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文檔簡(jiǎn)介
Navigating
theEUAIAct
APlaybookforBuildinganAI?LiterateWorkforce
01
02
03
Tableofcontents
Foreword3
01
UnderstandingtheEUAIAct4
02
UnderstandingArticle4oftheEUAIAct7
03
BuildinganAI-literateworkforce:6bestpractices11
1.
EstablishAIgovernanceandpolicies11
2.
Assessneedsandrisks13
3.
Implementatiered,risk?basedapproachtotraining16
4.
Usediverse,user?friendlylearningmethods18
5.
Document,track,andmeasuretrainingoutcomes22
6.
Maintaincontinuoustrainingandupdatematerials25
Conclusion29
Endnotes30
courseraNavigatingtheEUAIAct2
courseraNavigatingtheEUAIAct3
Foreword
AsoneofthefirstcomprehensiveAIregulationsintheworld,theEUAIAct
marksawatershedmomentfororganisationsoperatinginordoingbusiness
withEurope.SimilartohowGDPRfundamentallychangedourapproachtodataprivacy,thislegislationwilltransformhowwedevelop,deploy,anduseartificialintelligencesystems.
NikolazFoucaud
ManagingDirector,Enterprise,Coursera
TheintroductionoftheAIActcomesatacriticaljuncturewhereAItrainingand
implementationareaccelerating.Europeishometooverhalfofthetop20nationsintheGlobalSkillsReport’sAIMaturityIndex,whichevaluates109countries’readinessforAIinnovation.1Thisregionalleadershipalignswithextraordinarylearnerdemand,asdemonstratedbya116%year?over?yearincreaseinGenAIcourseenrolments.2
Inthefaceofthisshift,theEUAIActestablishesarisk?basedframeworkthatrequiresallorganisations—fromcorporationstogovernmentagenciesandeducational
institutions—tocategorisetheiruseanddevelopmentofAIapplicationsand
ensureworkforceAIliteracythroughappropriatetraining.Thisrequirementfollowsgrowingworkforceexpectations,as71%ofEurope’sentry?levelemployeesnow
seekemployer?supportedGenAItraining—higherthantheglobalaverageof69%3—signallingthatAIcompliancemeasuresmayhelpaddressexistingdemandforAI
skillsdevelopment.
NavigatingtheEUAIAct’sevolvingAIliteracystandardspresentsachallenge,butit’sonethatforward?thinkingorganisationscanturnintoanopportunity.With
86%ofemployersexpectingAItechnologiestotransformtheirbusinessby2030,4organisationsthatdevelopcomprehensiveAIliteracyprogrammesnowwillnot
onlybebetterpositionedtosatisfyregulatoryrequirementsbutgainacompetitiveadvantagethroughbetterAIgovernanceandinnovationcapabilities.
Thekeytosuccessliesinprovidingyourworkforcewithtrusted,credibletrainingresourcestohelpthemsafelyandethicallyuseAIsystemsandapplicationsto
enhancejobperformance,whiledemonstratingcompliance.Thisplaybookofferspracticalguidancetohelpyounavigatetheserequirementseffectively,outliningstrategiesforassessingcurrentAIliteracylevelsanddevelopingtailoredtrainingpathsfordifferentrolesacrossyourorganisation.
TheorganisationsthatapproachtheEUAIActstrategically,balancingcompliance
withcapabilitybuilding,willbetheonesthatthriveinthisnewregulatorylandscape.
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UnderstandingtheEUAIAct
TheArtificialIntelligenceActoftheEuropeanUnion,alsoknownastheEUAIActorAIAct,isoneoftheworld’sfirstcomprehensivelegalframeworksforartificialintelligence,implementingarisk?basedregulatoryapproachthatcategorises
AIsystemsintorisktiers,eachwithuniquerequirements.TheAIActimposes
obligationsonvariousoperatorswithintheAIvaluechain,includingorganisationsthatcreateAIsystems(providers)andthosewhouseAIsystems(deployers)to
ensuresafety,transparency,andfundamentalrightsprotection.OrganisationsinbreachoftheAIActmayreceivefinesupto€35millionor7%ofglobalturnoverfornon?compliance.5
ExpertsanticipatethatthesweepingeffectsoftheEUAIActwillbefeltacrossthe
globe,similarlytotheGeneralDataProtectionRegulation(GDPR).ChristofferValenta,AssociateGeneralCounselforProduct,Privacy,andAIatCoursera,characterises
thecurrentmomentastransformativeforthetechnologysector.“We’rehavingamomentthat’sverysimilarto2018withGDPR—thefirstcomprehensivesetofcompliancerequirementsaroundAI”,explainsValenta.“There’snocompany
that’sgoingtoremainrelevantwithoutusingAI.ThiscombinedwiththeAIAct’sextraterritorialeffectsmeansthatthisisgoingtohaveaglobalimpact.”
