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文档简介
2026
Insightsonthefastest-growingjob
skillsforbusiness,government,and
educationleaders
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Tableofcontents
Foreword3
01
Introduction4
Chartingthe2026skillslandscape5
Howtoreadthisreport6
Executivesummary7
02
Careerareatrends9
Data10
IT14
Software&productdevelopment18
03
GenAItrends22
GenAI:Across-functionalcompetency23
04
Conclusion28
Askills-firstapproachtoanAI-drivenera29
05
Appendix30
Industryskilltrends31
Regionalskilltrends36
Learner-typeskilltrends39
Methodology41
Endnotes44
courseraJobSkillsReport20262
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Foreword
Thepaceatwhichpeopledevelopnewskillshasbecomethepaceatwhichthelabormarketchanges.
Lastyear,weallexperiencedtheunprecedentedaccelerationdrivenbygenerativeAI.In2026,thataccelerationisthebaseline.AIisreshapinghowwework,howwemakedecisions,andhowwedeveloptheskillsneededtostaycompetitive.
Forleadersacrossbusiness,government,andeducation,thistransformationpresentsarealchallenge.Butwithinthosechallengesisanextraordinaryopportunity.
ThedominantnarrativearoundAIhasoften
focusedonautomation.Thedatapaintsa
different,morenuancedpicture:onedefinedbybothaugmentationandautomation.Arecent
Anthropicreportfoundthatwhile47%ofAI
interactionsonClaudeinvolveaugmentation—
collaboratingwithhumanstoenhancecapabilities
andreasoning—49%involveautomation,wheretasksareentirelydelegatedtomachines.1
Thissignalsafundamentalshiftinhowwork
isdivided.Moreandmore,wewillneedto
determinewhichtaskstooffloadcompletelytoautonomousagentsandwhichtoelevatethroughhuman-machinecollaboration.
ButthispartnershipwithAIisnotinevitable.Itrequiresnewskills—developedatspeedand
scale.Ourresearchshowsthat88%ofleaders
believetheirplannedAIinvestmentswillfail
withoutaparallel,aggressiveinvestmentin
training.2Employeesfeelthisgapacutely:Nearlyhalfsaythey’rereceivingmoderateorless
supporttobuildtheAIskillstheyneed,evenas48%ranktrainingasthesinglemostimportantfactorforsuccessfulAIadoption.3
LearnersareturningtoCourseratobridgethisdivide.We’renowseeing14enrollmentsperminuteinourcatalogofmorethan1,000
generativeAIcourses,upfromeightperminutelastyear.Infact,generativeAIisnowthemostin-demandskillinCoursera’shistory.
Withdatafrommillionsoflearnersacross
nearly7,000enterprisecustomers,wehavea
uniquewindowintotheskillsorganizations
areprioritizingforreal-worldworkforce
development.Thisyear,weanalyzedthesetrendsthroughthelensofthreein-demandcareer
areasthatareincreasinglyshapedbyAI—Data,IT,andSoftware&ProductDevelopment—alongwiththegenerativeAIskillsthatarebecomingessentialforeveryone,regardlessofjobrole.
Werecognizethatdifferentcareerpathshave
uniqueskillrequirements.That’swhywearesofocusedonprovidingdata-backed,role-basedlearningsolutions,suchasSkillsTracks,enablingorganizationstotargettheprecisecompetenciestheirworkforceneedtodriveimpact.
Acrosseveryfieldweexamined,aclearpatternemerges:LearnersarelayeringnewAIskills
likenaturallanguageprocessingontopof
foundationaltechnicalskillssuchasSQLand
JSON.Atthesametime,they’redoublingdownonbuildinguniquelyhumanskills,likecriticalthinking,toguide,validate,andresponsibly
deploythisnewtechnology.
Whatfollowsisadata-drivenguidetotheskillsyourteams,students,andcitizenswillneedmostintheyearahead.Ihopethisreporthelpsyou
navigatethepathforwardwithclarity—soyoucanlead,adapt,andthriveinaworldwhereskillschangefasterthanever.
AnthonySalcito
EnterpriseGM,Coursera
C
ourseraJobSkillsReport20263
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Introduction
JobSkillsReport2026|Introduction4
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courseraJobSkillsReport2026|Introduction5
Chartingthe2026skillslandscape
Thefastest-growingjobskillshighlightedin
thisreportprovidedirectionfororganizationsseekingtoaligntheirlearningprogramswiththemosturgentprioritiesoftheglobalworkforce.Byunderstandingandaddressingthesetrends,organizationscanenablecareersuccessfor
theirpeoplewhilesimultaneouslydriving
retention,readiness,andoverallimpactinanever-changingworld.
