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AdvertisingResearch:Instructor’sManual
Copyright?2012PearsonEducation,Inc.publishingasPrenticeHall
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AdvertisingResearch:Instructor’sManual
Copyright?2012PearsonEducation,Inc.publishingasPrenticeHall
11.Measurement
ChapterGoals
Afterreadingthischapter,studentsshouldbeableto:
? describethemeasurementprocess.
? explainthefourdifferentlevelsofmeasurement.
? determineameasure'sreliabilityandvalidity.
NotestotheInstructor
TheChapterLectureprovidesaguidetokeytopicsandcontent.ThePowerPointslidesarenamed:davis_adresearch_ch11.ppt.
ChapterLecture
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Measurement:Thewaybywhichabstract,typicallyunobservableconceptsarelinkedtoobservableevents.Asystematicapproachofmovingfromaconcepttoaneventincreaseslikelihoodthatconclusionsdrawnfromtheresearchareappropriate,reliable,andvalid.
Thereareseveralstepsinmeasurementprocess.Canbegroupedintothreemajortasks:
? Identifyanddefinetheconceptofinterest
? Specifyanobservableevent
? Evaluateandrevisetheobservableevent
I.IdentifyandDefinetheConceptofInterest
Entailsthreesequentialsteps.Beginswithageneralnotionoftheareatobe
exploredandendswithadetailed,explicitoperationaldefinitionofwhatistobemeasured.
A.IdentifyConceptofInterest
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Themeasurementprocessbeginsbyidentifyingtheconcept(s)ofinterestforstudyandexploration.
? Aconceptisaninventednameforapropertyofanobject,person,state,orevent.
Someconcepts(i.e.,age,gender,andincome)presentfewmeasurementproblemsbecausetheyhavewell-definedmeanings.
Otherconceptsexploredinadvertisingresearch,suchasadvertisingawareness,brandloyalty,andwebsiteengagementarelessconcreteandpresentgreatermeasurementchallenges.Here,itisimportanttoclearlydefinetheconceptthroughcreationofconceptualandoperationaldefinitions.
B.DevelopConceptualDefinition
Conceptualdefinitionexpressestheconcept’scentralorcoreidea.Itclearlystatestheconcept’smajorcharacteristicsanddistinguishesthetargetconceptfromsimilarbutdifferentconcepts.
Conceptsmayhavemorethanoneconceptualdefinition.Conceptualdefinitionsforbrandloyaltymightbe:
? aconsumer'scommitmenttorepurchasethebrandacrossrepeatedbuyingoccasions.
? aconsumer’spredispositiontoconsistentlyspeakpositivelyaboutthebrandtofriendsandothers.
? adispositiontowardabrandthatissofavorablethatitcreatesa
“barriertoexit,”makingitdifficultforotherbrandstocompete.
? greaterconsumptionofaparticularbrandversusconsumers’
averagelevelofconsumption.
Consensusistypicallyusedtoselectfromamongmultipleoptions.
C.DevelopOperationalDefinition
Operationaldefinitiontranslatesconceptualdefinitionintooneormore
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observableeventsbyexplicitlydescribingtheconcept’smostimportantobservable,definingcharacteristics.
Whiletherecanbesomedebateamongresearchersregardingaconcept’sconceptualdefinition,therecanbegreatdiversityofopinionastoaconcept’soperationaldefinition.
Example1:Canstartwithconceptualdefinitionofaffectionas“atenderfeelingoremotionforanother.”Imaginethatfourpeople-Mary,Pete,JohnandMeg-allagreewiththisconceptualdefinition.
However,intermsofoperationalization:
? Maryfeelsthatherboyfriend,Pete,hasaffectionforherbecausehisobservableandmeasurablebehaviorsmatchheroperationaldefinition.
? JohnfeelsthatMegisnotaffectionatebecauseherobservableandmeasurablebehaviorsdonotmatchhisoperationaldefinition.Thereverseisalsotrue.Thereisaproblembecausetheiroperationaldefinitionsdonotmatch.
Example2:Advertisingresearchersstartingwiththesameconceptualdefinitioncanalsodivergeastheyoperationallydefinetheconcept.Slide11-
13showshowfourdifferentresearchersmightoperationalize“attitudetowardthead.”
Theprocessofmovingfromtheconceptualtooperationaldefinitioninvolvesseveralsteps:
1.Explicitlyspecifytheconceptofinterest.