ThisassessmentisechoedbyMichalKanownik,LeaderoftheCentralEasternEurope(CEE)DigitalCoalitionandPresidentofDigitalPolandAssociation.“GDPRandthe
AIActaresimilarrevolutions”,sharesKanownik.“WithGDPR,Europecreated27
differentregulators.ThesamewillhappenwiththeAIAct.”Theresultisanew
compliancelandscapethataffectsbothorganisationswithintheEUandanybusinessservingEuropeanmarkets.
Butbeyondmerecompliance,Valentabelievestherearestrategicadvantagestotakingaction.“ItisnotonlygoodgovernancetohaveanAIframeworkdesignedaroundtheEUAIAct,itwillalsoenableorganisationstobetterrespondtoevolvingregulatoryandlitigationrisksglobally.”
We’rehavingamomentthat’sverysimilarto
2018withGDPR—thefirstcomprehensivesetof
compliancerequirementsaroundAI.
ChristofferValenta
AssociateGeneralCounselforProduct,Privacy,andAI,Coursera
Disclaimer:Thesuggestionsfoundinthisplaybookareintendedfor
informationalpurposesanddonotconstitutelegaladvice.Pleaseconsultwithyourownlegalcounselandtechnicalteamstodeterminethebestcourseofactionforyouandyourorganisation.
courseraNavigatingtheEUAIAct|UnderstandingtheEUAIAct4
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Understandingrisklevels
ThetablebelowoutlinesthefourlevelsofriskfoundwithintheEUAIAct.7Aside
fromgoverningregulatorystatus,theserisklevelswillindicatethelevelofAItrainingneededwithinanorganisationorfunction.
Risklevel
Description
Regulatorystatus
Unacceptablerisk
AIsystemsthatposea
clearthreattosafety,
livelihoods,orrights(e.g.,socialscoring,manipulativeorexploitativeAI,certainbiometricsurveillance)
ProhibitedintheEU
Highrisk
AIsystemsthatcanpose
significantriskstohealth,
safety,orfundamentalrights;includessafetycomponentsinregulatedproductsand
systemsusedincriticalareas(e.g.,biometrics,education,employment,lawenforcement,
migration,justice)
Strictobligationsbeforemarketentryandduringuse(riskassessment,dataquality,documentation,humanoversight,etc.)
Limitedrisk
AIsystemswithariskof
Transparencyobligations
manipulationordeceit(e.g.,
(usersmustbeinformed
chatbots,deepfakes)
wheninteractingwithAI)
Minimalrisk
AIsystemsposinglittleorno
Nospecificrequirements
risk(e.g.,spamfilters,AI?enabledvideogames)
undertheAIAct
courseraNavigatingtheEUAIAct|UnderstandingtheEUAIAct5
Keyterms6
AIsystem
AIsystemsaretechnologiesthatcan
makeorsuggestdecisionsontheirownbyanalysingdata,canimprovethemselvesovertime,andhaveeffectsonpeople’s
livesordigitalexperiences.
Examplesinclude:machinelearning
systems,largelanguagemodels,
predictivealgorithms,automateddecisionsystems,andothertechnologiesthat
usedatatomakeinferencesbeyondsimplecalculations.
Thisdefinitionexcludesbasicsoftwarethatsimplyfollowsfixedruleswithoutmakinginferences,suchasstandardcalculatorsortraditionaldatabasesystems.
Deployers
Adeployerisanynaturalorlegalperson,publicauthority,agency,orotherbody
thatusesanAIsystemunderitsauthority,exceptwhentheAIsystemisusedfor
personal,non?professionalactivities.
