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TheImpactofGenerativeAIonCriticalThinking:Self-Reported
ReductionsinCognitiveEffortandConfidenceEffectsFroma
SurveyofKnowledgeWorkers
Hao-Ping(Hank)Lee
CarnegieMellonUniversity
Pittsburgh,Pennsylvania,USA
haopingl@
AdvaitSarkar
MicrosoftResearch
Cambridge,UnitedKingdom
advait@
LevTankelevitch
MicrosoftResearch
Cambridge,UnitedKingdom
levt@
IanDrosos
MicrosoftResearch
Cambridge,UnitedKingdom
t-iandrosos@
SeanRintel
MicrosoftResearch
Cambridge,UnitedKingdom
serintel@
RichardBanks
MicrosoftResearchCambridge
Cambridge,UnitedKingdom
rbanks@
NicholasWilson
MicrosoftResearch
Cambridge,UnitedKingdom
niwilson@
Abstract
TheriseofGenerativeAI(GenAI)inknowledgeworkflowsraisesquestionsaboutitsimpactoncriticalthinkingskillsandpractices.Wesurvey319knowledgeworkerstoinvestigate1)whenandhowtheyperceivetheenactionofcriticalthinkingwhenusingGenAI,and2)whenandwhyGenAIafectstheireforttodoso.Participantsshared936first-handexamplesofusingGenAIinworktasks.Quantitatively,whenconsideringbothtask-anduser-specificfactors,auser’stask-specificself-confidenceandconfidenceinGenAIarepredictiveofwhethercriticalthinkingisenactedandtheefortofdoingsoinGenAI-assistedtasks.Specifically,higherconfidenceinGenAIisassociatedwithlesscriticalthinking,whilehigherself-confidenceisassociatedwithmorecriticalthinking.Qualitatively,GenAIshiftsthenatureofcriticalthinkingtowardinformationverification,responseintegration,andtaskstewardship.OurinsightsrevealnewdesignchallengesandopportunitiesfordevelopingGenAItoolsforknowledgework.
CCSConcepts
•Human-centeredcomputing→EmpiricalstudiesinHCI.
Keywords
Criticalthinking,GenerativeAItools,Knowledgeworker,Bloom’staxonomy,Survey
ACMReferenceFormat:
Hao-Ping(Hank)Lee,AdvaitSarkar,LevTankelevitch,IanDrosos,SeanRintel,RichardBanks,andNicholasWilson.2025.TheImpactofGenerativeAIonCriticalThinking:Self-ReportedReductionsinCognitiveEfortand
ThisworkislicensedunderaCreativeCommonsAttribution4.0InternationalLicense.
CHI’25,Yokohama,Japan
®2025Copyrightheldbytheowner/author(s).
ACMISBN979-8-4007-1394-1/25/04
/10.1145/3706598.3713778
ConfidenceEfectsFromaSurveyofKnowledgeWorkers.InCHIConferenceonHumanFactorsinComputingSystems(CHI’25),April26–May01,2025,Yokohama,Japan.ACM,NewYork,NY,USA,
23
pages.
/10
.
1145/3706598.3713778
1Introduction
GenerativeAI(GenAI)tools,definedasany“endusertool[...]whosetechnicalimplementationincludesagenerativemodelbasedondeeplearning”,
1
arethelatestinalonglineoftechnologiesthatraisequestionsabouttheirimpactonthequalityofhumanthought,alinethatincludeswriting(objectedtobySocrates),printing(objectedtobyTrithemius),calculators(objectedtobyteachersofarithmetic),andtheInternet.
Suchconsternationisnotunfounded.Usedimproperly,technolo-giescananddoresultinthedeteriorationofcognitivefacultiesthatoughttobepreserved.AsBainbridge[
7
]noted,akeyironyofautomationisthatbymechanisingroutinetasksandleavingexception-handlingtothehumanuser,youdeprivetheuseroftheroutineopportunitiestopracticetheirjudgementandstrengthentheircognitivemusculature,leavingthematrophiedandunpre-paredwhentheexceptionsdoarise.
