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Inferring the Popularity of an Opinion From Its Famili Inferring the Popularity of an Opinion From Its Famili

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Inferring the Popularity of an Opinion From Its Famili - PPT Presentation

Garcia and Norbert Schwarz University of Michigan Dale T Miller Stanford University Despite the importance of doing so people do not always correctly estimate the distribution of opinions within their group One important mechanism underlying such mi ID: 87343

Garcia and Norbert Schwarz

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KimberleeWeaver,R.B.PamplinCollegeofBusiness,VirginiaPoly-technicInstitute;StephenM.Garcia,GeraldR.FordSchoolofPublicPolicy,UniversityofMichigan;NorbertSchwarz,DepartmentofPsychol-ogy,InstituteforSocialResearch,andRossSchoolofBusiness,UniversityofMichigan;andDaleT.Miller,GraduateSchoolofBusiness,StanfordAnearlierversionofthisarticlewasawardedtheFrancoNicosiaAward detailsoftheexposureepisodebecomelessaccessible,makingitlesslikelythatperceiversrealizethatallstatementscamefromthesamecommunicator.Finally,(v)theimpactofrepetitionshouldbemostpronouncedwhenperceiverslackmorediagnosticinforma-tionaboutthedistributionoftheopinion,asisthecasewhentheymakejudgmentsaboutunfamiliargroups.ThePresentResearchInthefirstsectionofthisarticle(Studies1Aand1B),wetestthebasichypothesisthatperceiverswillestimatemorewidespreadsupportforanopinionafterhearingonegroupmemberadvanceitrepeatedlythanafterhearingthesamepersonexpressthesameopiniononlyonce.Inthesecondsection(Studies2and3),weseektounderstandthepsychologicalmechanismdrivingthisproposedeffectbydistinguishingbetweentwotypesofexplanations,onebasedonamodelofmetacognitiveprocessesdescribedaboveandtheotherbasedonconsciousinferencesperceiversmaymakeaboutgroupdynamicsandthemeaningofopinionrepetitioninagroup.Thefinalsection(Studies4and5)examinesboundaryconditionsoftheproposedeffectbyfocusingonthemoderatingroleofknownversusunknowngroupnorms.TheBasicEffect:Studies1Aand1BStudy1A:PreservingOpenSpaceinNewJerseyInStudy1A,participantsreadopinionstatementstakenfromasupposedfocusgroupdiscussion.Wepredictedthatobserverswouldestimatemorewidespreadsupportfortheissueafterreadingonegroupmemberreiterateanopinionthreetimesthantheywouldafterreadingthesamepersonexpressthesamepointonlyonce.Atotalof177UniversityofMichiganunder-graduatesparticipated.Sixty-sevenreceived$8forcompletingthestudywithinalargerquestionnairepacket.Theremaining110participantswererecruitedinpublicplacesoncampus.Opinionfamiliarityandopinionsourceweremanipulatedinathree-conditionbetween-subjectsdesign.Participantsinthethreepersoncontrolconditionreadthreeopinionstatementseachmadebyadifferentgroupmember(Jim,Mark,andJohn),thoseinthere-peatedopinionconditionreadthesamethreestatementsbuttheywereallattributedtoonegroupmember(Jim),andthoseinthesingleopinioncontrolconditionreadoneopinionstatementfromonegroupmember(Jim).ParticipantsweretoldthattheresearcherswereinterestedinanissuefromthelastNewJerseystateelection,namelywhetherlandshouldbesetasidetopreserveopenspaceinthestate(afictitiousissuecreatedforthepurposeofthisexperi-ment).ArepresentativefocusgroupoffiveNewJerseyhomeown-ershadmettodiscusstheiropinionsontheissue.Participantsinthethreepersoncontrolandrepeatedopinionconditionsread,“Threeofthecommentsmadeduringthefocusgrouphavebeenrandomlyselectedandareprintedbelow,alongwiththehome-owner’sname.Becausethiswasarandomprocess,selectedstate-mentsmaybefromonepersonor,atmost,threedifferentpeople.”Thesingleopinioncontrolconditionwaswordedsimilarlybutonlyreferencedonecomment.Participantsthensaweitherthefollowingthreeopinionstate-mentsoronerandomlyselectedopinionstatement,allintendedtoconveytheopinionthatopenspaceshouldbepreservedforrec-reationalpurposes:“Iaminfavorofopenspacebecauseitisimportantthatpeoplehaveopportunitiesforoutdoorrecreation,”“IthinkthatopenspaceisagoodideabecausemoreopenspaceinNewJerseymeansthatwewillallhavethechancetodooutdooractivitiesduringthesummer,”and/or“Openspacepoliciesshouldbesupportedbecausetheyguaranteethatpeoplecanspendtheirleisuretimeinanaturalenvironment.”Inthethreepersoncontrolcondition,eachstatementwasattributedtoadifferentfocusgroupmember(Jim,Mark,andJohn);intherepeatedandsingleopinionconditions,onegroupmember(Jim)madeall(orone)oftheAfterthesemanipulations,participantsestimatedtheopinionsofthefocusgroupandNewJerseyhomeownersingeneraltowardpreservingopenspace(forboth,1stronglyagainstand7stronglyinfavor).TheyalsoestimatedthepercentageofNewJerseyhomeownerswhosupportedpreservingopenspaceinthestate(___%).Finally,participantscompletedamanipulationcheckandrecalledfromhowmanyfocusgroupmemberstheyhadreadResultsandDiscussionAcrossthestudies,ourprimaryinterestwasincomparingthegroup-levelestimatesmadebyparticipantswhoareexposedtorepeatedopinionsfromonegroupmembertotheestimatesmadebyparticipantswhoreadthesamespeakeradvancethesameopiniononlyonce.Accordingly,ourdataanalyticstrategywastotestthiscentralhypothesisusingtwoorthogonalcontrasts.Inthestudiesthatincludedbothathreepersoncontrolconditionandasingleopinioncontrolcondition,wefirstcomparedthetwocontrolconditionswitheachother.Second,wetestedthemainhypothesisbycomparingtherepeatedconditionwiththesingleopinioncon-trol.Attheendofthearticle,wepresenttheresultsofameta-analytictestascertainingwhether,acrosstherelevantstudies,thethreepersoncontroldifferedsignificantlyfromtherepeatedFocusgroupopinion.Asexpected,participantsreadingthreeopinionsinfavorofopenspacepreservationeachfromadifferenthomeownerestimatedmorefocusgroupsupportforopenspacepreservation(0.89)thandidparticipantsreadingonlyoneopinionfromonehomeowner((1,174)1.60.Ofmoreimportance,resultsalsosupportedthemainhypothesis.Participantswhoreadonehomeownerreiteratesupportforopenspacethreetimesalsoestimatedmorefocusgroupsupportfortheissue(1.02)thandidparticipantswhoreadthesamehomeownerexpressthesamepointonlyonce,(1,174)OpinionofNewJerseyhomeownersingeneral.Wealsoex-aminedtheinferencesobserversdrewabouttheopinionsofNewJerseyhomeownersingeneral,thegroupfromwhichthefocusgroupwasdrawn.Thismeasureallowedustoseewhethertherewasgeneralizationandalsotoruleoutapossiblealternativeexplanation,namelythatobserversthoughtthatJim’srepeatedcommentspersuadedtheothergroupmembers.Thetwoitemsmeasuringgeneralhomeownersupport(favorabilityandpercent-ageestimate)wereconceptuallysimilarbutmeasuredondifferentINFERRINGTHEPOPULARITYOFANOPINION