DeployersareresponsibleforensuringtheAIsystemisusedaccordingtoitsintendedpurposeandincompliancewithrelevantobligations,especiallywhendealingwithhigh?riskAIsystems.
Providers
Aproviderisanynaturalorlegalperson,publicauthority,agency,orotherbodythatdevelopsanAIsystemorgeneral?purposeAImodel,orhasonedevelopedandthenplacesitonthemarketorputsitintoserviceunderitsownnameor
trademark,whetherforpaymentorfreeofcharge.
Providersareprimarilyresponsibleforthedesign,development,andinitialcomplianceoftheAIsystem.
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Exemptions
WhilethescopeoftheAIEUActencompassesmanyprivateandpublicsector
organisations,thereareseveralnotableexceptions.AccordingtoArticle2oftheEUAIAct,thefollowingpartiesandactivitiesareexemptfromtheregulation:
?Nationalsecurityandmilitaryuse:TheAIActdoesnotapplytoAIsystemsusedexclusivelyformilitary,defence,ornationalsecuritypurposes,regardlessof
theentitycarryingoutthoseactivities.ThisincludessystemsnotplacedonthemarketorputintoserviceintheUnion,wheretheiroutputisusedintheUnionexclusivelyforthesepurposes.
?Internationalcooperationinlawenforcement/judicialmatters:Public
authoritiesinthirdcountries(anycountryorjurisdictionoutsidetheEuropean
UnionandEuropeanEconomicArea)andinternationalorganisationsare
exemptwhenusingAIsystemsintheframeworkofinternationalcooperation
oragreementsforlawenforcementandjudicialcooperationwiththeUnionor
MemberStates,providedadequatesafeguardsforfundamentalrightsareinplace.
?Scientificresearchanddevelopment:AIsystemsormodels,includingtheiroutput,thatarespecificallydevelopedandputintoservicesolelyforscientificresearchanddevelopmentareexcludedfromtheAIAct.
?Pre-marketresearch,testing,anddevelopment:Research,testing,or
developmentactivitiesregardingAIsystemsormodelsbeforebeingplacedonthemarketorputintoservicearenotcovered,exceptfortestingin
real?worldconditions.
?Personal,non-professionaluse:NaturalpersonsusingAIsystemspurelyforpersonal,non?professionalactivitiesarenotsubjecttotheAIAct’sobligations.
?Freeandopen-sourceAIsystems:AIsystemsreleasedunderfreeandopen?sourcelicencesareexemptunlesstheyareplacedonthemarketorputintoserviceashigh?riskAIsystemsorassystemsfallingunderArticle5or50.8
?Consumerprotection,dataprotection,andworkerrights:TheAIActdoes
notaffectexistingUnionlawsonconsumerprotection,productsafety,ordataprotection(e.g.,GDPR),nordoesitprecludemorefavourableworkerprotectionlawsorcollectiveagreements.
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courseraNavigatingtheEUAIAct|UnderstandingArticle4oftheEUAIAct7
UnderstandingArticle4oftheEUAIAct
Inthisplaybook,we’llprimarilybefocusingontherequirementsfordeployersandprovidersinregardstoArticle4oftheEUAIAct,whichintroducesafundamentalrequirementforprivateandpublicsectororganisationsthatprovideordeployAIsystemstoensurea“sufficientlevelofAIliteracyoftheirstaffandotherpersonsdealingwiththeoperationanduseofAIsystemsontheirbehalf.”9
Thisobligationbecameeffectiveon2February2025,makingitoneofthefirst
enforceableprovisionsoftheAIAct.10However,theEuropeanArtificialIntelligenceOfficehassincecommunicatedthatenforcementofthisobligationbynational
competentauthoritieswillnotbeginuntilAugust2025,11givingbothprivateandpublicsectororganisationstimetoequiptheirworkforceswithAIliteracyskills.
Article4:AIliteracy
ProvidersanddeployersofAIsystemsshalltakemeasurestoensure,totheirbestextent,asufficientlevelofAIliteracyoftheirstaffandother
personsdealingwiththeoperationanduseofAIsystemsontheirbehalf,takingintoaccounttheirtechnicalknowledge,experience,educationandtrainingandthecontexttheAIsystemsaretobeusedin,andconsideringthepersonsorgroupsofpersonsonwhomtheAIsystemsaretobeused.