2.Exploredifferentaspectsoftheconcept’smeaning.Inthepriorexample,theconceptualdefinitionwas:"apredispositiontorespondinafavorableorunfavorablemannertoaparticularadvertisingstimulusduringaparticularexposuresituation."Themostimportantportionofthisconceptualdefinitionisthespecificationofresponseas"favorable"or"unfavorable."
3.Explicitlyspecifywhatcanbeobserved.Inthepriorexample,theresearchermustspecifyhowfavorableorunfavorablepredispositionscanbeoperationalizedandmademoreconcrete.Notethatnotalloperationaldefinitionsforthesameconceptneedeventobemeasuredinthesameway:thefirstthreeapproachesusedsurveyquestionswhilethefourthapproachused
physiologicalmeasures.
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4.Evaluateandselectoneormoreofthealternatives.Selectedalternativeoralternativesbecomeanoperationaldefinition.Inthepriorexample,thefirstoperationaldefinitionspecifiedthatfavorableandunfavorablepredispositionstowardanadvertisementcanbeobservedbyaskingtherespondentabout
fivedimensionsofthead:good/bad,interesting/boring,
creative/uncreative,liked/disliked,andinformative/uninformative.
1.ImpactofOperationalDefinitiononDataCollection
Theoperationaldefinitionimplicitlydefinesthetypeofdatathatwillneedtobecollected.
Considerthisconceptualdefinitionfor“websiteengagement”:“theextenttowhichindividualsrespondfavorablytositecontent.”Thisconceptualdefinitioncanleadtodifferentoperationaldefinitions,forexample:
Engagementisreflectedintheamountoftimeanddepthofinteractionexhibitedduringawebsitevisit.Higherlevelsofengagementarereflectedinmoreoveralltimespentonthesite,click-throughtodeepersitepages,andgreateroverallpageviews.
Engagementisreflectedinconsumerattitudesaftersitevisit.Higherlevelsofengagementarereflectedinmorepositiveresponsestosurveyquestionsthatmeasurepersonalreactionstositecontent(i.e.,interest,relevanceandappropriateness),feelingstowardthesite(i.e.,enjoymentandlikeability),and
self-reportingofsitebehaviors(i.e.,relativeamountoftimespentonsiteversuscompetitivesites).
Engagementisreflectedinheightenedphysiologicalresponsetoawebsite.Thisentailsincreasedheartrateandincreased
amountofbetawaveactivity.
Allthreeoperationaldefinitionsof“engagement”arereasonable,giventheconceptualdefinition.Each,however,leadstoadifferentformofdatacollection.Thefirstrequirescollectionofactualrespondentbehaviors.Thesecondrequirescollectionofdataviaasurveyorothertypeofquestionnaireandthethirdrequirescollectionofphysiologicalmeasures.
II.SpecifyanObservableEvent
Secondstageofthemeasurementprocesscreatestheobservableevents.Aresearcherdetermineswhatspecifictypesofquestionsorotherdatagatheringsourceswhichwillbeusedtocollecttheinformationspecifiedintheoperationaldefinition.Thisinvolves:(1)identifyingappropriatelevelofmeasurementand(2)selectingquestiontype.
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A.IdentifytheAppropriateLevelofMeasurement
Therearefourlevelsofmeasurement:nominal,ordinal,interval,andratio.Slide11-18showstheusesofeachlevel.Notehoweachhigherlevelofmeasurementincludesalltheinformationprovidedbyalllowerlevels.Intervalmeasures,forexample,canbeusedtoclassify,putinorder,anddeterminedifferences.
1.NominalLevelMeasurement
Occurswheneverthegoalistheclassificationofthemeasuredcharacteristicorattribute.Itclassifiesbyassigningeachlevelofacharacteristicorattributetoadistinctcategory,forexample,gender.
Alsocommoninobservationalorbehavioraldatacollection:click-throughisanominallevelmeasurementusedtoevaluatebanneradeffectiveness.Acookieorotherunobtrusivedatacollectioninstrumentwouldrecordthepresenceorabsenceofclick.Ineffect,theautomatedsystemmonitoringbannerresponsewouldanswerthequestion“Whatbanneradwasclickedon?”
Or,awebbusinesscanevaluatetheappealofanemailnewsletteroptionbyautomaticallyrecordingtheanswertothequestion“Didthesitevisitorregisterforthenewsletter?”
Nominallevelofmeasurementhasthreedefiningcharacteristics.
