Assessing Three Sources of Misresponse to Reversed Likert Items

Data collected through multi-item Likert scales that contain reversed items often exhibit problems, such as unexpected factor structures and diminished scale reliabilities. These problems arise when respondents select responses on the same side of the scale neutral point for both reversed and nonreversed items, a phenomenon the authors call “misresponse.” Across four experiments and an exploratory study using published data, the authors find that misresponse to reversed Likert items averaged approximately 20%, twice the level identified as problematic in previous simulation studies. Counter to prevailing thought, the patterns of misresponse and response latency across manipulated items could not be attributed to respondent inattention or acquiescence. Instead, the pattern supports an item verification difficulty explanation, which holds that task complexity, and thus misresponse and response latency, increases with the number of cognitive operations required for a respondent to compare a scale item with his or her belief. The observed results are well explained by the constituent comparison model.

[1]  Haiyang Yang,et al.  Consumer Decision Making , 2015 .

[2]  Patrick J.F. Groenen,et al.  Identifying Response Styles: A Latent-Class Bilinear Multinomial Logit Model , 2010 .

[3]  The Relationship between Antecedents and Outcome Variables of Job Insecurity and the Moderating Effect of Social Support , 2009 .

[4]  Svatava Spurná,et al.  Negation in English , 2008 .

[5]  D. McKee,et al.  Customer Self-Efficacy and Response to Service , 2006 .

[6]  Subhash Sharma,et al.  The impact of the number of scale points, dispositional factors, and the status quo decision heuristic on scale reliability and response accuracy , 2005 .

[7]  Young Ik Cho,et al.  The Relation Between Culture and Response Styles , 2005 .

[8]  Matthew W. Crocker,et al.  The influence of the immediate visual context on incremental thematic role-assignment: evidence from eye-movements in depicted events , 2005, Cognition.

[9]  B. Sternthal,et al.  The Influence of Negation on Product Evaluations , 2004 .

[10]  Kelly Hewett,et al.  Customer response capability in a sense-and-respond era: The role of customer knowledge process , 2004 .

[11]  E. Burnstein,et al.  “I am not guilty” vs “I am innocent”: Successful negation may depend on the schema used for its encoding☆ , 2004 .

[12]  N. Schwarz,et al.  Thinking About Answers: The Application of Cognitive Processes to Survey Methodology , 1995, Quality of Life Research.

[13]  J. Crocker,et al.  Contingencies of self-worth in college students: theory and measurement. , 2003, Journal of personality and social psychology.

[14]  Nicole A. Lazar,et al.  Statistical Analysis With Missing Data , 2003, Technometrics.

[15]  Scott D. Swain,et al.  The Influence of Pioneer Status and Experience Order on Consumer Brand Preference: A Mediated-Effects Model , 2003 .

[16]  Scott B. MacKenzie,et al.  Common method biases in behavioral research: a critical review of the literature and recommended remedies. , 2003, The Journal of applied psychology.

[17]  James E. Burroughs,et al.  Do Reverse-Worded Items Confound Measures in Cross-Cultural Consumer Research? The Case of the Material Values Scale , 2003 .

[18]  C. Moore,et al.  Using inattentional blindness as an operational definition of unattended: The case of surface completion , 2003 .

[19]  Richard G. Netemeyer,et al.  Scaling Procedures: Issues and Applications , 2003 .

[20]  K. Reynolds,et al.  Hedonic shopping motivations , 2003 .

[21]  Satya Menon,et al.  Managing the Power of Curiosity for Effective Web Advertising Strategies , 2002 .

[22]  William O. Bearden,et al.  Brand Familiarity and Invoice Price Effects on Consumer Evaluations: The Moderating Role of Skepticism toward Advertising , 2002 .

[23]  Jan-Benedict E. M. Steenkamp,et al.  Optimum stimulation level and exploratory consumer behavior in an emerging consumer market , 2002 .

[24]  M. Larsen,et al.  The Psychology of Survey Response , 2002 .

[25]  J. Crocker,et al.  Contingencies of Self-Worth , 2001, Psychological review.

[26]  W. Bearden,et al.  Consumer Self‐Confidence: Refinements in Conceptualization and Measurement , 2001 .

[27]  Hans Baumgartner,et al.  Response Styles in Marketing Research: A Cross-National Investigation , 2001 .

[28]  D. G. Morrison,et al.  Do We Really Need Multiple-Item Measures in Service Research? , 2001 .