Inresponse,researchhasbegunlookingcloselyathowdiferentactivitiesareimpactedbyGenAIandtheextenttowhichcognitiveoffloading[
8
]occurs,andwhetherthismaybeanundesirablething.Someworkhasfocused,forinstance,onstudyingtheefectsofGenAIuseonmemory(e.g.,[
1
,
106
])andoncreativity(e.g.,[
28
,
100
]).Moreover,designresearchhasalsobeendevelopinginterventionsthatimprovetheabilityofpeopletothinkincertainways(e.g.,[
24
]).WereviewtheselinesofworkinSection
2
.
Inthispaper,wefocusonahigher-levelconceptthatcapturesan-otheraspectofthoughtconsidereddesirableandworthyofpreser-vation:criticalthinking(definedinSection
2
).Theefectoftheuse
1Whilethereisnobroadconsensusonhowtodefinethisnow-commonterm,forclarityweadoptthisdefinition,arationaleforwhichisgivenin
[115
].
©Owner/Author2025.Thisistheauthor'sversionofthework.Itispostedhereforyourpersonaluse.Notforredistribution.ThedefinitiveversionwaspublishedinCHI2025,
/10.1145/3706598.3713778
.
CHI’25,April26–May01,2025,Yokohama,JapanLeeetal.
ofGenAItoolsoncriticalthinking,asadirectobjectofinquiry,hasnotyetbeenexplored.
Moreover,wefocusoncriticalthinkingforknowledgework(asconceptualisedbyDrucker[
30
]andKidd[
67
]).MuchresearchontheefectofGenAIonthinkingskillsisfocusedoneducationalsettings,whereconcernforskillcultivationismostacute(e.g.,theefectofGenAIcodecompletiontoolsonprogrammingandcomputerscienceeducation[
107
]).Aspreviouslynoted[
116
,
119
],criticalthinkinghasbeenoperationalisedindetailincertainspe-cificdisciplines,suchasacademichistory,clinicalpsychology,andnursing.ButtheostensibleshiftsincriticalthinkingbehavioursbroughtaboutbyGenAIextendtoabroadsetofprofessionsandknowledgeworkflows—GenAItoolsarenowwidelyusedinknowl-edgework[
13
]—andlittleisknownaboutthecriticalthinkingdemandsofthese.Welackbroad-basedempiricalexamplesofwhatkindsofknowledgeworkactivitiesareconsideredbyprofessionalstorequirecriticalthinking.
RecentworkhasmotivatedtheneedforcriticalthinkingsupportinAI-assistedknowledgework[
116
,
119
].ItismotivatedprimarilybytheobservationofthetendencyofAI-assistedknowledgework-flowstobesubjectto“mechanisedconvergence”[
114
],i.e.,thatuserswithaccesstoGenAItoolsproducealessdiversesetofout-comesforthesametask,comparedtothosewithout.Thistendencyforconvergencereflectsalackofpersonal,contextualised,criticalandreflectivejudgementofAIoutputandthuscanbeinterpretedasadeteriorationofcriticalthinking.
However,welackdirectempiricalevidenceforaninterpretationthatpositsaconnectionbetweenmechanisedconvergenceandcriticalthinking.Outputdiversityisaproxyforcriticalthinking,andaflawedone.Forinstance,userswhoreuseGenAIoutputwith-outeditingitmayhavenonethelessperformedacritical,reflectivejudgementinformingthedecisionnottoeditit.Suchreflectivethinkingisinvisibletomeasuresthatfocusonlyontheultimateartefactproduced.WithoutknowinghowknowledgeworkersenactcriticalthinkingwhenusingGenAIandtheassociatedchallenges,weriskcreatinginterventionsthatdonotaddressworkers’realneeds.
Inthispaper,weaimtoaddressthisgapbyconductingasurvey
assettingcleargoals,refiningprompts,andassessingAI-generatedcontenttomeetspecificcriteriaandstandards.Theirreflectiveapproachinvolvesverifyingoutputsagainstexternalsourcesandtheirownexpertise,especiallyintasksthatrequirehigheraccuracy.
