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START
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ShapingtheFutureofAI
TalentinEurope:
StrategiesforGrowthandRetention
★★★★★★★Fundedby
★★★★★theEuropeanUnion
CreatedbySupportedby
E
B。rrbsDECE。EspystmsN△A
V1.7
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ShapingtheFutureofAITalentinEurope:StrategiesforGrowthandRetention
CONTENTS
ShapingtheFutureofAITalentinEurope:
StrategiesforGrowthandRetention
1.TheEUAIecosystemfacesanincreasinglycompetitivelandscape
InagloballandscapewheretheUSandChinadominatetheAIrace,theEUmustprioritisedevelopingadynamic,innovativeAIecosystemthatremainsfirmlyrootedinitscorevalues.
2.AITalentecosysteminEurope
Competingtodevelop,attract,andretaintalentisaglobal
challengethatdemandsthecoordinatedeffortsoftheEU.To
remaincompetitive,theEUmustbuildanecosystemasdynamicandattractiveasthatoftheUS.
3.Strategiesforattractingandretainingtalent
Currently,manycountrieshavedevelopednationalstrategiestogenerateandattracttalent.However,thefutureoftheEUdependsonaunifiedstrategythataddressestheuniqueneedsofeach
memberstateanditsregions,ultimatelyfosteringacohesiveandcompetitiveEuropeanecosystem.
3
14
30
4.Keystrategicsectors
StrategicsectorsintheEUshouldactasenginesforeconomicgrowthbypromotinghomegrownAItalent.Initiativessuchas
theAINationalChampionsaredesignedtoleveltheplayingfieldandenableEuropetocompeteeffectivelywithitsAmericanandChinesecounterparts.
5.Keylearnings
6.ReferencesandMethodologicalannex
43
63
73
1
TheEUAIecosystemfacesanincreasinglycompetitivelandscape
TheglobalAIraceisacceleratingat
anunprecedentedpaceastheUSandChinaraisethestakes
1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
TheUSemergesasaclearleaderinVCinvestmentsintoAIstartups
EventhoughtheAIbubbleisinflatingquickly,don’tunderestimatehowimportantitistohaveactualtraction—meaningpaying,returningusers”
“ToomanyfoundersthinktheycanputAIintheirpitchdeckandraisearound,butinvestorsarestillrisk-averseafterthedownturnandwanttoseerealnumbers.”
TobiasBengtsdahl
CofounderofMemmo.meandForbesList
“30Under30-Europe-MediaandMarketing(2021)”
Sweden
VCfundinginAIstartupsintheEU
countriesovertimebycategory(2010-2024)
VCfundinginAIstartupsovertimebyregion(2010-2024)
120
4
30
2
0
201020112012201320142015201620172018201920202021202220232024
chinaEUUS
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ShapingtheFutureofAITalentinEurope:StrategiesforGrowthandRetention
Source:Dealroom
1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
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TheEUisexperiencingasurgeinAIstartups,withover11,000companiesdrivinginnovationacrossindustries
EvolutionofCoreAIandAIApplicationsStartups
Inrecentyears,theAIecosystemintheEUcountrieshasexhibitedaconsistentgrowth
pattern,asbothCoreAIstartupsandstartupsbasedonAIapplicationshaveproliferatedsubstantially.
CoreAIcompaniesrepresentfirmsthatarebuiltonasophisticatedtechnological
paradigm,embeddingAIasafundamentalarchitecturalframeworkratherthana
peripheraltechnologicaltool.Theirproliferation,particularlyacceleratingaround2020,signifiesaprofoundshiftincomputationalstrategicdevelopment.Asof2024,therewerealreadyapprox.3000coreAIstartupsoperationinEUcountries.
TheAIapplicationsdomainhasbeengrowingevenmorequickly.By2024alreadynearly8,000operationalstartupshavebeenfoundedinEUcountries.ThesteepergrowthcurvesignifiesatransformativeexpansionofAI'spracticalimplementationacrossdiverse
technologicalandindustrialsectors.
Thisdemonstratesastrategicprogressionfromnascenttechnologicalexplorationtoarobust,dynamicAIlandscapethatpromisescontinuedinnovationandtechnological
advancement.However,therateofnewstartupsbeingestablishedhasbeendeclininginrecentyears,especiallyforCoreAIdomains.