patternofresultsandsignificanceofallanalysesremainedun-changedwhenincludingonlythoserespondingcorrectlytothememoryquestionnaire(50outof60participants).Discussion:Studies1Aand1BResultsfromStudies1Aand1Bshowthatanindividualinagroupwhosimplyreiteratessupportforaparticularstancecanswayobservers’estimatesofwherethegroupstandsmorethanifheorsheexpressesthesameopiniononlyonce.Resultsalsoshowedthattheseinferencesgeneralizetothelargergroupfromwhichtheoriginalsamplewasdrawnandcanhaveseeminglyimportantpolicyconsequences.TheMechanism:Studies2and3Thenexttwostudiessoughttoestablishthepsychologicalmechanismdrivingthiseffectbydistinguishingbetweentwotypesofexplanations,onebasedonmetacognitiveprocessesofopinionfamiliarityandtheotherinvolvingconsciousinferencesaboutgroupdynamicsandthemeaningofopinionrepetitioninagroup.Earlier,weproposedamechanismbasedonopinionfluencyorfamiliarity.Ourlineofreasoningwasasfollows.Hearingonegroupmemberrepeatanopinionincreasestheactivationofthatopinioninmemory.Whenperceiverssubsequentlyreflectonthegroup’sopinion—eitherspontaneouslyorwhenmakingagroup-leveljudgmentonasurvey—thatmemorytraceiscuedandexperiencedsubjectivelyasafeelingoffluencyorfamiliarityfortheopinion.Thissubjectiveexperience,inturn,spillsoverintoobservers’group-leveljudgments.AlthoughtheresultsofStudies1Aand1Bareconsistentwiththefamiliaritymodel,otherexpla-nationsmaystillapplyandneedtoberuledout.Forinstance,ratherthanbasingtheirjudgmentsonexperientialinformation,observersinsteadmayhavemadeaconsciousinferenceaboutthemeaningofopinionrepetitioninagroup.ObserversmayhavereasonedthataspeakersuchasJimwouldbelessinclinedtoreiterateanopinioninagroupsettingunlessheknewthattheopinionwasbroadlyshared.Thus,repeatedstatementsmadebyonepersonmayhaveledtomoreextensivegroup-leveljudgmentsnotthroughopinionfamiliaritybutthroughadifferentpsycholog-icalmechanism,onesimilartothatemphasizedbyworkonthespiralofsilence(Noelle-Neumann,1984).Incontrast,itisworthnotingthatperceiversmayequallyplausiblyassumethatJimrepeatshisopinionsooftenbecauseherealizesthathisattemptstopersuadethegrouphavenotyetbeensuccessful.Hence,itisdifficulttopredictwhichinferencesperceiversmaydrawfromobservedrepetitions.Toavoidtheseambiguities,weremovedthegroupdiscussionaspectfromthecoverstoryofStudy2.Usingan“instantreplay”paradigm,participantseitherreadthreeidenticalcopiesofthesameopinionstatementthathadbeenmadeoncebyonegroupmemberorreadthesameopinionstatementonlyonce.Ifthesubjectiveexperienceofopinionfluencyorfamiliarityissufficienttoproducetheeffect,thensimplyreadingtheidenticalopinionstatementoverandovershouldleadperceiverstoestimatewidergroupsupportforthepositionthanpeoplewhohavereadthesameopiniononlyonce.Incontrast,ifthepreviousresultsreflectanassumptionbyperceiversthatspeakersonlyrepeattheiropinionswhentheyknowagroupagrees,thenparticipants’extensityjudg-mentsshouldbeunaffectedbythenumberofcopiestheyhavereadofthesameopinionstatement.Study2:InstantReplayUndergraduatesattheUniversityofMichigan—DearbornandUniversityofToledo(305)werecompensated$8forfillingoutaquestionnairepacketincludingboththisstudyandseveralunrelatedones.Study2usedatwo-conditionbetween-subjectsdesign(duplicatestatementsandsingleopinioncontrol).Participantsweretoldthatthe“NationalAlliancePartyofBelgium”(afictitiousgroupcreatedforthisexperiment)hadrecentlydiscussedtheparty’spositiononreproductiverights.Partyofficialshadrandomlye-mailedasampleofregisteredpartymemberstosolicittheiropinionsandoneofthecommentsre-ceivedwasprinted.Participantsthensawacommentfavoringamoremoderatestancethatwassubmittedviaane-mailprogrambyapartymembernamedJacquesAndersi.Intheduplicatestate-mentscondition,theidenticalopinionstatementwascopiedtwomoretimesonthebottomofthepage.Thematerialsweredesignedsothecopieslookedlikeanirrelevantpropertyofthee-mailsoftware.However,participantsinthisconditionhadtoactuallyreadtheextracopiesbeforerealizingthattheywereidenticalcopiesofthesameopinion.Incontrast,thoseinthesinglestate-mentcontrolconditionreadthesameopinionstatementonlyonce.Afterward,participantsestimatedthepercentageofpartymemberssupportingtheadoptionofamoremoderatestance,reportedhowmanysourceshadmadeopinions,andnotedwhetherthestate-mentstheyreadwereidentical.ResultsandDiscussionConsistentwithourmainhypothesis,participantsestimatedmorewidespreadsupportforamoderatestanceafterreadingoneopinionstatementadvocatingthatpositionthreetimes(21.24%)thandidparticipantswhoreadthesameopinionstatementonlyonce(0.28.Memorydistortionormisreadingthesurveydidnotexplainthefindings.Thepatternandstatisticalsignificanceoftheanalysesremainedthesamewhenincludingonlythoseparticipantsrespondingcorrectlytobothquestionsincludedinthememoryquestionnaire,thatis,individualswhobothcorrectlyreportedonespeakerhadexpressedanopinionandcorrectlyreportedthattheopinionstatementswereidenticalcopies(271outof305participants).Theseresults,showingthatsimplyreadingthesameopinionoverandoveragain,evenwhenpeopleareawarethatitisanidenticalcopy,suggestthatopinionrepeti-tionaloneissufficienttoproducemoreextensivegroup-leveljudgments.Thisisconsistentwithanexplanationinvolvingopin-ionfamiliarityandinconsistentwiththeideathataninferenceaboutthemeaningofrepetitioninagroupisnecessaryfortheStudy3:MeasuringOpinionActivationDirectlyInStudy3,wesoughttoobtainadditionalconvergentevidenceforthepsychologicalmechanismbymeasuringopinionactivationdirectlyusingalexicaldecisionresponsetime(RT)task.PastworkINFERRINGTHEPOPULARITYOFANOPINION (1,194)0.50;andpercentage(1,188)Mediationalanalysis.Ourmainhypothesiswasthatpartici-pants’experienceofopinionfamiliarity,operationalizedhereastheirresponselatencytoidentifyingopenspacerelevantwords,wouldmediatetheirgroup-leveljudgments.Wetestedthismedi-ationalpredictionusingthemethodrecommendedbyMacKin-non,Lockwood,Hoffman,West,andSheets(2002;seealsoHerbst,Gaertner,&Insko,2003).First,wedummycodedthenumberofopinionsindependentvariable(1singleopinioncontrol,2repeatedopinions).Becauseitisamoresensitivemeasureandlesslikelytosufferfromrestrictedrange,weusedparticipants’estimatesofthepercentageofhomeownerssupport-ingopenspaceasthedependentvariableandtheirRTdifferencescore(openspacewords–neutralwords)asthemediator.Asrequiredbythemethod,thenumberofopinionspartici-pantsreadsignificantlypredictedboththedependentvariable(percentageestimates;.05)andthemediator(re-sponselatencies;.05).Thatis,participantsreadingrepeatedopinionsbothestimatedmorewidespreadsupportforopenspaceandrespondedmorequicklytoopen-space-relevantwordsrelativetoneutralwordsthandidthosereadingthesamesourceexpressthesameopiniononlyonce.Themediator(re-sponselatency)alsosignificantlypredictedparticipants’percent-ageestimateswhencontrollingfortheeffectofnumberofopin-ionsread(.05).Thatis,themorequicklyparticipantsidentifiedtheopenspacewords,thegreatersupportforopenspacetheyestimatedwhencontrollingforexperimentalcondition.Aspredicted,whenparticipants’responselatencieswerecontrolled,therelationshipbetweenthenumberofopinionstheyreadandtheirpercentageestimateswassignificantlyreduced.05).AmodifiedSobeltestoftheratioofthestandarderrorof(seeMacKinnonetal.,2002)confirmedthatthisreductionwasstatisticallysignificant(Theseresultssuggestthatopinionactivationorfamiliarityisasignificantdriveroftherepetitioneffect.Opinionimportance.Apossibilityraisedearlierwasthatpar-ticipantsmayhaveinferredopinionimportancefromrepeatedopinions.Perceiversdidjudgetheopiniontobemoreimportanttothegroupafterreadingrepeatedopinions(thantheydidafterreadingoneopinion((1,194)0.36.However,perceivedimpor-tancedidnotfullyaccountfortherepetitioneffect.Amultivariateanalysisofcovarianceusingimportanceasacovariateandthethreeopinionprevalenceestimatesasdependentvariablesshowedthattherepetitioneffectremainedsignificantevenwhencovaryingoutimportance,(3,187).01.Furtheranalysessuggestedthattheopinionextensityjudgmentsmayhavedrivenparticipants’importancejudgmentsratherthanviceversa.Whentheopinionextensitymeasureswereincludedascovariates,theeffectofnumberofopinionsonimportancedroppedtoanonsig-nificantlevel:focusgroupestimateascovariate,(1,193).31;homeownersingeneralascovariate,(1,193).21;andpercentageestimateascovariate,(1,187).21.Thepatternandstatisticalsignificanceofallofthegroup-levelestimatesremainedthesamewhenincludingonlythoseparticipantsrespondingcorrectlytothemanipulationcheck(161outof196participants),withtheoneexceptionthatthejudgmentsoftheimportanceoftheopiniontothegroupdroppedtononsignificance(Discussion:Studies2and3Resultsthusfarshowthatanindividualinagroupwhosimplyrepeatssupportforaparticularstancecanswayobservers’esti-matesofwherethegroupstandsontheissuemorethanifthesamespeakerhadexpressedthesameopiniononlyonce.Usingtwodifferentparadigms,Studies2and3showconvergentevidencethatopinionfamiliarityisasignificantdriveroftheeffect.Study2showedthatsimplyreadingthesameopinionoverandoverissufficienttoproducetheeffect.Study3measuredopinionactiva-tiondirectlyandshowedthatopinionrepetitionisassociatedwithincreasedactivationofopinion-relatedconcepts.Thisactivation,inturn,isitselfsignificantlyrelatedtoperceivers’group-leveljudgments.Althoughdemonstratingtheroleofopinionfamiliarity,resultsfromStudies2and3alsosuggestthatcounterexplanationsinvolvingconsciousinferencesaboutthemeaningofopinionrep-etitioninagroupandopinionimportancearenotnecessarytoexplainthefindings.Moderators:Studies4and5AlthoughStudies1A–3showthatperceiversusefeelingsoffamiliaritythatwereactuallycreatedbyonepersontomakeinferencesabouttheprevalenceofsupportforanopinioninagroup,indirectevidencefromthepersuasionliteraturesuggeststhatinsomecasesperceiverscananddocorrecttheirsenseofopinionfamiliarityforsourceinformation.Thatis,thedesignofourfirstthreestudiesbearsresemblancetothatusedbyHarkinsandPetty(1981),whichactuallyshoweddifferentresults.HarkinsandPettywereinterestednotinwhetheronesource’srepeatedopinionsinfluencedobservers’group-leveljudgmentsbutratherwhethertheyinfluencedpersonalpersuasion.Theirparticipants Sixrespondentsfailedtoreportapercentageestimate,leaving190participantsinthisanalysis.MacKinnonetal.