithothercompaniesortheavailabilityofAIexpertsonthejobmarketwouldhelprespectively.ReadmoreNote(s):Germany;CW24toCW292022;606respondents;CompanieswhohaveimplementedAIorhaveaconcreteplantoimplementitSource(s):BitkomCHAPTER

05MetaverseOpinonsonthemetaverseinGermany2022SurveyonstatementsaboutthemetaverseGermany2022Shareofrespondentswhoagreedwiththestatements0%10%20%30%40%37%50%60%70%80%81%90%ThemetaverseisstillalongwayoffThemetaverseisahypethatwillsoonpass42%IwouldusevirtualrealityglassestoimmersemyselfinthemetaverseTheconceptofthemetaverseisexciting34%Inthefuture,largepartsofprivateandprofessionallifewilltakeplaceinthemetaverse24%Themetaversebringspeopletogether19%31Description:In2022,around81percentofpeopleinGermanythoughtthatthemetaversewasstillalongwayoff.34percentofpeoplefoundtheconceptofthemetaverseexciting.ReadmoreNote(s):Germany;January2022;1,005respondentsSource(s):BitkomWhichnationisleadingatthemomentintermsofthemetaverse?CountriesleadingthewaywiththemetaverseaccordingtocompaniesinGermany2022Shareofrespondents0%5%10%15%20%25%30%29%35%USAChinaJapan13%7%Taiwan4%SouthKorea3%Nonation25%Donotknow/noinformation20%32Description:In2022,around29percentofcompaniesinGermanythoughtthattheUSAwasleadingthewaywiththemetaverse.Aquarterofcompaniesdidnotthinkanynationwasleadingtheway.ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employeesSource(s):BitkomWhatchallengesdoyouseearoundthemetaverseinyourcompany?ChallengessurroundingthemetaverseforcompaniesinGermany2022Shareofrespondents0%10%20%30%40%50%60%70%DataprotectionrequirementsLackofknow-how62%62%LegaluncertaintiesorunclearlegalframeworkLackofqualifiedpersonnelITsecurityrequirements46%35%29%Insufficientbudget23%Notimetodoit15%Lackofsupportfrommanagement8%33Description:In2022,around62percentofcompaniesinGermanysawthebiggestchallengesurroundingthemetaversetobethedataprotectionrequirementsandlackofknow-how.35percentsaidthattheylackedqualifiedpersonnel.

ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employeesSource(s):BitkomForwhichindustriescouldthemetaversebeinteresting?PossiblemetaverseindustriesaccordingtocompaniesinGermany2022Shareofrespondents0%10%20%30%40%50%60%70%LeisureandgamingPlatforms65%56%56%EndconsumersEducationandfurthereducationTourism54%52%51%FashionMusic48%48%B2CcompaniesHealthindustryB2BcompaniesPublicadministration46%45%31%34Description:In2022,around65percentofcompaniesinGermanythoughtthatthemetaversecouldbeanimportantdevelopmentforthegamingindustry.56percentofcompaniesthoughtitwouldbeinterestingforendconsumers.

ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employees;informationforveryinterestedandratherinterestedSource(s):BitkomWhichactivitiesinthemetaversecouldbeusefulforyourcompany?MetaverseusesforcompaniesinGermany2022Shareofrespondents0%5%10%15%20%25%30%35%40%45%50%Workingtogetherincompaniese.g.virtualmeetingsViirtualcompanyprescenceEmployeetraining44%44%44%Teambuildingevents41%Productpresentations39%Productsales35%Recruiting28%Provisionofservices24%Marketing22%DirectinvestmentslikevirtuallandpurchaseWehavenointerestinthemetaverseDonotknow/noanswer2%40%14%35Description:In2022,around44percentofcompaniesinGermanysaidthatthemetaversewouldbeusefulforthemforworkingtogetherinvirtualmeetings,establishingavirtualcompanypresenceandemployeetraining.40percentofcompaniesalsohadnointerestinthemetaverse.ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employeesSource(s):BitkomWhichofthefollowingstatementsdescribesyourinvestmentinthemetaverse?InvestmentinthemetaversebycompaniesinGermany2022Shareofrespondents10%

15%0%5%20%25%30%35%40%45%50%55%Weinvestedbefore2022

0%WewillinvestthisyearWewillinvestin20232%8%Wewillinvestin2024orinthenext5yearsWehavenotinvestedandcurrentlydonotplantoinvestDonotknow/noanswer41%48%7%36Description:Accordingtothis2022survey,nocompanyinGermanyhadinvestedinthemetaversebefore2022.Aroundeightpercentsaidtheywouldinvestin2023,butthelargestshare,48percent,hadnoplanstoinvestatallatthetimeofthesurvey.

ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employeesSource(s):BitkomHasyourcompanyalreadydealtwiththetopicofmetaverse?ExaminationofthemetaverseincompaniesinGermany2022Donotknow/noanswer8%No,butitispossiblethatwewill27%No,itisnotatopicforus47%No,butwedefinitelyintendto12%Yes,veryintensively2%Yes,butlessintensively4%37Description:In2022,around47percentofcompaniesinGermanysaidthatthemetaversewasanotatopicthattheydiscussed.Onlysixpercentofcompanieshaddiscussedit,eitherveryintensivelyorlessintensively.

ReadmoreNote(s):Germany;CW16toCW202022;604companiesfrom20employeesSource(s):BitkomCHAPTER

06StudyingAIWhicharetheleadingemployersforformerAIdoctoralstudentsinGermany?LeadingemployersofformerAIdoctoralstudentsGermany2022NumberofformerPhDAIstudents10

150520252530AmazonBosch17Siemens88TUMunichTUBerlin66666MPIforInformaticsTUDarmstadtAppleLMUMunich39Description:In2022,around25formerdoctoralAIstudentswhoremainedinGermanywereworkingforAmazon.ThesecondmostpopularemployerwasBosch,whoemployedroughly17formerPhDAIstudents.

ReadmoreNote(s):Germany;2022;210respondentsSource(s):estimates;StiftungNeueVerantwortungRelativeartificialintelligence(AI)penetrationrateacrossgenderfrom2015to2022,invariouscountriesRelativeAIskillpenetrationratebygender,2015-2022,invariouscountriesNumberofmetricsFemale1.5Male0.00.51.02.02.53.03.51.99IndiaUnitedStatesIsrael3.271.282.360.870.862.05CanadaGermanySingaporeUnitedKingdomFrance1.590.710.681.911.370.571.460.390.380.311.13NetherlandsUnitedArabEmiratesItaly0.980.980.820.850.310.3Brazil40Description:Maleshaveatendancytogoforartificialintelligence(AI)relatedskillsatafarhigherratethanfemales.ThegreatestconcentrationofAIskillswasinIndia,wheremenweremorethanthreetimesaslikelytogoforsuchskillsetsthantheaverageindividual.FemalesinIndiawerealsobyfarthemostlikelytoseeksuchskills,atnearlytwicetherateoftheaverageindividual.TheleastdifferencebetweenthegenderswasintheUnitedStateswheremenwerebarelytwiceas