CumulativenumberofoperationalAIstartupsintheEUbyyear(2010-2024)
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
AlapplicationscoreAl
Source:Dealroom
1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
ByprioritisingcoreAIinvestmentoverapplications,theEU
focusesonfoundationaltechnologicaldevelopmentratherthanimmediatesector-specificsolutions
MaintrendsinAIecosystemintheEU(2010-2024)
TheEUInvestmentinAI:prioritisingcoretechnologies
Numberof
Numberof
IntheEU,investmentinAIdemonstratesaclearpreferenceforthedevelopmentoffoundationaltechnologies.
Fundings
companies
5
4
3
2
DespitetheecosystemhostingtwiceasmanyAIapplicationstartupsasthosefocused
onCoreAI,thelatterhassecuredsignificantlyhigherfunding,totalling€46bn,comparedtothe€24bnallocatedtoAIapplicationstartups.
4000
2000
TheheightenedinvestorconfidenceincoreAIstartupsisalsoevidentinasignificantlyhigheraverageticketsizeof9millionEUR,comparedto4.5millionEURforAI
TotalFundingAverageTicket
(BillionEUR)size(MillionEUR)
applications.Thisfundingdistributionreflectsastrategicprioritisationoffoundationaltechnologicalinnovations.
40
30
20
10
0
.
\
Source:Dealroom
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1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
CoreAIinnovationintheEUisconcentratedinmajor
techhubs,butstrongacademicinstitutionsarefosteringemergingAIclustersbeyondtraditionalcentres
AIcompanyconcentrationintheEU(2010-2024)
CoreAIintheEU:dominanthubsandemergingcentres
Anin-depthanalysisofCoreAIcompanieswithintheEUregionrevealsadistinctpatternofconcentration,withinnovationhubsclusteredinspecificmetropolitanareas.
Fivecities—Paris,Berlin,Amsterdam,Munich,andStockholm—accountfor30%ofCoreAIcompanies,demonstratingthegravitationalpullofestablishedtechecosystems.
WhileGermanyandFranceemergeastheleadingnationsinAIdevelopment,thelandscapeismorenuancedthanitinitiallyappears.
Beyondthesedominanthubs,anetworkofsmalleryetsignificantcentreshasemerged,particularlyincitieswithstrongacademicfoundations.UniversitieswithacclaimedITdepartmentsinEindhoven,Bremen,andTurinhavecatalysedthegrowthofspecialisedAIclusters,illustratinghowacademicexcellencecanseedcommercialinnovation
beyondtraditionaltechnologycapitals.
.5o101200.3
Source:Dealroom
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AIacceleratorsdeveloptalentandbridgeresearchwithreal-worldapplications
NumberofAcceleratorswithAIexperiencebyEcosystem(2024)
Acceleratorprogramscultivatecross-sectorAItalentinEurope'sinnovationlandscape
AcceleratorprogrammesstrategicallycultivateAItalentbysupportingdiverse
technologicaldomains—fromhealthcareandmanufacturingtoenergyanddigital
technologies.
Thismultidimensionalapproachensuresthatemergingprofessionalsarenotonly
technicallyproficientbutalsostrategicallyorientedtowardssolvingcomplexsocietalandindustrialchallenges.
TheEuropeanAIstartupsupportlandscapedemonstratesacomplexpatternof
technologicaltalentdevelopment,emphasisingdeeptechinnovationacrosscriticalsectors.AcceleratorswithAIexpertisearenotjustfoundintheleadingecosystems.
However,Germany,France,andSpainleadincreatingcomprehensivesupportinfrastructuresthatbridgefundamentalresearchwithpracticalapplications.
2o●3o。
Source:Dealroom
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1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
TheAIecosystemintheEUisdrivenbyenterprise
software,keysectorslikehealthandfintech,andastrongdemandforexpertiseinMachineLearning,BigData,andadvancedtechnologieslikeNLPandDeepLearning
TheEUAIlandscapeiswidelyintegratedacrossindustries,withenterprisesoftwareastheleadingdomainforbothCoreAIandAIapplications.
Transport,energy,andhealthhaveahigherconcentrationofCoreAIstartups,
highlightingtheirroleincomputationalinnovationandtechnologicaltransformation.