Thisyear’sreportanalyzesskilltrendsthroughanewlens,focusingonthreein-demand
careerareasthataredrivingvalueand
innovation—Data,IT,andSoftware&Product
Development—andtheroleofAIinaugmentingandautomatinghowtasksareperformedacrossthesefields.Wealsoexamineacross-cutting
competencythathasbecomeessentialtonearlyeveryjobrole:generativeAI(GenAI).
Howtoapplythesefindings
Businessleaders
Usetheseinsightstobuildrole-
basedlearningprogramsthatretaintoptalentandclosecriticalskills
gaps,ensuringyourworkforcecandriveinnovationandadapttorapidtechnologicalchange.
Governmentleaders
Leveragethisdatatodesigntargetedworkforcedevelopmentinitiativesthatequipbothjobseekersandcivilservantswithrelevant,in-demandskills,fosteringeconomicresilienceandclosingthedigitaldivide.
Highereducationleaders
Integratethesehigh-demandskills
directlyintoacademiccurriculato
booststudentemployability,ensuringgraduatesentertheworkforcewiththespecificcompetenciesemployersarehiringfortoday.
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courseraJobSkillsReport2026|Introduction6
Howtoreadthisreport
TheJobSkillsReport2026identifiesthis
year’sfastest-growingskillsbydrawingondatafromsixmillionenterpriselearners
accessingCourserathroughnearly7,000organizations,includingbusinesses,highereducationinstitutions,andgovernments.
Theseenterpriselearnersprovideastrongbasisforidentifyingkeyskilltrendsthatareindicativeofbroadershiftsacrossourglobalbaseofover191millionlearners.
Outofmorethan1,000granularskills,thefastest-growingarethosethatareseeingthegreatestnumberofenrollmentsbetween2023
and2025andthebiggestincreaseintheiroverallenrollmentrankingduringthisperiod.Thisapproachcapturesbothrapidgrowthand
projectedpopularity,ensuringtheidentifiedskillsarebothtrendingandhighlyrelevant.
Furthermore,thisyear’smethodologyfiltersoutproprietaryskills
associatedwithaparticulartechnologyprovidertofocusondurable,transferablecompetenciesrelevanttoanyprofessional.
Whoareenterpriselearners?
Jobseekers
Students
Employees
Supportof
publicsector
agencies
Universities
Companiesor
publicsector
agencies
“Enterprise”learnersincludeemployeesengagingwithCoursera
throughtheircompanyorpublicsectoragency;jobseekerspursuinglearningonCourserathroughthesupportofpublicsectoragencies;andstudentsaccessingCourserathroughtheiruniversity.
Whycareerareas?
Inthisyear’sJobSkillsReport,we’vemovedfrombroaddomainstospecificcareerareastoprovideyouwith
moreactionabledata.Insteadofgeneral“Technology”trends,younowgetspecificinsightsrelatedtolearnersinvestinginIT,Software&ProductDevelopment,andDatafields—andGenAI,morebroadly.
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courseraJobSkillsReport2026|Introduction7
1
Executivesummary
LayeringAI
knowledgeontopoftechnicalfoundations
Acrosscareerareas,learnersareinvestingin
foundationaltechnologieslikeSQL,JSON,andWebApplications—whichremainindispensableformanagingexistinginfrastructure—while
activelylayeringonnewAIcompetencies.ThisAIlayerisdrivingarapidconvergenceofroles:CoremachinelearningskillslikeUnsupervisedLearningarenowthefastest-growingskillsforlearnersintheSoftware&ProductDevelopmentcohort,whilelearnersintheDatacohortare
investinginMultimodalPromptstointerfacewithAImodels.Whetherupskillingaworkforceorupdatinguniversitycurricula,leadersshouldinvestindevelopingbothAIproficiencyand
provenfoundationalskillsamonglearners.
2
Criticalthinkingandvalidationskillsascore
competencies
AsAIautomatestechnicaltasks,humanskillsgrowmorevaluable.Forinstance,“human-in-the-loop”skillslikeDebuggingappearasatop10skillforITlearners,whiletheDatacohort
showsover100%year-over-yeargrowthinDataQuality(+108%)andDataCleansing(+103%).
Thisdemandforvalidationskillsisalsodrivingthestaggeringyear-over-yeargrowthinCriticalThinkingenrollmentsacrossallcohorts:
+168%forData,+101%forSoftware&Product
Development,+91%forIT,and+185%forGenAIlearners.Asworkersmovefromcollaborating
withAItodelegatingentiretaskstoit,thehumanroleisshiftingfromcollaboratortocritical
validatorofthefinaloutput.