? Categoriesaremutuallyexclusiveandcollectivelyexhaustive.Everylevelofthecharacteristicorattributebeingmeasuredfitsintooneandonlyonecategoryandeverycharacteristicorattributefitssomewhere.
? Forpurposesofdataanalysis,numbersareassignedtoeachresponsecategory.However,numbersaremerelylabelsforthecategoriesthattheyrepresent–theyhavenonumericvalue.
? Assumesinternalcategoryequivalence.Allobjectsorpeopleassignedtothesamecategoryandrepresentedbythesamenumberareassumedtobethesame.
2.OrdinalLevelMeasurement
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Arrangescharacteristicsorattributesaccordingtotheirmagnitudeinanorderedrelationshipalongsomeexplicitdimension,typicallyfromgreatertosmallerorfrommoretoless.
ExampleordinallevelquestionshowninSlide11-25.PossibleoutcomeshowninSlide11-26.
Numbersonordinallevelhavesomemathematicalmeaning.Anumberrepresentsanobject'spositionalongthedimensionofinterestrelativetoallotherobjects.Ordinalmeasuresthereforeprovideinsightsintotherelativestandingoforderedcharacteristics.
Ordinalmeasurescannotprovideanyinsightsintotherelativedistance
betweenrankedobjects.Ontheordinallevelofmeasurementnumbersareonlysymbolsthatrepresentaplaceinanorderedarray.Assuch,theyarenotsubjecttomathematicalcomputationssuchasadditionandsubtraction.
Considerperformanceofthesamethreehorsesinthreedifferentraces.Theorderisalwaysthesamewhere“SamFast”alwayswinsbyaconsiderabledistanceover“BeckySlow”and“KarlWash,”whichalwaysfinishsecondandthirdveryclosetoeachother.Theaveragesforthehorsesforthethreeraceswouldbe:
SamFast 1.0
BeckySlow 2.0
KarlWash 3.0
TheseaverageswouldindicatethattherewasthesamedistancebetweenSamandBeckyasbetweenBeckyandKarl,butclearlythisisnotthecase.Averagingtheordinalmeasuresdistortsourinterpretation.
Ordinalmeasurescanalsoappearoutsideofsurveyresearch.Eye-trackingdatacan,forexample,indicatetheorrderinwhichelementsarenoticed.Itcannot,however,drawtheconclusionthattheitemnoticedsecondisnoticedtwiceasfastastheitemnoticedfourth.
3.IntervalLevelMeasurement
Intervalmeasurementpossessesallfeaturesofnominalandordinalmeasurementwiththeadditionalcharacteristicthatdistanceormagnitudebetweenanytwoadjacentpointsonthescale(orthenumbersthatrepresentthepointsonthescale)isassumedtobeequivalent.Intervalmeasuresallowyoutodetermineboththerelativerankingofobjectsandthedistancebetweentheobjects.
Examples,thermometerandcalendar.Thedifferenceintemperaturebetween
34°and35°isexactlythesameasthedifferencebetween64°and65°.Similarly,thesameamountoftimepassedbetweentheyears1901and1903aspassedbetweentheyears1979and1981.
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Itisimportanttonote,however,thatintervalscalesdonothavea"true"zeropointandasaresultitisnotpossibletomakestatementsabouthowmanytimeshigheronescoreisthananother.Equaldifferencesonthetimescalerepresentequaldifferencesintime,buttheyear2000isnottwiceasoldastheyear
1,000.
Whenproperlywritten,pointsonscalesusedonaquestionnaireareassumedtohaveequaldistance,asshowninSlide11-30.
Scaleassumesthatresponseoptionsrepresentacontinuumonwhichdistancebetweenpointsisequivalent.Itassumesthatthedistancebetween"verybelievable"and"slightlybelievable"isthesameasthedistancebetween"slightlybelievable"and"slightlyunbelievable."
Thepowerofintervalscalesversusnominalandordinalscalesisillustratedinanexamplethatfocusesonsoftdrinkpreferences.
Nominaldatasimplyasksifeachsoftdrinkisliked(yesorno).Providestheleastamountofinsightanddifferentiationinbrandattitudes.
Ordinaldataisanimprovementbyaskingindividualstoranktheirpreferences.Thechartshowstheallocationof“mostpreferred”rankingforeachbrand.But,thechartcanbemisleading,asitcannottelldistancesbetweenbrands.