DominantindustriesinAIecosystemintheEU(2024)
TheEUAIsectorprioritisesMachineLearning,BigData,andComputerVision,
highlightingstrongdemandforprofessionalsinthesefields.TheriseofNaturalLanguageProcessingandDeepLearningreflectsagrowingneedforspecialistsinlanguagemodelsandneuraltalentnetworks.
Employersseekprofessionalswithstrongmathematicalandstatisticalfoundationsalongsidepracticalprogrammingskills,withinterdisciplinaryexpertisebecoming
increasinglyvaluable.
DistributionofAISpecializationsintheEU.Numberofcompanies(2024)
enterprisesoftwarehealth
marketing
fintech
media
robotics
energy
education
transportation
security
food
jobsrecruitmentrealestte
legal
sports
semiconductorsfashion
travel
telecom
gaming
ShapingtheFutureofAITalentinEurope:StrategiesforGrowthandRetention
Source:OECDandInvestEurope-9-
1tclcesanincreasingly
ThelabourmarketwillfaceprofoundchangesandupskillingandreskillingwillbeessentialtomaintainEUcompetitiveness
1TheEUAIecosystemfacesanincreasinglycompetitivelandscape
AI-drivenindustriesleademploymentgrowth,wideningthegapwithlow-AIsectorsintheEU
TrendsinAIEmployment:jobgrowthandeconomicshifts
HighAIexposureindustriesexperiencedthemostsignificantjobgrowth,particularlyafter2016,surpassing130ontheindexby2022.Incontrast,lowAIexposuresectorsshowed
slowergrowth,withadeclinearound2020andweakerrecovery.
ThistrendsuggeststhatAIadoptionisfuellingjobcreationratherthandisplacementwhilesimultaneouslywideningeconomicdisparities.
InvestinginAIskills,supportinglaggingindustries,andfosteringinnovation-friendlypolicieswillbecrucialforensuringinclusiveandsustainableemploymentgrowth.
Employmentdynamics.EU,2012=100
LOWAIExposureMed-LOWAIExposure
Med-HighAIExposureHighAExposure
Source:BBVA,2025
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By2030,Europecouldrequireupto12millionoccupationaltransitions,twicethepre-pandemicpace
InEurope(1),thiscouldaffect6.5%oftheworkforceunderafasteradoptionscenario,whileaslowerpacewouldreducetransitionsto8.5million(4.6%oftheworkforce).
TheU.S.couldsee11.8milliontransitions(7.5%oftheworkforce)underamidpointscenario.
Europemayexperienceasharpaccelerationinoccupationalshifts,potentially
doublingpre-pandemictransitionrates,whiletheU.S.wouldseeareturntohistoricallevels.DespiteCOVID-19causingsignificantlabourmarketdisruptions,bothregionsdemonstratedadaptability,suggestingtheycanmanageAI-drivenchangeseffectively.
Occupationalshifts,2016–19and2019–22,andanticipatedoccupationaltransitions,2022–30,slower,faster/midpoint,yearlyaverage
HistoricalslowerscenarioFaster/midpointscenario
T。taloccupotionaltrnsitionsorshiftsduringtheperiodmiion
Europe2Us
"Byseizingthemoment,workingwithgreaterintentionandembracingdeepcollaboration,Europecanseizeagenerationalopportunitybyleadinginapplied
AI,integratingitintoourindustrialbasetoboost
productivity,resilienceandeconomicsovereignty.”
JeannettezuFürstenberg
ManagingDirectorandHeadofEuropeat
GeneralCatalystGermany
E
Source:McKinsey,2024
(1)Europeconsiders9majorEUeconomiesplusUK(CzechRepublic,Denmark,France,Germany,Italy,Netherlands,Poland,SpainandSweden.)
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TheEUAIecosystemfacesanincreasinglycompetitivelandscape
AIisdrivingaskillshiftwithadvancedtechandhumanskillssurgingwhilethetalentgapswiden
RisingdemandforadvancedIT,dataanalyticsandessentialsoftskills
Companieswillfacegrowingskillmismatches,particularlyinareasnotwidelyused
Mostwidelyusedskillstoday,3%ofsurveyresponded(Y-Axis)
today.DemandforadvancedITskills,dataanalytics,andscientificresearchisexpectedtosurge(+34%),whilebasicITskillswillgrowmoremodestly(+15%).