TheAIActdefines“AIliteracy”asthe“skills,knowledgeandunderstandingthat
allowproviders,deployersandaffectedpersons,takingintoaccounttheirrespectiverightsandobligationsinthecontextofthisRegulation,tomakeaninformed
deploymentofAIsystems,aswellastogainawarenessabouttheopportunitiesandrisksofAIandpossibleharmitcancause.”12Thisdefinitionencompassesnotjust
technicalknowledgebutalsoanunderstandingofethicalimplicationsandpotentialharmsAIsystemscancause.
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Importantly,thisrequirementappliestoallAIsystemsregardlessoftheirrisk
classification—makingitauniversalobligationforanyorganisationusingAIwithinthescopeoftheEUAIAct.Whiletherearecurrentlynodirectfinesspecifiedfornon?compliancewithArticle4,organisationsthatfailtoimplementadequateAIliteracymeasuresmayfacechallengesdefendingagainstregulatoryscrutinyorcivilclaims.13
“ThebiggestimplicationoftheEUAIActisthatAItrainingwillbecomean
obligation—notjustanice?to?have”,sharesChristinAydintan,SolutionsandSkillsTransformationConsultantatCoursera.Inherrole,Aydintanworkscloselywith
Coursera’sprivateandpublicsectorclientsinEuropetodeveloplearningstrategiesalignedwiththeirbusinessandregulatoryneeds.“Thisrepresentsamajorshift,
pushingorganisationstoformalisetheirAItrainingprogrammesandmovebeyondadhocorvoluntaryefforts.”
NavigatingtheambiguityofArticle4
Presently,thebriefdescriptionofAIliteracy
requirementsinArticle4leavesroomfor
interpretation—asourceofconfusionformany.“Howshouldsubjectmatterexpertsunderstandthearticles?”asksMichalKanownikoftheCEEDigitalCoalition.
“WhatshouldtheydotoavoidproblemswithhowtheyimplementAIliteracytraining?Thereisaproblemwithdifferentunderstandingsofsomedefinitionsinthe
AIActcomparedtootherEuropeanlegislation,suchasGDPR.”
EvenintheEuropeanAIOffice’sLivingRepositoryofAILiteracyPractices,whichsharesexamplesofAIliteracyprogrammesinpracticefrommorethan20institutions,theOfficehedgesthatexamplesincludeddonot
“automaticallygrantpresumptionofcompliancewithArticle4oftheAIAct.”14
Thisambiguityisfurthercomplicatedbythelackof
specificpenaltiesfornon?compliancewiththeAIliteracyrequirement.However,ChristofferValenta,Associate
GeneralCounselforProduct,Privacy,andAIatCoursera,cautionsagainstinterpretingthisasoptional.“Iwould
struggletoimagineanycompliancelawyerstanding
uptoaregulatorandtryingtodefendnothavinganAIliteracyprogrammewhenit’sexplicitlyrequiredbylaw”,henotes.Valentaemphasisesthat“indirectcompliance”isthemorecompellingreasonforprioritisingliteracy:Withoutadequateunderstanding,employeessimply
cannotimplementotheraspectsoftheAIActthatdocarrydirectpenalties.
Ratherthanwaitingforcompleteregulatoryclarity,
organisationsshouldfocusonimplementingpragmatic,adaptableAIliteracyfoundationsnow.Document
yourapproach,followemergingpractices,andcreatesystemsthatcanevolvewithregulatoryguidance.
AsMichalKanownikshares:“Whiletheremaybe
problems,wecanfiguretheseout.”O(jiān)rganisations
thatactdecisivelydespiteambiguitywillnotonlybe
betterpositionedforcompliancebutwillalsogainearlyadvantagesinworkforcecapability,riskmanagement,andAI?driveninnovation.