Intervaldataprovidesthebestinsights,showingorderanddistancewhererespondentsuseda4-pointscaleofstronglyliked/stronglydislikedtoshowattitude.
4.RatioLevelMeasurement
Ratiomeasureshaveallthepowerofnominal.Ordinalandintervalmeasures,pluspermitsresearcherstomakecomparisonsamongquantities.Onecaninterpreta“10”scoreonaratiolevelmeasuretohavetwiceasmuchofthemeasuredcharacteristicsasonewitha“5.”Thisisbecauseratiomeasureshaveequaldistancesbetweenpoints(asinintervalmeasurement)andhaveameaningfulzeropoint.
? Examsthatyoutakeinclassareaformofaratioscalewhereyoucanreceiveanypercentagebetweenzeroand100andascoreof80is
consideredtobetwiceashighasascoreof40.
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Acommonformofratiomeasureisaconstantsumscalewheretherespondentisgivenanumberofpointsandistoldtodistributethosepointsamongasetofobjectsaccordingtoaspecificcriterion,asshowninSlide11-35.
Numbersontheratiolevelofmeasurementindicatetheactualamountofthepropertybeingmeasured.Ameasureofzeroonaratiomeasuretrulyindicatesthetotalabsenceofthecharacteristicorattributebeingmeasured.
Ratiolevelmeasuresareverycommoninresearchthatfocusesonrespondentbehaviorsforexample,thenumberofadsviewedinaperiodoftime,thenumberofadsviewedofaparticularbrand,thenumberofvisitstoparticulartypesofwebsites,thenumberofTwittermessagessentinthelastday,thenumberofwebsitepagesviewedinthepastday,theamountoftimespentonspecificwebsites,thenumberofvideosforwardedtofriends,orthenumberofbanneradsclicked-on.Notethatinallcases“zero”isapossibleanswer.
5.SelectingaLevelofMeasurement
The“best”levelofmeasurementisdeterminedbythecharacteristicorattributebeingmeasured,desireddepthofdetailrequiredtoanswerresearchinformationneeds,andthelevelofdetailrequiredforplannedorpotentialdataanalysis.However,becausehigherlevelsofmeasurementcontainalldescriptivepower
oflowermeasuresageneralruleofthumbistrytocollectinformationatthehighestappropriatelevelofmeasurement.
Example,bothnominalandratiolevelmeasurescanbeusedtodetermineanindividual'sage.
Advantagesofcollectingdataathigherlevelsofmeasurement(inthiscaseratiolevel)are:
? Datacollectedathigherlevelsislesslimiting.
? Datacollectedathigherlevelsofmeasurementcanalwaysbeturnedintolowerleveldata.
? Ratiolevelmeasures(versusnominallevelmeasures)canbeexaminedwithmorepowerfulstatisticaltechniquesleadingtomoreconfidenceintheconclusionsandinsightsdrawnfromtheresearch.
III.IdentifyAppropriateQuestionType
Surveyresearchcaneitherbeclosed-endedoropen-ended.
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A.Open-endedQuestions
Thesecollectinformationbyallowingindividualsorobserverstoreplyintheirownwordswithoutuseofafixed,predeterminedsetofanswersasshowninSlide11-39.
1.Advantages
? Permitrespondentstoanswerintheirownwords.Canstateexactly
whatisontheirmindwithoutinfluence,asmightoccurwhentheymust
selectananswerfromapredeterminedlistofresponseoptions.
? Canprovideacontextforinterpretinganindividual'sanswerstoclosed-endedquestions
? Goodwaytointroduceatopicarea
2.Disadvantages
? Responsescanbeincomplete,irrelevantand/orincomprehensible
? Takemoretimetoadminister
? Placeagreaterdemandontheverbalskillsoftherespondent
? Analysisismoretimeconsuminganddifficult(versusclosed-endedquestions)
B.Closed-endedQuestions
1.Advantages
Presentasetoffixedalternativeanswersand(versusopen-endedquestions):
?producelessvariabilityintherangeofresponse
?tendtobeeasierforarespondenttoanswer
?arequickertoadminister
?areeasiertoexamineandanalyze
2.Cautions
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Shouldonlybeusedwhenfullrangeofoptionsisknownandpresented.
Havethepotentialto"prime"or"cue"therespondent.Open-endedquestionsareappropriatewhenmeasurementgoalisattainmentofunaidedrecall,opinions,orattitudes.Closed-endedquestionsareappropriatewhenmeasurementgoalisattainmentofaidedrecall,opinions,orattitudes.