Criticalthinking,creativity,adaptability,andentrepreneurshipwillalsobecomeessentialduetotheneedforinnovationandflexibilityinanAI-drivenworkplace.
Skills*currentlyinhighdemand—suchasadvancedIT,engineering,anddataanalytics—willremaincompetitive,whilethoselessusedtodaybutprojectedtogrowinclude
complexinformationprocessing,productdesign,andsocial-emotionalskills.
Companieswithhigherfinancialperformanceanticipateagreaterincreaseinfutureskillneeds(+30%)comparedtolower-performingfirms,likelyduetotheirgreaterinvestmentinAIandautomation.
*WearenotreferringtoAIskillsyet.
Skills*oftodayvsskillsoftomorrowinEuropeandtheUS,%
40
prevclentandgrowing
prevclentyetstable
BasicIT
project
nagement
35
AdvancedIT
mLeadership
Basic
data
Technologyengineering
input
30
Equipmentoperation
creativity
optimizationnd
planning
Advanced
Equipmentrepair
data
25
analysis
Judgmentanddecisionmaking
communicationandnegotiation
——Adaptability
Basicliteracy
criticalthinking
20
scientific
craftandtechnician
Interpersonalandempathy
research
Entrepreneurship
compinformprocess
lex
tion
ing
Teaching
and
training
15
Advancedliteracy
productndUxdesign
Gross
motor
10
Basiccognitive
socialandemotional
shareofcompaniesreportingmissingtheseskillstoday,4%physicalandmanual
5
Highercognitive
Technological
Limitedbutgrowing
Limitedandstable
0
0510152025303540
Expectedfutureskillneed,5%ofsurveyresponded(X-Axis)
Source:McKinsey,2024
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CASESTUDY:
Preparingforthefuture–TheAISkillsAcademyBridgingtheAIskillsgapintheEU
ToexpandtheEU'spoolofAIspecialists,theAIContinentActionPlan
outlinesseveralinitiatives,includingthelaunchoftheAISkillsAcademy,a
one-stopshotforeducationandtrainingprogrammesonAIandinparticulargenerativeAIacrosssectors.TheAcademywillaimatupskillingandreskillingstudentsandprofessionalsonAIinsectorsalignedwiththeApplyAIStrategy,anddevelopapilotgenerativeAI-focuseddegree.Thiswillenabletop-level
expertsingenerativeAItoeducateandtraintheAISkillsAcademy’sstudents,whileadvancingtheirownresearchinthefield.TheAcademywillalsopilot
anAIapprenticeshipprogrammeanddevelop‘scholarship’and‘returnship’schemestoattractmorewomentothefieldofAI.
Inparticular,theAISkillsAcademywillbecenteredaroundthreepillars:
Supportingknowledge,educationandtraining:complementEU
intelligenceonskillsgaps;designcurriculaforhighereducation,VET,andon-the-jobtraining;pilotprogrammes,includingatleastoneBachelorsorMastersinGenerativeAI;providesupportforwomenthrough
scholarships/returnshipsandtrainingopportunities.
Buildingtheecosystem:buildadiversenetworkspanningbusiness,academia,VET,research,andpublicauthorities;attractandretain
Europeanandinternationaltalent(includingfellowships);facilitate
matchingbetweenAI-skilledworkersandopportunities;offerindustry/public-sectorplacementsandpilotafull-timeAIapprenticeship;
communicateopportunitiesthroughtheplatform.
Measuringprogress:monitortheimpactofactivities,trackprogressinclosingidentifiedskillsgaps,andincorporateparticipantfeedbackintocontinuousimprovement.
TheAISkillsAcademywillbeco-fundedwiththeDigitalEuropeProgramme.Acallforproposalsclosedon2October2025.Theprojectwillstart
operationsduring2026.
2
AITalentecosysteminEurope
TheEUAItalent*poolhasshownnotable
signsofstrengthinrecentyears
*Please,seep.17forAItalentdefinition.
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AITalentecosysteminEurope
TheEUhasexperiencedthefastestgrowthinAItalentconcentrationbetween2017and2023
TheEUhasexperiencedthefastestgrowthinAItalentconcentrationbetween2017
and2023,surpassingboththeUSandtheUK.ThesharpincreaseindicatesthattheEUisbecomingamorecompetitivehubforAIprofessionals,likelydrivenbystrategicinvestmentsandregulatoryframeworkssupportingAIinnovation.