Thedataidentifykeymotivatorsforcriticalthinking:thedesiretoenhanceworkquality,avoidnegativeoutcomes,anddevelopskills.However,severalbarriersinhibitthisreflectiveprocess,in-cludinglackofawareness,limitedmotivationduetotimepressureorjobscope,anddifficultyimprovingAIresponsesinunfamiliardomains.Surprisingly,whileAIcanimproveefficiency,itmayalsoreducecriticalengagement,particularlyinroutineorlower-stakestasksinwhichuserssimplyrelyonAI,raisingconcernsaboutlong-termrelianceanddiminishedindependentproblem-solving.
RegardingRQ2(Section
5
),GenAItoolsappeartoreducetheper-ceivedefortrequiredforcriticalthinkingtasksamongknowledgeworkers,especiallywhentheyhavehigherconfidenceinAIcapa-bilities.However,workerswhoareconfidentintheirownskillstendtoperceivegreaterefortinthesetasks,particularlywhenevaluatingandapplyingAIresponses.
ThedatashowsashiftincognitiveefortasknowledgeworkersincreasinglymovefromtaskexecutiontooversightwhenusingGenAI.Whilethisshift“frommaterialproductiontocriticalin-tegration”hasbeenobservedinpriorstudies[
114
],suchstudiesaretypicallycontrolledstudiesinnarrowdomainswithsmallpar-ticipantsamples.Ourdataprovidescomplementaryevidencethatthisalsooccursinreal-worlduseofGenAItools,acrossawidevarietyoftasksandprofessions.Fortaskslikeknowledgeretrieval,AIreducesefortbyautomatinginformationgathering,butwork-ersmustnowinvestmoreinverifyingtheaccuracyofAIoutputs.Similarly,whileAIsimplifiescontentcreation,workersstillneedtospendtimealigningoutputswithspecificneedsandqualitystandards.
Ourpapermakesthefollowingcontributions:
ofaprofessionallydiversesetofknowledgeworkers(n=319),elicitingdetailedreal-worldexamplesoftasks(936)forwhichtheyuseGenAI,anddirectlymeasuringtheirperceptionsofcriticalthinkingduringthesetasks:wheniscriticalthinkingnecessary,howiscriticalthinkingenacted,whetherGenAItoolsafecttheefortofcriticalthinking,andtowhatextent(Section
3
).Wefocuson“enaction”(i.e.,actionsthataresignalsormanifestations)ofcriticalthinkingratherthancriticalthinkingperse,becausecriticalthinkingitselfasapurementalphenomenonisdifficultforpeopletoself-observe,reflecton,andreport.
Concretely,weaimtoanswertworesearchquestions:
RQ1WhenandhowdoknowledgeworkersperceivetheenactionofcriticalthinkingwhenusingGenAI?
RQ2Whenandwhydoknowledgeworkersperceiveincreased/decreasedefortforcriticalthinkingduetoGenAI?
WithrespecttoRQ1(Section
4
),thestudyrevealsthatknowledgeworkersengageincriticalthinkingwhenusingGenAItoolsprimar-ilytoensurethequalityoftheirwork.Theydefinecriticalthinking
•Wereviewtheliteratureoninteractiondesigninterventionsforcriticalthinking,andstudiesoftheefectsofautomationonknowledgeworkflows(Section
2
).
•Wedescribethedevelopmentanddeploymentofasurveyforgatheringempiricalevidenceforknowledgeworkers’experiencesandperceptionsoftheefectofGenAIoncrit-icalthinking(Section
3
).WefindthatGenAItoolsreducetheperceivedefortofcriticalthinkingwhilealsoencour-agingover-relianceonAI,withconfidenceinthetooloftendiminishingindependentproblem-solving.AsworkersshiftfromtaskexecutiontoAIoversight,theytradehands-onengagementforthechallengeofverifyingandeditingAIoutputs,revealingboththeefficiencygainsandtherisksofdiminishedcriticalreflection(Sections
4
and
5
).