IV.EvaluateandRevisetheObservableEvent
Aspecificsurveyquestionorobservationalinstrumentyieldsuseful,accurateinformationonlyifitisreliableandvalid.
A.ReliabilityandValidity:AnOverview
Reliabilityandvalidityaretwoindependentyetrelatedaspectsofmeasurement.
? Reliabilityisanassessmentoftheextenttowhichameasureconsistentlyprovidesthesameresults.Areliablemeasureisconsideredtobestable,thatis,freefromrandomerrorinyieldingcomparableresultsovermultipleadministrations.
? Validityisanassessmentofthe“goodness”ofthemeasure.Avalidmeasureisonethataccuratelymeasureswhatwethinkitismeasuring.
Ameasureorsetofmeasurescanhaveoneoffourcombinationsofreliabilityandvalidity.Imaginethatbulletsareshotatatarget.Outcome(representedbydots)canbe:
? reliablebutnotvalid:theoutcomesareconsistent(indicatinghighreliability);butplacementisinthewrongarea(indicatinglowvalidity)
? validbutnotreliable:alloftheshotshitnearthecenterofthetarget(indicatinghighvalidity),butthegreatdiversityinplacementindicatesthatthereislittlereliabilityfrominstancetoinstance
? neithervalidnorreliable:theshotsareneitherclusterednordotheyhitnearthecenterofthetarget
? bothreliableandvalid:shotplacementisconsistentandallshotshitthetargetinthedesiredplace
B.AssessingReliability
Therearetwomainapproachestoassessingreliability:test-retestandalternativeform.
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Test-retestreliabilityrepeatstheadministrationoftestitemunderequivalentconditionstosamegroupofpeople.Theresultsoftwoadministrationsarecompared.Greatersimilarityinresponsebetweentwoadministrationsmakestheitem'sreliabilitygreater.
Thealternativeformsimilartotest-retestmethodasthesameindividualsparticipateinmultipleadministrations.Thismethod,however,usesanalternativeformofthefirsttestadministeredforthesecondtesting.Becauseitisassumedthatthetwoformsofthetestaredesignedtomeasurethesamething,reliabilityisestimatedbycomparingresponsestothetwoforms.Thegreaterthecorrespondencethegreaterthereliability.
Thedefinitionofreliabilityisthesameforpassivelyobtainedbehavioralmeasures(suchasrecordingthenumberofwebsitevisitsthroughcookies)asitisforsurveyitems.However,theapproachusedtoassessreliabilityisdifferent.Here,ameasure’sreliabilityisconsideredtobeareflectionofrecordingaccuracyanditssubsequentabilitytoprovideconsistentinformationovertime.
C.AssessingValidity
Validityiscommonlydeterminedinoneofthreeways:face,concurrentandpredictive.
Facevalidityisthemostbasicformofvalidityassessment.Measurehasfacevaliditywhensubjectivejudgmentofprofessionalsorthosewithexpertiseagreethatmeasureaccuratelytranslatesoperationaldefinitionintoanobservedevent,thatis,whenthereisaconsensusthatthemeasuredoesinfactmeasurewhatitissupposedtomeasure.
Concurrentvalidityisassessedbycomparingresultsobtainedfromnewmeasurementwithresultsofanacceptedmeasurementtakenatsamepointintime.
Predictivevalidityisestimatedbydeterminingtheextenttowhichperformanceononevariable(measuredtoday)accuratelypredictsperformanceonanothervariable(tobemeasuredinthefuture).SATscores,forexample,areoftenusedaspredictorsforfirstyearcollegeperformance,asmeasuredbyastudent’sGPA.
ResponsestoApplicationExercises
1.Eachofthethreeresearchershascreatedadifferentoperationaldefinition.
Terry’squestionreflectsanoperationaldefinitionthatdescribes“brandloyalty”as“themajorityofpurchasesmadeforaspecificbrand.”Numbersareusedproperly.Theproblemwiththisquestionliesinthefactthatapersoncouldhavepurchasedasingle128ouncesizeofAllandthree24ouncesizesofCheer.Basedonthenumberofpurchases,itwouldappearthattheconsumerisloyaltoCheer,whichmightnotbethecaseatall.Abetterapproach
mightaskaboutthetotalnumberofouncesofeachbrandpurchased,wherethebrand
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