3
AIproficiencyisnowessentialfornontechnicalroles
Amongallenterpriselearners,regardless
offunctionorsector,enrollmentsinGenAI
haveincreasedby234%year-over-year.The
demandforAI-relatedskillsextendsfarbeyondengineeringandIT.The#1fastest-growingskillamonglearnerswhoarespecificallyinterestedinGenAIskillsdevelopmentisContentCreation.Thisiscomplementedbyskillsthatenablemoresophisticatedcreativeoutputs,suchasImageAnalysis(#4)andMultimodalPrompts(#8).
Organizationsshouldexpandrole-specificAI
trainingbeyondtechnicallearnerstoempowernontechnicallearners—likethoseassociatedwithmarketing,sales,andoperationsteams—withtheskillstoexecuteAI-augmentedworkflows.
AIsparksamindsetshiftso
significantthatitcannolongerlivesolelywithintechnicalteams.Totrulytransformaworkforce,everyfunctionmustbuildthe
skillstoworkconfidentlywithAItools.That’showwedemocratizeinnovationacrosstheenterprise.
MattSanchez
ChiefOperatingOfficer,Yahoo
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courseraJobSkillsReport2026|Introduction8
Thegovernance
4mandate
TherapiddeploymentofAIhaselevated
governanceandsecurityfromnicheconcerns
tocoreoperationalrequirements.Thisis
reflectedinlearnerdemand,withResponsible
AI,InformationPrivacy,andCybersecurityall
emergingastop10fastest-growingskillsacrosstechnicalcareerareas.Thisurgencyisdrivenbyanew,high-stakesregulatoryandthreatlandscape.
Leadersmustembedresponsibilityandsecurityskillsdirectlyintotechnicallearningpathsto
empowerdevelopersasthefirstlineofdefenseagainstregulatoryandreputationalrisk.
5
Thegrowthofverifiedcredentials
Employersandjobseekersareincreasinglyinvestinginverifiedcredentialstoensurethatdevelopedskillsarevisibleandtrusted.
EnrollmentsinProfessionalCertificateshave
increasedbyanaverageof91%acrossallcareerareasanalyzedinthisreport.Thisdramatic
growthspeakstoamarketdemandforagile,industry-recognizedmicro-credentialsthatprovideverifiableproofofskillsmastery.
Additionalresearchvalidatesthedemandfor
trustworthylearning:96%ofemployersagreethatmicro-credentialsstrengthenacandidate’sjob
application,andnearlyninein10studentsbelievethey’llhelpthemsucceedintheirjob.4Atatimeofrapidskillsturnoverwheretraditionaldegreescannotalwayssignalreal-timecapability,leadersshoulduseverifiablemicro-credentialstovalidatejobreadiness,fast-trackhiring,andfacilitate
internalmobility.
6
ThenarrowingofthegendergapintechandGenAItraining
Acrossthethreetechnicalcareerareasanalyzed,thepercentageofenterpriseenrollmentsfromwomenincreasedfrom2023to2025,withData
movingfrom32%to35%,ITfrom29%to32%,andSoftware&ProductDevelopmentfrom
30%to33%.
GenAI-relatedenrollmentsamongwomen
enterpriselearnersincreasedfrom36%in2024to41%in2025,asignificantfive-pointjump.Thissignalsthattheaccessibilityandcross-functionalrelevanceofGenAImaybeapowerfulforceforbuildingamoreequitableworkforce.We’ve
seenthatwomenhave6xgreaterenrollmentsinbeginner-levelGenAIcourses,andthatcontentfeaturingfemaleinstructors,likethe
AIEssentialscourse
,enrollstensofthousandsmorewomenthantheaverage.5Byprioritizingaccessible,high-qualityAIupskillingprograms,leaderscantapintoadiversetalentpoolandaccelerateinclusiveeconomicgrowthwhile
closingthegendergapintechnicalleadership.
Weseeourselvesasbridges
betweenlearningandopportunity.Byaligningdegreeswith
workforceneedsandembeddingindustrycredentialsintothe
curriculum,wehelpstudentsmoveconfidentlyfromtheclassroom
intocareersinaneconomy
shapedbyautomationandAI.