AItalentconcentrationintheEU,USandUK,2017and2023(%AItalentconcentration)
w20172023
Source:OECD.ai
LuxembourgleadsinAItalentconcentration,drivenbyitsfintechandcybersecurity
sectors,strongpolicies,andeducationprogrammes.Incontrast,ItalylagsduetolowAIinvestment,SMEdominance,braindrain,andslowerAIintegrationineducationandindustry.
AItalentconcentrationbycountry,EUcountries2017and2023(%
AItalentconcentration)
0,80%
0,70%
0,60%
0,50%
0,40%
0,30%
0,20%
0,10%
0,00%
IT
RO
LV
PT
HR
CZ
ES
PL
SI
LT
BE
CY
DK
HU
AT
FR
GR
EE
IE
SE
NL
DE
FI
LU
20232017
0,80%
0,70%
0,60%
0,50%
0,40%
0,30%
0,20%
0,10%
0,00%
2AITalentecosysteminEurope
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AlthoughAItalentconcentrationintheEU
increasedsignificantlybetween2016and2023,itremainsrelativelysmall
Keydefinitions2023growthinAItalentconcentration(comparedto2016)
AIskills:LinkedIn’sskillstaxonomyincludesapproximately40,000standardisedskills,withover100identifiedbyexpertsasAI-related,suchasmachinelearning,naturallanguageprocessing,anddeeplearning.
AItalent:ThiscategoryincludesindividualsemployedinAI-relatedroles,suchasmachinelearningengineers,orthosewhohavelistedatleasttwoAIskillsontheirLinkedInprofiles.
InsightsfromnewlyaddedskillsonLinkedInprofilesindicatethatin2023,AIprofessionalsfocusedondevelopingexpertiseingenerativeAI(GAI).WhiletheoverallpercentageofEUmembersupdatingtheirskillsremainedsteady,thenumberofindividualsaddingAI-relatedskillssurgedby71%yearoveryear.
AcrossboththeEUandglobally,thefastest-growingAIskillsincludedGAIandrelatedareassuchaslargelanguagemodels(LLMs),transformermodels,andgenerativeneuralnetworks.
TheEU’sAItalentpoolisexpandingbutremainslimited
TheshareofAItalentintheEUworkforce—measuredas"AItalentconcentration"—hasmorethandoubledsince2016,nowstanding124%higherthaneightyears
ago.However,growthhasbeenevenfasterintheUK,whereAItalenthasincreasedby150%since2016,andintheUS,whereithasgrownby136%.Nonetheless,AI
talenthasincreaseduntil0.41%oftheEUworkforce,comparedto0.36%intheUKand0.35%intheUS.
Source:LinkedIn“AIintheEU:2024TrendsandInsightsfromLinkedIn”
2AITalentecosysteminEurope
ShapingtheFutureofAITalentinEurope:-18-
StrategiesforGrowthandRetention
LondonholdsthemostengineerswithAIexperience,whileDublinisatalenthotspot
CitieswiththehighestpercentageofspecialisedAIengineersTopEuropeanHubswithAItalentconcentration(2022)
DublinhasthelargestconcentrationofAI
engineers
1.Dublin(17%)
Londonhasthelargest
populationofAIengineers
2.Zurich(14%)
3.Athens(13%)
4.Berlin(11%)
5.Paris(10%)
Citieswiththehighestper-capitadensityofAIengineers(1)
1.London(12.29%)
2.Paris(3.81%)
3.Zurich(2.9%)
4.Berlin(2.65%)
5.Madrid(2.23%)
(1)Figureexpressedhererepresentthat,inthecaseofDublin,17%oftheDublin’sengineershasAIexperience.Source:SequoiaAtlas,2023
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CASESTUDY:
Dublin–aproactiveapproachtoAI
Ireland’sAIstart-upecosystemisthriving–themost
recentEUupdateontheDigitalDecaderankedIrelandas5thintheEUforDigitalunicorns,animpressive
resultgivenoursize.”
DaraCallearyT.D.