[29]  Erik D. Reichle,et al.  The Neural Bases of Strategy and Skill in Sentence–Picture Verification , 2000, Cognitive Psychology.

[30]  R. McCrae,et al.  On the invalidity of validity scales: evidence from self-reports and observer ratings in volunteer samples. , 2000, Journal of personality and social psychology.

[31]  W. Bearden,et al.  Price discount and brand information effects on perceptions of quality and value , 2000 .

[32]  Han Xi-w Negation in English , 2000 .

[33]  E. S. Knowles,et al.  Why people say "yes": A dual-process theory of acquiescence. , 1999 .

[34]  Debra Javeline,et al.  Response Effects in Polite Cultures: A Test of Acquiescence in Kazakhstan , 1999 .

[35]  Richard G. Netemeyer,et al.  Handbook of Marketing Scales , 1999 .

[36]  J. Steenkamp,et al.  Assessing Measurement Invariance in Cross-National Consumer Research , 1998 .

[37]  Walter Kintsch,et al.  Comprehension: A Paradigm for Cognition , 1998 .

[38]  Eric R. Spangenberg,et al.  Development of a Scale to Measure Consumer Skepticism Toward Advertising , 1998 .

[39]  Madhubalan Viswanatian,et al.  Individual Differences in Need for Precision , 1997 .

[40]  M. Just,et al.  Brain Activation Modulated by Sentence Comprehension , 1996, Science.

[41]  Uwe Naumann,et al.  Do YouReallyKnow What You Have Seen? Intrusion Errors and Presuppositions Effects on Constructive Memory , 1996 .

[42]  Joel Herche,et al.  Reversed-polarity items and scale unidimensionality , 1996 .

[43]  Seymour Sudman,et al.  Thinking about Answers: The Application of Cognitive Process to Survey Methodology , 1996 .

[44]  H W Marsh,et al.  Positive and negative global self-esteem: a substantively meaningful distinction or artifactors? , 1996, Journal of personality and social psychology.

[45]  J. Steenkamp,et al.  Exploratory consumer buying behavior: conceptualization and measurement. , 1996 .

[46]  L. Flynn,et al.  Opinion leaders and opinion seekers: Two new measurement scales , 1996 .

[47]  J. Cacioppo,et al.  DISPOSITIONAL DIFFERENCES IN COGNITIVE MOTIVATION : THE LIFE AND TIMES OF INDIVIDUALS VARYING IN NEED FOR COGNITION , 1996 .

[48]  Dennis W. Rook,et al.  Normative Influences on Impulsive Buying Behavior , 1995 .

[49]  D. Lichtenstein,et al.  Assessing the Domain Specificity of Deal Proneness: A Field Study , 1995 .

[50]  H. Rao,et al.  Understanding the Bond of Identification: An Investigation of its Correlates among Art Museum Members: , 1995 .

[51]  Richard G. Netemeyer,et al.  Trait Aspects of Vanity: Measurement and Relevance to Consumer Behavior , 1995 .

[52]  J. Mazanec,et al.  Consumer decision making. , 1994 .

[53]  G. Tottie Negation in English speech and writing : a study in variation , 1993 .

[54]  Richard G. Netemeyer,et al.  Price Perceptions and Consumer Shopping Behavior: A Field Study , 1993 .

[55]  Richard G. Netemeyer,et al.  Handbook of Marketing Scales: Multi-Item Measures for Marketing and Consumer Behavior Research , 1993 .

[56]  R. R. Hunt,et al.  Fundamentals of Cognitive Psychology , 1993 .

[57]  Peter L. Rogers,et al.  Measurement and Control , 1993 .

[58]  J. C. Johnston,et al.  Involuntary covert orienting is contingent on attentional control settings. , 1992, Journal of experimental psychology. Human perception and performance.

[59]  Dorothy Watson,et al.  Correcting for Acquiescent Response Bias in the Absence of a Balanced Scale , 1992 .

[60]  E. Greenleaf Improving Rating Scale Measures by Detecting and Correcting Bias Components in Some Response Styles , 1992 .

[61]  G. Halpin So You Have Chosen an Unequal Cell Size ANOVA Option--Do You Really Know What You Have?. , 1991 .

[62]  Alexis Kalokerinos A natural history of negation , 1991 .

[63]  M. Mcclendon,et al.  Acquiescence and Recency Response-Order Effects in Interview Surveys , 1991 .

[64]  T. Heatherton,et al.  Development and validation of a scale for measuring state self-esteem. , 1991 .