Dr.ShondaGibson
SeniorAssociateViceChancellorandChiefTransformationOfficer,TheTexasA&MUniversitySystem
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Careerareatrends
JobSkillsReport2026|Careerareatrends9
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courseraJobSkillsReport2026|Careerareatrends10
Data
Artificialintelligencehas
fundamentallyalteredthedataprofessionallandscape,fueledbyanincreasingvolumeof
data,theneedtopersonalizeconsumerexperiences,andthecriticaldemandtosafeguardsensitiveinformation.
Thishastranslatedintounprecedenteddemandfordatarolesandtheskillsneededforthem.BigDataSpecialistrolesareprojectedtosee113%growththrough2030,makingthemthefastest-growingjobglobally.AIandMachineLearningSpecialistsfollowwith82%growth,whileDataAnalystandScientistrolesareexpectedto
growby41%.6
Keyinsights
managementandanalysis
1AIasakeypartnerindata
Theskillsdatarevealsapriorityshiftfromdirectlymanipulatingdatabasestoskillfullymanaging
andanalyzingtheAIlayersthatsitatopthem.
Thisisevidencedbythetop-rankedskillsfor
thiscareerarea:MultimodalPromptsisthe#1
fastest-growingskill,withPromptEngineeringat#4andNaturalLanguageProcessingat#7.Thisfocusonthehuman-AIinterfaceisreiteratedbyamassive188%year-over-yeargrowthinGenAIenrollmentsamonglearnersinvestingindata
expertise,alongside107%growthinAutomation,177%inPytorch,and466%growthinNatural
LanguageToolkit.
Thesetrendingskillsreflectamajortechnologicalshift.MultimodalAI,whichprocessestext,
images,andotherdatatypessimultaneously,
israpidlyadvancing.Gartnerprojectsthat40%ofgenerativeAIsolutionswillbemultimodal
by2027,upfromjust1%in2023.7Thisrequiresprofessionalswhocancrafteffectivepromptsacrossdifferentmodalities,askillnowcentraltothedatarole.
2tnian
AsAIautomatesroutineanalyticaltasks,thevalueofhumancognitiveskillshasescalated.
CriticalThinkingisthe#2fastest-growingskillforlearnersintheDatacohort,withanextraordinary168%year-over-yearenrollmentgrowth.This
trendisreinforcedbymassivegrowthinrelatedhuman-ledvalidationskills.EnrollmentsinDataQuality—theprocessofensuringdataiscorrectandconsistent—grewby108%year-over-year,
whileDataCleansing—theprocessofidentifyingandcorrectingerrors—grewby103%.Thisall
pointstothegrowingimportanceofData-Driven
Responsibleinnovationrequires
responsibleinnovatorsandaworkforcefluentinethicaldecision-making.As
organizationsdelegatedecisionsto
AIagents,governanceisthemethod
bywhichjudgmentandresponsibilityarescaled.The
EthicalUseofAIAgents
andAgenticAIcourse
empowers
professionalstoidentifypotentialrisksandexercisejudgmentwherenecessarytomaximizetheeffective,human
centereduseofAIagents.
ReggieTownsend
VicePresident,DataEthics,SAS
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courseraJobSkillsReport2026|Careerareatrends11
Decision-Making(up126%year-over-year),
whereprofessionalsapplyjudgmenttoturnrawdataintostrategicinsights.
A2025MicrosoftResearchstudyfoundthat
GenAIshiftsthenatureofcriticalthinking
towardinformationverificationandresponse
integration.8AsAIautomatesanalysis,the
abilitytovalidatethisoutputhasbecomean
increasinglyimportanthumanskill.Thedata
professional’sroleisevolvingintothatofa
high-levelauditor,responsibleforspotting
flawedassumptionsandapplyingthecontextualbusinessunderstandingthatmachineslack.
nonnegotiablerequirement
3Datagovernanceasa
TherapiddeploymentofAIhascreatedan
urgentneedforrobustgovernanceframeworks.ResponsibleAI(#6)andInformationPrivacy(#9)haveemergedasthetop10fastest-growingskills,indicatingashiftfromgovernanceasanichelegalconcerntoacoreoperationalrequirementfor
datateams.
Thisdemandissparkedbyanew,complex
regulatorylandscape.Withover120countries
implementinginternationaldataprivacylawsandgovernmentsaroundtheworldnowadoptingnewAIregulations,9professionalswhounderstand
theseframeworksareinhighdemand.Thecostofnoncomplianceissteep.OrganizationsinbreachoftheEUAIAct,forinstance,mayreceivefines
ofupto€35millionor7%ofglobalturnover10—withsimilarlystringentlegislationbeingdraftedinBrazil.11
Thischallengeiscompoundedbyinternaldatasilos.Forexample,MuleSoft’s2025ConnectivityBenchmarkrevealsthatcompanieswithstrongdataintegrationachievea10.3xROIfromAI
initiatives,versusjust3.7xforthosewithpoorconnectivity,highlightingthemassivecostofisolateddata.12
Sectorspotlight
Whythismattersforyou
Businessleaders
DatasilosareakeyblockerofAIROI.Prioritizedataqualityanddataintegrationskillstoensureyourproprietarydataisclean,accessible,andreadytofuelcompetitiveAImodelsthatimprovecustomerexperience.