MinisterofStateforTradePromotion,DigitalandCompanyRegulation
Ireland
Ireland’sproactiveapproachtoAI
Dublin'sAItalentsurgeisdrivenbyapowerfulcombinationoffactors.Tech
giantslikeMeta,Google,Microsoft,andnowOpenAI,attractedbyIreland's
favourabletaxregime,haveestablishedastrongpresence.Atthesametime,manycompanieswithoperationsinIrelandhavecentresofexcellenceinAI-relatedareaslikedataanalytics,cloudcomputingandbigdata*.ThisinfluxofcompanieshasdrawntopAItalenttothecity.
However,Dublin'ssuccessgoesbeyondjusttaxincentives.Irelandhas
cultivatedathrivingAIecosystemforovertwodecades,prioritisinguniversityresearchandtalentdevelopment.Thislong-terminvestmenthasyielded
impressiveresults,withIrelandnowhometoahighconcentrationofAI
expertise,includingnumerousEuropeanAssociationforArtificialIntelligence(EurAI)fellows.Thecountryfostersacollaborativeenvironment,connectinguniversities,companies,andresearchinstitutions.Thisecosystemattracts
majorplayersandnurturesavibrantAIcommunity.
Moreover,IrelandemphasisesresponsibleAIdevelopment.TheNationalAIStrategy,"AI-HereforGood,"explicitlyprioritisesAIthatbenefitssociety
andemphasisestheimportanceofpublictrust.AstheEUAIActcomesintoeffect,Irelandiswell-positionedtoleverageitsstrongethicalfoundationandbecomealeaderinresponsibleAIdevelopment.
NamesincludeAccenture,Siemens,Zalando,SAP,HubSpot,DeutscheBank,AmazonWebServices,Salesforce,FidelityInvestments,Ericsson,Intel,DellEMC,Microsoft,Mastercard,Stryker,BostonScientific,Qualcomm,AMD,AnalogDevices,GM,Valeo.
2AITalentecosysteminEurope
AItalentisgrowingacrossmostoftheEUindustries,despitesomevariationsindistribution
ShiftingAItalenttrends%DistributionofAItalentacrossindustries,EU(2016–2023)
Thetechnologysectoremploys16%oftheEU’sAItalent,upfrom11%in2016,makingittheprimaryhubforAIprofessionals.OtherindustriesseeingsignificantAItalent
Gove
growthincludeprofessionalservices(11%,upfrom9%),financialservices(8%,upfrom5%),andconsumerservices(4%,upfrom3%).
Conversely,sectorssuchasoil,gas,mining,utilities,andmanufacturinghaveseenarelativedeclineinAItalentsharesince2016.
Thelargestdropoccurredinoil,gas,andmining,nowemploying7%ofAItalent,downfrom10%in2016.Thisdeclineislikelyduetolessaggressivehiringandupskilling
effortsintheseindustriescomparedtoothers.
2016(%)2023(%)
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Source:LinkedIn“AIintheEU:2024TrendsandInsightsfromLinkedIn”
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ThepatternofthefastestgrowingAIskillsin2023showssimilaritiesattheEUandgloballevels,althoughtheEUhighlightsamoreintensepresenceofitscorevalues
WhileAIprofessionalsintheEUhavedevelopedmanyofthesameskillsastheirglobalcounterparts,onekeydistinctionstandsout:astrongeremphasisonResponsibleAI.Thisareahasgainedsignificantfocuswithintheregion.
ResponsibleAIisbroadlydefinedasthepracticeofdesigning,evaluating,and
implementingAIsystemsinamannerthatprioritisessafety,trustworthiness,andethicalconsiderations.AmongAIprofessionalsintheEU,ResponsibleAIrankedastheeighthfastest-growingskill,whileglobally,itranked14th
FastestgrowingAIskills,2023
EU
Global
GenerativeAI
GenerativeAI
LargeLanguageModels(LLM)
LargeLanguageModels(LLM)
TransformerModels
VariationalAutoencoders(VAEs)
HyperparameterTuning
GenerativeNaturalNetworks
GenerativeNaturalNetworks
ProbabilisticGenerativeModels
GraphNetworks
TransformerModels
ImageGeneration
Text-to-ImageImageGeneration
ResponsibleAI
VideoGeneration
ModelTraining
GraphNetworks
ShareofAItalentwithatleast1greenskill(%)
HyperparameterOptimization
Image-to-ImageTranslationuE
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