•Drawingfromoursurveyinsights,wehighlighthowtheuseofGenAItoolscreatesnewchallengesforcriticalthink-ing.WeoutlineimplicationsfordesigningGenAItosupportknowledgeworkerstoenhancetheirawareness,motivation,andabilitytothinkcritically(Section
6
).
TheImpactofGenerativeAIonCriticalThinkingCHI’25,April26–May01,2025,Yokohama,Japan
2RelatedWork
2.1Criticalthinking
WeadoptthedefinitionofcriticalthinkingdevelopedbyBloometal.[
12
,
54
],ahierarchicaltaxonomythatcharacterisesstudentlearningobjectivesintosixtypes:knowledge(recallofideas),comprehension(demonstratingunderstandingofideas),application(puttingideasintopractice),analysis(contrastingandrelatingideas),synthesis(combiningideas),andevaluation(judgingideasthroughcriteria).
Thisdefinitionofcriticalthinkingisnotuncontested.Therearemultiplealternativeframeworks[
36
–
38
,
104
],andcriticalthinkingissometimesalsoreferredtoasreflectivethinking[
26
],thoughnotallscholarsconflatethem.Therehavebeenmultipleproposalsforconnectingandreconcilingthismultiplicityofframeworks[
32
,
74
,
96
].
WeadopttheBloometal.frameworkformultiplereasons.First,asoneoftheearliestframeworks,ithasstrongsupportinthere-searchliteratureandwideadoptionineducationsystems—itsdefinitionofcriticalthinkinghasbeenwidelyinfluential,andhaswithstoodseverecriticismandscrutiny[
40
].Second,itisrelativelysimple,havingonlysixcoredimensions(asopposedto,forinstance,thenuancedPaul-Elderframework[
104
]whichconsistsofeight“elementsofthought”,ten“intellectualstandards”,andeight“intel- lectualvirtues”).ThesimplicityoftheBloometal.framework— itssmallsetofdimensionswithcleardefinitions—rendersitmoresuitableasthebasisofasurveyinstrument.
Criticalthinkingskillscanbedevelopedinsequentialstages[
70
,
98
,
104
].Despiteconcernsaboutwhethercriticalthinkingcanbetaught[
138
],researchineducationhasdevelopedanumberofapproachestoteachingcriticalthinking[
104
,
139
],suchasstruc-turedargumentationexercises[
25
,
70
,
72
,
133
].Criticalthinkingcanbemeasuredthroughself-,peer-,orexpertevaluation[
66
],us-ingarangeofquestionnaires[
35
,
65
,
73
,
145
,
146
],justifiedmultiplechoicequestions,structuredessays,protocolsforwhole-portfolioassessment,taskobservation,andpeerinteraction[
34
,
105
].Inourstudy,weapplyaone-itemfive-pointscaleassessmentforeachofthesixcognitiveactivitiesassociatedwithcriticalthinking(sixitemsintotal,seeSection
3.1.3
),similartopreviouswork(e.g.,AlaoutinenandSmolander[
3
]).
2.2Designresearchforcriticalandreflectivethinking
Previousresearchhasinvestigatedhowinteractiondesigncanencouragecriticalorreflectivethinking.Variousdimensionsofthespaceofcriticalthinkinginterventionshavebeenexplored.Forinstance,whetherthesystemshouldbeproactive,i.e.,intro-ducecriticalthinkingpromptswithoutanexplicituserrequest[
69
,
109
].Ortheextenttowhichuserparticipationandengage-mentisimportantincreatingcriticalthinkingoutcomes,e.g.,pre-sentingAIexplanationsasquestionsratherthanstatementsim-proveslogicaldiscernment[
24
],questionsalsoimprovecriticalreading[
110
,
142
],attentioncheckspromotesystematicthinking[
49
],conflict-filleddiscussioninducescriticalthinking[
78
],andingeneralincreasedengagementresultsinbehaviouralchanges[
82
,
92
].Researchhasexploredtheefectivenessofgamificationofcriticalthinking[
31
,
91
,
129
].Researchhasalsoexploredtheextent
towhichinterventionsoughttobepresentedinanagentisedoranthropomimeticmanner[
99
,
131
,
141
].