(2002)empiricallyassessedthestatisticalpropertiesofthe14mostcommonlyusedstatisticalmethodsforestablishingmedi-ation,includingBaronandKenny’s(1986)method.Theiranalysiscon-cludedthatthemethodwassuperiortotheother13methodsonthedimensionsofcontrollingTypeIerrorandmaximizingpower.Becausetheresponsesofindividualsrespondingincorrectlytothemanipulationcheckareambiguous(i.e.,itisunknownwhethertheirfailuretoreportcorrectlywasduetomisreadingtheformorexperiencingmemorydistortion),themediationalanalysiswasconductedwithonlythoseindi-vidualsrespondingcorrectlytothemanipulationcheckaskingforthenumberofopinionsources(161outof196participants).Table2Study3:MeanResponseLatenciesinMillisecondsasaFunctionofWordType(Issue-RelevantWordsvs.Neutral ConditionRelevantwordsNeutralwordsDifferenceOneopinion530.49552.73Repeatedopinions501.78565.34INFERRINGTHEPOPULARITYOFANOPINION within-subjectsfactorrevealedsignificantmaineffectsforbothnumberofopinions,(1,105).01,andprevious(1,105).01.However,thesemaineffectswerequalifiedbythepredictedNumberofOpinionsPreviousKnowledgeinteraction,(1,105)Twofollow-upcomparisonswereconductedtodeterminethenatureoftheinteraction.Aspredicted,whenparticipantsdidnothavepreviousknowledgeaboutwherethegroupstoodontheissue(e.g.,NationalAllianceParty),theirgroup-leveljudgmentswereaffectedbythenumberofopinionstheyread.Observersreadingonepartymemberrepeatedlyadvocateamoderatepositionesti-matedmoregroup-levelsupportforthatviewpoint(favorability:1.25;percentage:thandidthosereadingthesamepersonexpressthesamepositiononlyonce(favorability:1.07;percentage:(1,51)1.08.Incontrastandalsoaspredicted,whenparticipantshadpriorknowl-edgeoftheopinion(RepublicanParty),theywereabletocorrecttheirjudgmentsandtheirgroup-levelestimateswerenotaffectedbythenumberofopinionexpressionstheyread.Observersesti-matedasimilaramountofsupportforamoderatepositionregard-lessofwhethertheyreadrepeatedopinionsfromonesource1.14;percentage:14.72%)oronlyoneopinionfromthesameperson(favor-1.32;percentage:(1,54)–0.04(seeTable3forthepatternofmeans).Itisimportanttonotethattherewerenomaineffectsorinteractionsoftherepeated-measuresfactor(all.10),confirmingthatthefavorabilityandpercentagemeasuresactedsimilarly,andthepatternofdataandsignificanceoftheanalysesreportedremainedthesameevenwhenretainingonlythoseparticipantswhorespondedcorrectlytothememoryques-tionnaire(87outof110participants).Study5:KnownOpinionsandTimeDelayStudy4showedthatobserverswhowereintheknowaboutagroup’sopinioncorrectedtheirsenseofopinionfamiliaritywithsourceinformation.Thismaysuggestthattherepetitioneffectonlyholdswhenpeopleareformingestimatesofgroupopinionbutnotwhentheyarechanginggroup-levelimpressions.However,someworkonfamiliarityandjudgmentsuggeststhatpeople’sabilitytodiscounttheirfeelingsoffamiliaritymaybeshortlived.Ifpeople’sgroup-leveljudgmentsaredrivenbytheirfeelingsoffamiliarity,thenundersomeconditionstherepetitioneffectshouldemergeinknownnormsituationsaswell.Althoughresearchshowsthatpeopleareinitiallyreluctanttousefamiliarityintheirjudgmentswhenitsdiagnosticityiscalledintoquestion,itcanspilloverintoobservers’judgmentswhenthecauseofthefamiliaritybecomeslessobvious.Jacobyetal.