Governmentleaders
ResponsibleAIbeginswithsafe,secure,and
trustworthydata.UpskillcivilservantstosafelyhandleandprotectcitizendatawhileleveragingAItoimprovecitizenexperienceandmodernizeservicedelivery.
Highereducationleaders
Studentsineverymajorneeddataliteracy.
Integratedata-drivendecision-makinginto
liberalartsandbusinesscurriculatoprepare
graduatesforaworldwhereeveryroleinvolvesdatavalidation.
Dataskillsinaction
Siemens
SiemensAG,amultinationaltechnology
company,partnerswithCourseratokeep
its240,000employeesattheforefrontofthe
industry.Inparticular,SiemenshasfocusedonbuildingvitalknowledgeingenerativeAI.The
companyusedCourseraaspartofafoundationalGenAIlearningmoduleinwhichover35,000
employeesparticipated,logging229,420learninghours.
“We’veseenamajorimpactwithCourserainourmoretechnicalroles,”saysLisaLang,HeadofTalent&Organization,AmericasatSiemens.“IntheUS,AIanddataandanalyticscontentaccountsfor30%ofourusage.Leadership
developmentisaclosesecond,withabout18%ofourusageonthattopic.”
Results
•35,000+employeesparticipatedinthefoundationalGenAIlearningmodule
•553%ROIonCourseralicenses
•53%higherretentionrateforCourserausers
Readthefullstory
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courseraJobSkillsReport2026|Careerareatrends12
Thefastest-growingdataskills
Rank
Skillname
Skilldefinition
1
MultimodalPrompts
GivinginstructionstoanAIusingacombinationofinputs,suchastextandimages,togetmoreaccurateandcontext-richresults.
2
CriticalThinking
Theprocessoflogicallyanalyzinginformation,arguments,andsituationstoformareasonedjudgmentorsolveaproblem.
3
AIPersonalization
Theuseofdatatotailorcontent,recommendations,andauser’sdigitalexperiencebasedontheirindividualbehavior.
4
PromptEngineering
Theskillofcarefullydesigningandrefininginstructions(prompts)togetthemostaccurateandusefulresponsesfromanAI.
5
ExcelFormulas
UsingmathematicalexpressionswithinExceltocalculate,manipulate,andanalyzedatainaspreadsheet.
6
ResponsibleAI
Thepracticeofdesigning,building,andusingartificialintelligenceinawaythat’sethical,fair,andbeneficialtosociety.
7
NaturalLanguageProcessing
AfieldofAIthatenablescomputerstounderstand,interpret,andgeneratehumanlanguage,bothspokenandwritten.
8
Automation
Theuseoftechnologytoperformtaskswithminimalhumanassistance,aimingtoimproveefficiencyandaccuracy.
9
InformationPrivacy
Involvesthepracticesandrulesformanagingandprotectingsensitivepersonaldatafromunauthorizedaccesswhilesecuringanindividual’srights.
10
LargeLanguageModeling
Theprocessoftraininglargeneuralnetworksonmassiveamountsoftextdatatounderstandandgeneratehumanlanguage.
Note:Thesearethefastest-growingskillsassociatedwithcontentintheDataSkillsTrack.Seethe
methodology
sectionfor
furtherinformation.
Year-over-yearenrollmenttrends
Prioritytechnicalskills
Automationenrollment
107%
Dataanalysisenrollment
89%
SQLenrollment
75%
Priorityhumanskills
Changemanagementenrollment
82%
Criticalthinkingenrollment
168%
Problem-solvingenrollment
58%
Additionaltrends
GenAIenrollment
188%
ProfessionalCertificateenrollment
97%
Proportionofenrollmentsbywomen
32%
Note:Theseskillstrendshavebeencuratedbasedonexpertinsightstocomplementthefastest-growingskillslists.
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courseraJobSkillsReport2026|Careerareatrends13
Samplelearningpathsfordevelopingin-demanddataskills
Howtoapplyskillstrendsthroughrole-specificcurationsonCoursera
Acceleratedata-drivendecision-makingwithSkillsTracks
Equipyourlearn
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