Therearedomainsandactivities,someofwhicharerelevanttocommonknowledgeworkflows,wherecriticalthinkinginterven-tionshavebeenheavilystudied.Forexample,designforcriticalthinkingcanaidinthepreventionandverificationofmisinfor-mation,e.g.,throughstructuredthinkingaids[
50
,
51
],analyticalthinkingnudges[
143
],worksheetsandgroupdiscussion[
136
],andgamification[
129
].Orinwriting,ideationandargumentationtools,suchasthroughvisualisingargumentstructure[
126
,
133
],reflect-ingonfuturescenarios[
132
],ideationandevaluationsupport[
45
],assessingrisksinresearchimpactstatements[
94
].Anothercom-monareaforreflectivethinkinginterventionsisinmentalhealthandwellbeing,e.g.,tosupportcognitivereappraisal[
71
],reducecompulsivesmartphoneuse[
80
,
81
],improvetimemanagement[
55
],createjournalingprompts[
97
],encouragereflectiononbookhighlights[
61
],supportprayer[
75
],coachingforleadershipgrowth[
4
],andreflectiononcherishedobjects[
57
].Criticalthinkinginter-ventionshavealsobeenexploredindataanalysis[
44
,
48
].
Overreliance,definedas“usersacceptingincorrectrecommen-dations,i.e.,makingerrorsofcommission”[
102
],iscloselyrelatedto(thelackof)criticalthinking.Buçincaetal.[
17
]foundthat“cog-nitiveforcingfunctions”suchasrequiringtheusertowaitbeforereceivingAIoutput,ortomakeinteractiveupdatestoAIoutput,sig-nificantlyreduceoverreliancecomparedtosimplerAIexplanations.Thoughthereisoverlap,overrelianceisnotstrictlythesameprob-lemas(andisperhapsaspecialcaseof)alackofcriticalthinking.Alackofcriticalthinkingmayalsomanifestthroughacceptingasolutionthatmerelymeetsabaselineaspirationalthreshold[
6
,
119
]
—insuchcases,theAIsolutioniscorrect(albeitpotentiallyofpoorquality)andthereforenotoverreliance,strictlyspeaking.
Collectively,thesecaninformdesigninterventionstosupportcriticalthinkingforknowledgeworkers.Still,thesesystemsandtoolsdonotengagewithhowtheneedforcriticalthinkingsupportchangesduetoshiftsinworkflowcausedspecificallybytheuseofGenAI.Wealsolackempiricalfoundationsforunderstandinghowknowledgeworkersenactcriticalthinkinginreal-worldGenAIworkflows.
2.3Efectsofautomationonthinkingand
knowledgeworkflows:writingandmemory
Effectsonwriting.GenerativeAItoolslikeCopilotandChat-GPTcanboostwritingproductivitybyassistingwithtaskssuchascontentgeneration,ideacreation,andstylisticediting,helpingbothexpertandnovicewriters[
18
,
84
,
112
,
135
].However,thereareconcernsthatnovicewritersmaybecomeoverlyreliantonthesetools,potentiallyimpairingtheirlong-termskilldevelopmentbybypassingcriticalwritingprocessessuchasconstructinglog-icalargumentsandunderstandingsubjectmatter[
14
,
53
,
63
,
64
].Tomitigatethis,usingGenAIforindividualised,content-focusedfeedbackmayhelpnovicewritersdevelopwritingskillswhileim-provingproductivity[
58
,
86
,
144
].Althoughhumanfeedbackhastraditionallybeennecessaryforefectiveself-improvement,theintegrationofAIintotoolslikeMicrosoftWordcoulddemocra-tiseaccesstowritingskilldevelopmentbyprovidingconsistent,low-costfeedback[
2
,
123
].EarlystudiessuggestthatAI-generated
CHI’25,April26–May01,2025,Yokohama,JapanLeeetal.
feedbackcanimprovewritingqualityandlogicalstructure,espe-ciallyforlower-performingstudentsandlessconfidentEnglishlearners[
79
,
101
,
128
,
135
].Thus,equippingAItoolswithbetterfeedbackmechanismscouldfosterlong-termwritingskilldevelop-mentwhileaddressinginequalitiesinaccesstowritingeducation[
2
,
79
],andenablehumansandAItointeractovertimetomaximisebothproductivityandlearningoutcomes[
128
,
135
].