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KeydifferencesandsimilaritiesinAIliteracybestpracticesacrosssectors
WhilemanyofthebestpracticesforimplementingAIliteracythatapplytoprivatesectororganisationsalsoapplytopublicsectororganisations,therearesome
keydifferences.Ourconversationswithsubjectmatterexpertsandexplorationofrelatedresources15indicatethatthesedifferencesprimarilystemfrom
variationsintransparency,implementation,andriskmitigation.Here’showtherequirementsdiverge:
Whythisisimportant
Dimension
Publicsector
requirements
Privatesector
requirements
Transparency
Fosteringpublictrust,
maintainingdemocratic
accountability,andensuringaccessibilityofservicesforallconstituents
EnsuringIPprotection,adheringtoauditrequirements,and
fosteringinnovationcapabilities
BuildsthefoundationoftrustnecessaryforAIadoptiontoproceedwithappropriate
oversightandacceptance
Implementation
Creatingstandardisationacrossdepartmentsandmanaging
legacysystemintegrationstomaintainservicecontinuity
Improvingspeedtomarket,
implementingpersonalised
customerexperiences,and
ROIanalysistojustifyAI
investmentstobusinessleaders
andshareholders
AddressesthepracticalchallengesofintegratingAIsystemsintoexistingoperationalenvironments
Riskmanagement
Protectingfundamentalrights
Mitigatingfinancialrisks
Protectsanorganisation’s
andcivilliberties,assessing
throughafocusonoperational
valuesandassetsbyidentifying
safetyimplicationstopublic
reliability,safeguarding
potentialharmsbeforethey
servicesandinfrastructure,
intellectualproperty,and
occur;establishesappropriate
andminimisingnegativesocietalimpacts
protectingbrandreputation
safeguardsandcontrols
Anopportunityforprivate-publicpartnerships
Whiledifferencesexist,theyalsopresentacompellingopportunityforcollaboration.Thedistinctperspectivesandstrengthsofeachsectorcanbecomplementary
whenorganisationsworktogethertodevelopAIliteracyframeworks.ManypubliclyavailableexamplesofAIliteracyinactioncomefromtheprivatesector,buttheseinsightsbecomemostvaluablewhenadaptedthroughcollaborativeexchangeswithpublicinstitutions.
AsMichalKanownikoftheCEEDigitalCoalitionobserves:“Partnershipbetweenpublicandprivateinstitutionsiscrucial.Thepublicsectorhasmoreknowledgeaboutlegislationandarticles”,providingtheregulatoryexpertisethatensures
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courseraNavigatingtheEUAIAct|UnderstandingArticle4oftheEUAIAct10
compliance.Meanwhile,“theprivatesectorcanaddtechnicalandbusiness
knowledgeofAI”,offeringpracticalimplementationinsightsandinnovation
approaches.Thiscombinationofregulatoryunderstandingandtechnicalknow?howcreatesmorerobustAIliteracyprogrammesthaneithersectorcoulddevelopalone.
Kanownikfurtheremphasisestheimportanceofthinkingbeyondorganisational
boundaries:“Thispartnershipshouldbeextendedtoaregionalscalebecausethe
levelofknowledgeandawarenessshouldbecommonacrossthewholeregion.
Focusingonlyonnationalframeworkswillleadtouslosingthisopportunity.”By
fosteringcross?sectorcollaborationatregionalscales,organisationscancreatemoreconsistent,effectiveapproachestoAIliteracythatservebothpublicinterestsand
businessobjectiveswhilemeetingtherequirementsoftheEUAIAct.
AIliteracyand
economicdevelopment
WorkforcedevelopmentinitiativesmustalignAIliteracywithbroadereconomicpriorities,especiallygiven
that59outofevery100peoplewillneedtrainingby
2030tokeepupwithchangingdemands16—afigure
thatmaybeevenhigherinemergingeconomieswherehistoricallyoutsourcedindustriesarebeingrapidly
transformedbyautomation.Successfullyaddressingthischallengerequirescoordinateddialoguebetweenregionaleconomicministries,labourdepartments,andeducationauthoritiestoidentifypriorityindustriesthat
arelikelytoundergolargetransformationsduetotheriseofAIandautomation,suchasmanufacturingor
healthcare.Ratherthansimplyfollowingglobaltrends,workforcedevelopmentleadersshouldintegratelocaleconomicdatatocreateAIliteracyprogrammesthataddressspecificregionalworkforceneedsalongsideuniversalAIcompetencies,therebymaximisingbotheconomicresilienceandindividualopportunityfor
workersinvulnerablesectors.