(1989),forinstance,hadparticipantsreadalistofnonfamousnames(e.g.,SebastianWeisdorf).Participantsthenmadefamejudgmentsofnamesonasecondlist,someofwhichwerefromthefirstlistandsomeofwhichwerenew.Whenparticipantssawthesecondlistimmediatelyafterthefirst,familiarityinformationdidnotinflu-encetheirfamejudgments.Thisisbecauseparticipantsknewthenamesfeltfamiliaronlybecausetheyhadjustreadthemfortheexperiment.However,aftera24-hrtimedelayparticipantsshoweda“falsefameeffect,”attributingfameatTime2tonamestheyhadstudiedatTime1.Thetimedelaypreservedparticipants’feelingoffamiliarityforthenamesbutdiminishedtheirsourcememoryforwhytheyseemedfamiliar.Thispredictionisakintoasleepereffect(see,e.g.,Hovland&Weiss,1951;Pratkanis,Greenwald,Leippe,&Baumgardner,1988).Wehypothesizethatasimilarprocessmayoccurhere.Initially,perceiverswithprioropinionknowledgemaybeabletosubtracttheeffectofrepetitionfromtheirjudgments.However,thisabilitymaybeshortlived.Afteratimedelay,observerswillbeleftwithafeelingoffamiliarityfortheopinionbutimpairedconsciousmemoryforitssource.Asaconsequence,followingatimedelayevenperceiverswithpreviousopinionknowledgemayshowtherepetitioneffect.Atotalof196PrincetonUniversitystudentsparticipated.Onegroup(169)wascompensated$8forcom-pletingthisstudyalongwithseveralunrelatedonesaspartofa“QuestionnaireDay”packetsponsoredbythePsychologyDepart-ment.Theremaining27studentscompletedthestudyinexchangeforcreditintheirpsychologylaboratorycourse.Thestudyuseda3(numberofopinions:threepersoncontrol,repeatedopinion,andsingleopinioncontrol)2(timedelay:delayornodelay)between-subjectsfactorialdesign.Theuniversitywherethestudywasconducteddoesnothaveprofessionalschools,suchasalaworbusinessschool.Thenormoncampusisagainstestablishingprofessionalschoolsandinfavorofkeepingtheliberalartstradition.Studentsweretoldthattherehadbeenrecentdiscussionoftheprofessionalschoolissueoncampus,thatundergraduateopinionshadbeensolicitedandpostedonabulletinboarddiscussiongroup,andthatsomeofthecommentssubmittedhadbeenprinted.Participantstheneithersawthefollowingthreeopinionstate-mentsoronerandomlyselectedopinionstatement,allfavoringadoptingprofessionalschoolstocompetewith“peerinstitutions:”“Princetonneedstoestablishprofessionalschoolstocompete Thestudentscompletingthestudyinexchangeforcoursecreditcompletedthestudyunderdelayconditionsandwereeitherassignedtothesinglestatementcontrolorrepeatedcondition.Analysesrevealednosig-nificantmaineffectsorinteractionsofstudytype(paidvs.coursecredit)inanyoftheanalyseswithanyofthedependentvariables,sothisvariableisnotdiscussedfurther.Table3Study4:TheEffectsofPriorOpinionKnowledgeandNumberofOpinionsReadonEstimatesofPartyFavorabilityandPercentageofPartyMembersSupportingaMoreModerate KnownopinionUnknownopinionFavorability%Favorability%Singleopinioncontrol3.3742.973.9642.66Repeatedopinions3.5039.264.6862.80Highernumbersonthefavorabilitymeasuresindicatemoreagree-mentwiththeopinionstatements(greaterfavorabilitytowardtheissue).INFERRINGTHEPOPULARITYOFANOPINION