Effectsonmemory.WhileGenAIandconversationalsearchen-ginescanstreamlinetaskslikeliteraturereviews,somefearthatout-sourcingthisworkcouldharmourabilitytolearnandremember,inwhatissometimesreferredtoas“digitalamnesia”[
47
,
111
],thoughevidenceforthisefectislargelyinconclusive[
19
,
21
,
27
,
127
].Re-searchshowsthatsummarisingmaterialandfollow-upwritingpracticeenhancememorybyintegratingnewknowledgewithex-istingknowledge[
62
,
93
,
134
],butreal-worldsummarywritingisoftenpassiveandinefective[
15
,
16
,
41
,
121
,
140
],andthusmaynotimproverecallincomparisontosimplyre-readingthetext[
124
].GenAItoolslikeChatGPTandCopilotcanmitigatethesedrawbacks,especiallyforlessexperiencedlearners,byprovidinghigh-qualitysummariesuponwhichcollaborative,self-monitoredwritingtaskscanbeconducted[
120
,
125
].Cognitivescienceshowsthatefectivelearningrequires“grounding”informationthroughmultipleperspectivesandexamples[
10
,
11
,
68
],andGenAIcanoferpersonalisedanalogiestoaidthisprocess[
77
,
90
].
Insummary,previousworkhasdefinedcriticalthinkingandinvestigatedwaystodevelopandmeasurethisskillineducationalsettings.Separately,designresearchhasinvestigatedwaysofdevel-opingtechnologythatinducescriticalreflection.IthasalsobeenfoundthatAItoolscansignificantlyimpactcommonknowledgeworkflows,suchaswriting.However,thereisagapinunderstand-ingknowledgeworkers’perceptionsofhowGenAIafectstheirenactionofcriticalthinking,andtheefortofdoingso,acrossabroadrangeofusecases.Thisisthegapweaddresswithoursurvey.
3Method
Toanswerourresearchquestions—whenandhowknowledgeworkersperceivetheenactionofcriticalthinkingwhenusingGenAI(RQ1),andwhenandwhydoknowledgeworkersperceiveincreased/decreasedefortforcriticalthinkingduetoGenAI(RQ2)
—weconductedanonlinesurveyontheProlificplatform
2
tostudyknowledgeworkers’experienceswithcriticalthinkingwhenusingGenAItoolsfortheirwork.
Toensureparticipantsfullyunderstoodthescopeandmeaningofourquestionsoncriticalthinking,aspartofthesurveystudyonboarding,theywereintroducedtotheconceptofcriticalthink-inginthecontextofusingGenAIthroughconcreteexamplesofhowcriticalthinkingcouldbeappliedatvariouslevelsofBloom’staxonomy(e.g.,checkingthetoneofgeneratedemails,verifyingtheaccuracyofcodesnippets,andassessingpotentialbiasesindatainsights).Theseexamplesservedtosensitiseparticipantstothevariousdimensionsofcriticalthinkingwhileavoidingconcep-tualisingcriticalthinkingtoonarrowly.Theseactedas“cognitive
2
https://prolific.co/
priming”,helpingparticipantsbetterunderstandtheconceptofcrit-icalthinking,thussolicitingbetterrecognitionofcriticalthinkingbehavioursinparticipants’dailyGenAIuse.
Intotal,wereceived319surveyresponses,inwhichparticipantssharedatotalof936real-worldexampleswheretheyusedaGenAItoolfortheirwork,andsharedhowcriticalthinkingplayedaroleinthesetasks.
ToanswerRQ1,wecreatedanexplanatoryregressionmodelwithadependentvariablemeasuringwhetherparticipantsperceivedtheenactionofcriticalthinkingwhenusingGenAItoolsforthetaskstheyshared,andindependentvariablescorrespondingtotwosetsoffactorsthatwehypothesisedmightcorrelatewiththetendencytoengagewithtaskscritically:1)taskfactors:measuresaboutthetaskathand—e.g.,tasktype,confidenceindoingthetask.2)Userfactors:measuresaboutusers—e.g.,age,gender,occupation,tendencytoreflectinwork,andtrustinGenAI.Inaddition,weanalysedparticipants’motivatorsandinhibitorsforcriticalthinkingfromtheirfree-textresponses.
ToanswerRQ2,wecreateexplanatoryregressionmodelswithdependentvariablesmeasuringwhetherparticipantsperceiveddif-ferentcognitiveactivitiesconstitutingcriticalthinking(e.g.,breakingdownaproblem,puttingtogetherideas)tobemoreorlesseffortfulwhenusingaGenAItoolforthetaskscomparedtowhennotusingone.IndependentvariablesincludedthesamesetoffactorsasforRQ1above.Wealsoanalysedparticipants’free-textresponsestounderstandwhytheyperceivedthesecognitiveactivitiesasmoreorlessefortfulduetoGenAI.
3.1SurveyDesign
Tomodeltherelationshipbetweentaskanduserfactorsastheyrelatetocriticalthinkingactivities,wedesignedasurveyasfollows(seeAppendix
A.1
forthecompletesurvey).
3.1.1Task-RelatedFactors.Priorstudieshaveshownthatknowl-edgeworkersapplyGenAItoolsforarangeoftasksandexpressdiferentneedswhiledoingthesetasks[
13
],andthattheirperceivedconfidenceinthemselvesandAIdoingthetaskscaninfluencetheiruseandrelianceonthetool[
20
,
22
,
83
,
130
].Wehypothesisedthatfactorsrelatingtotheuser’stask,includingtasktype,confidenceinthemselves,andAIdoingthetask,couldafecttheircriticalthinking.
Tasktype.Brachmanetal.[
13
]classifyknowledgeworkers’cur-rentusageofGenAItoolsintoninetypes(SeeTable
1
),groupedintothreemajorcategories:1)forcreation,2)tofindorworkwithinformation,3)togetadvice.Thistaxonomyoferscleardistinctionsamongthemajorcategoriesoftasktype,whichwehypothesisedwouldcorrelatewithusers’criticalthinkingduetodiferingobjectivesandrequirements.WefollowBrachmanetal.
[
13
]’staxonomyandoperationalisetheirtasktypecategorisationinoursurvey,focusingonthemajorcategories.ForeachGenAItooluseexample,participantswerefirstaskedtodescribeindetailthetasktheydid(i.e.,Pleasetellus:1)whatyouweretryingtoachieve,2)inwhatGenAItool,and3)howyouusedtheGenAItool,includinganyprompts.).Then,theywereaskedtopickoneoftheninetasktypesthatbestdescribedtheirtask.Usingthisinformation,we
TheImpactofGenerativeAIonCriticalThinkingCHI’25,April26–May01,2025,Yokohama,Japan
Table1:Categoriesandsub-categoriesforGenAItoolusage
[13
].
Category
Sub-category
Description
Creation
Artefact
Generateanewartefacttobeuseddirectlyorwithsomemodification
Idea
Generateanidea,tobeusedindirectly
Information
Search
Seekafactorpieceofinformation
Learn
Learnaboutanewtopicmorebroadly
Summarise
Generateashorterversionofapieceofcontentthatdescribestheimportantelements
Analyse
Discoveranewinsightaboutinformationordata
Advice
Improve
Generateabetterversion
Guidance
Getguidanceabouthowtomakeadecision
Validation
Checkwhetheranartefac
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