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courseraNavigatingtheEUAIAct|BuildinganAI-literateworkforce:6bestpractices11
BuildinganAI-literate
workforce:6bestpractices
WhiletheAIliteracyrequirementsoftheEUAIActarelikelytoevolve,we’ve
identifiedseveralbestpracticesfromourconversationswithexpertsthatwillhelpyouadvanceyourorganisation’sAIliteracyjourney.Inthissection,we’llunpackeachofthesebestpracticesalongwithasampleofimplementationstepsthat
canprovideprivateandpublicsectorleaderswithacatalystfordiscussionwithintheirorganisations.
1
EstablishAIgovernanceandpolicies
SuccessfulAIliteracyprogrammesbeginwithstronggovernancestructuresthatembedresponsibleAIprinciplesthroughouttheorganisation.
Createcross-functionalAIoversight
Acriticalfirststepisestablishingadedicatedcross?functionalteamorcommitteethatbringstogetherperspectivesfromacrosstheorganisation.Thisgroupshouldincluderepresentativesfrombusinessunits,IT,legal/compliance,andHRtoensureAIliteracyprogrammesaddressbothtechnicalandnon?technicalneeds.
SchneiderElectric,agloballeaderinenergymanagementandindustrialautomationwith150,000employees,exemplifiesthisapproachthroughtheirintegrated
governancestructure.Jean?C?meRenaudin,GlobalData&AIAcademyDirectoratSchneiderElectric,explainstheirapproach:
“We’veestablishedacross-functionalstructurewiththreekeyteamsworkingtogether:ourresponsibleAIteam,ourlegalteam,andourdatateam.Thishasimplications
acrossmanyaspectsofourbusiness—fromcontractstoprocurementandbeyond.Onthetrainingside,ourapproachistofirsteducatetheexpertswhoareworkingonAIbecausetheyneedtothoroughlyunderstandwhatthelawrequires.Theseteamscollaboratetoensurewe’readdressingcomplianceholisticallywhilebuildingthe
necessaryliteracythroughouttheorganisation.”
Whenbuildingthesegovernancestructures,organisationsdonotneedtostartfromscratch.ChristofferValenta,AssociateGeneralCounselforProduct,Privacy,andAIatCoursera,recommendsleveragingexistingframeworks:“Wedon’tneedtoreinvent
AIliteracyisn’tjusta
compliancecheckbox—it’safundamental
pillarofouroverallAI
governanceframework,connecteddirectlytoourstrategicprioritiesandvalidatedatthehighestlevelsofleadership.
EmilieSirvent-Hien
ResponsibleAIProgramManager,Orange
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courseraNavigatingtheEUAIAct|BuildinganAI-literateworkforce:6bestpractices12
thewheel.Wherewealreadyhavecomplianceprocesses,likeprivacyimpact
assessments,wecanleveragethoseforAIgovernance.”Valentacautionsagainst
thetendencytotreatAIgovernanceasentirelynovel,notingthat“somepeoplegetdistractedbythe‘newshinything’,butweshouldn’tforgetthatmanyAIactivitiesarealreadyhighlyregulatedbyprivacylawsglobally.”
Orange,aglobaltelecommunicationsleaderattheforefrontofAIadoptionandliteracy,demonstratesthevalueofastructuredgovernanceapproach.AsEmilieSirvent?Hien,ResponsibleAIProgramManager,shares:
“AtOrange,weestablishedourresponsibleAIprogrammebackin2021,wellbeforetheAIActwasfinalised.Ourmandatorytrainingobjectivesarevalidatedattheexecutivecommitteelevel,ensuringtop-downsupport.AIliteracyisn’tjustacompliance
checkbox—it’safundamentalpillarofouroverallAIgovernanceframework,connecteddirectlytoourstrategicprioritiesandvalidatedatthehighestlevelsofleadership.”
Theseexamplesfromindustryleadersillustratehowforward?thinkingorganisationsarepositioningresponsibleAIliteracyasintegraltotheirstrategicvisionratherthansimplyrespondingtoregulatorypressure.
Secureexecutivesponsorshipandleadershipengagement
ExecutivesupportsignalstheorganisationalimportanceofAIliteracyandensuresresourcesareappropriatelyallocated.Moreimportantly,whenleadersactively
participateinAIlearninginitiatives,ittransformstheentireorganisation’sapproach.
Microsoft,aglobaltechnologyleaderandakeyCourseracontentpartnerforAIeducati
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