[65]  D. Gilbert How mental systems believe. , 1991 .

[66]  D. Paulhus Measurement and control of response bias. , 1991 .

[67]  P. W. Strike,et al.  Measurement and control , 1991 .

[68]  Wayne D. Hoyer,et al.  Promotion Signal: Proxy for a Price Cut? , 1990 .

[69]  Russell H. Fazio,et al.  A practical guide to the use of response latency in social psychological research. , 1990 .

[70]  M. Just,et al.  Changes in activation levels with negation. , 1989, Journal of experimental psychology. Learning, memory, and cognition.

[71]  Richard G. Netemeyer,et al.  Measurement of Consumer Susceptibility to Interpersonal Influence , 1989 .

[72]  Jack M. Feldman,et al.  Self-generated validity and other effects of measurement on belief, attitude, intention, and behavior. , 1988 .

[73]  R. Raskin,et al.  A principal-components analysis of the Narcissistic Personality Inventory and further evidence of its construct validity. , 1988, Journal of personality and social psychology.

[74]  J. Cacioppo,et al.  ASSERTION VERSUS INTERROGATION FORMAT IN OPINION SURVEYS QUESTIONS ENHANCE THOUGHTFUL RESPONDING , 1987 .

[75]  Samuel Messick,et al.  PSYCHOLOGY AND METHODOLOGY OF RESPONSE STYLES1 , 1987 .

[76]  M. Etzel,et al.  The Index of Consumer Sentiment toward Marketing , 1986 .

[77]  J. Lumpkin Shopping orientation segmentation of the elderly consumer , 1985 .

[78]  Neal Schmitt,et al.  Factors Defined by Negatively Keyed Items: The Result of Careless Respondents? , 1985 .

[79]  R. Belk Materialism: Trait Aspects of Living in the Material World , 1985 .

[80]  Harry C. Triandis,et al.  The Instability of Response Sets , 1985 .

[81]  C. F. Kao,et al.  The efficient assessment of need for cognition. , 1984, Journal of personality assessment.

[82]  J. Ray Reviving the problem of acquiescent response bias. , 1983 .

[83]  David E. Kanouse,et al.  Controlling for Acquiescence Response Set in Scale Development , 1982 .

[84]  Margaret C. Nelson,et al.  Corrective Advertising and Affirmative Disclosure Statements: Their Potential for Confusing and Misleading the Consumer: , 1982 .

[85]  J. Cacioppo,et al.  The need for cognition. , 1982 .

[86]  M. Heesacker,et al.  Effects of rhetorical questions on persuasion: A cognitive response analysis. , 1981 .

[87]  P. S. Raju Optimum Stimulation Level: Its Relationship to Personality, Demographics, and Exploratory Behavior , 1980 .

[88]  Gilbert A. Churchill A Paradigm for Developing Better Measures of Marketing Constructs , 1979 .

[89]  Edward J. Shoben Choosing a Model of Sentence Picture Comparisons: A Reply to Catlin and Jones. Technical Report No. 81. , 1978 .

[90]  S. Sanders A Practical Guide to the Use of Psychodrama. , 1978 .

[91]  M. Singer,et al.  A constituent comparison model of a picture-first verification task , 1977, Memory & cognition.

[92]  Marcel Adam Just,et al.  Sentence comprehension: A psycholinguistic processing model of verification. , 1975 .

[93]  H. H. Clark,et al.  Drawing inferences from the presuppositions and implications of affirmative and negative sentences , 1973 .

[94]  William R. Darden,et al.  Consumer Attitudes toward Marketing and Consumerism , 1972 .

[95]  Herbert H. Clark,et al.  On the process of comparing sentences against pictures , 1972 .

[96]  S. M. Bilenky,et al.  On the νe + e → νe + e process , 1970 .

[97]  Philip B. Gough,et al.  The verification of sentences: The effects of delay of evidence and sentence length , 1966 .

[98]  L. G. Rorer,et al.  THE GREAT RESPONSE-STYLE MYTH. , 1965, Psychological bulletin.

[99]  P. Wason,et al.  Response to affirmative and negative binary statements. , 1961, British journal of psychology.

[100]  K. Keniston,et al.  Yeasayers and naysayers: agreeing response set as a personality variable. , 1960, Journal of abnormal and social psychology.

[101]  E. Williams Experimental Designs Balanced for the Estimation of Residual Effects of Treatments , 1949 .