familiaritybecomeslessobvious,people’sfeelingsdospilloverintotheirgroup-leveljudgments.GeneralDiscussionWhatwethinkothersthinkgreatlyinfluencesourownpersonalthoughts,feelings,andbehavior.Ouraccuracyinformingimpres-sionsofgroupopinionandgroupnormsisalsoanessentialcomponentinguidingoursocialinteractions.Nevertheless,littleisknownabouthowweestimatetheprevalenceofanopinioninagroup.Quiteobviously,anopinionislikelytobemorewidelysharedthemoredifferentgroupmembersexpressit.Ourpartici-pantsclearlyrecognizedthisandprovidedhigherprevalenceesti-mateswhenthesameopinionwasexpressedoncebyeachofthreedifferentgroupmembersthanwhenitwasexpressedoncebyonegroupmember.Moresurprising,andconsistentwithourhypoth-eses,however,ourstudiesshowedthathearingonepersonexpressanopinionrepeatedlyalsoleadsperceiverstoestimatethattheopinionismorewidespreadrelativetohearingthesamecommu-nicatorexpressthesameopiniononlyonce.Acrossourstudies,wefoundthatalthoughthreepeopleeachexpressingthesamesenti-mentismoreinfluentialthanonepersonexpressingthesamebeliefthreetimes,thelatterwas,onaverage,90%oftheformer.TheUnderlyingProcessWealsosoughttounderstandtheprocessesdrivingtherepeti-tioneffectbydistinguishingbetweentwotypesofmechanisms,onebasedonmetacognitiveexperiencesandtheotherbasedonconsciousinferencesthatperceiversmaymakeaboutgroupdy-namicsandthemeaningofrepetitioninagroup.Drawingonpastresearchofmetacognitiveexperiencesinhumanjudgment(forareview,seeSchwarz,2004),weproposedthatrepeatedexposuretoanopinionincreasestheaccessibilityoftheopinioninmemoryandresultsinafeelingoffamiliaritywhentheopinionisencoun-teredagain,suchasthroughspontaneousreflectionoraspartofaquestionaboutitsprevalence.Thissubjectiveexperienceleavesperceiverswiththe(correct)impressionthattheyhaveheardthisopinionmanytimes.Inourdailylives,wearelikelytohearanopinionmanytimeswhenitisofferedbydifferentpeopleindifferentsituations.Wepredictedthatpeopleoverapplythisusu-allycorrectassumptionandinferextensityfromfamiliarityevenunderconditionsinwhichtheopinionisrepeatedlyofferedbythesamesingleindividual.OurresultsconsistentlysupportthisAstheoreticallyexpected,theobservedeffectcanbetracedtotheincreasedaccessibilityoftheopinionandrelatedconcepts.Opinionrepetitionfacilitatesfastresponsestoissue-relevantwordsonalexicaldecisiontask(Study3).Thisincreasedopinionacces-sibility,inturn,mediatestheinfluenceofopinionrepetitiononperceivers’extensityjudgments.Incontrast,weobtainednosup- ItisinterestingtonotethattheworkofLinvilleandcolleagues(Linville&Fischer,1993;Linville,Fischer,&Salovey,1989)showsthatincreasingfamiliaritywiththeindividualmembersofagroupcanincreaseperceivers’senseoftheheterogeneityofopinionsinthegroup,whereasourworksuggeststhatincreasedfamiliaritywithoneparticulargroupmem-ber’spositionleadstoadecreaseinperceivers’estimatesofopinionAmeta-analysisoftheresultsforthethreestudiesusingthethreepersoncontrolcondition(Studies1A,1B,and5)showedthat,aswouldbelogicallyexpected,hearingthreedifferentpeopleeachadvanceanopinionleadsobserverstoattributegreatergroup-levelsupportfortheissuethandoeshearingonegroupmemberrepeatthesameopinionthreetimes, Agreement with opinion statements One opinioncontrolRepeatedOpinionsThree personcontrolNo time delayTime delay Figure1.Study5:Theeffectsoftimedelayandnumberofopinionsonestimatesofgeneralstudentsupportforprofessionalschools.Highernumbersindicatemoreagreementwiththeopinionstatements(greaterfavorabilitytowardprofessionalschools).INFERRINGTHEPOPULARITYOFANOPINION 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