Modeling multiple response processes in judgment and choice.

In this article, I show how item response models can be used to capture multiple response processes in psychological applications. Intuitive and analytical responses, agree-disagree answers, response refusals, socially desirable responding, differential item functioning, and choices among multiple options are considered. In each of these cases, I show that the response processes can be measured via pseudoitems derived from the observed responses. The estimation of these models via standard software programs that allow for missing data is also discussed. The article concludes with two detailed applications that illustrate the prevalence of multiple response processes.

[1]  L. Cronbach Further Evidence on Response Sets and Test Design , 1950 .

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

[3]  Melvin R. Novick,et al.  Some latent train models and their use in inferring an examinee's ability , 1966 .

[4]  F. Samejima Estimation of latent ability using a response pattern of graded scores , 1968 .

[5]  F. Samejima Estimation of latent ability using a response pattern of graded scores , 1969 .

[6]  John B. Campbell,et al.  Extreme Response Style in Cross-Cultural Research , 1974 .

[7]  J. Marshall This is psychology? , 1981, Nature.

[8]  G. Masters A rasch model for partial credit scoring , 1982 .

[9]  D. Paulhus Two-component models of socially desirable responding. , 1984 .

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

[11]  I. Simonson,et al.  Choice Based on Reasons: The Case of Attraction and Compromise Effects , 1989 .

[12]  P. McCullagh,et al.  Generalized Linear Models , 1992 .

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

[14]  John P. Robinson,et al.  Measures Of Personality And Social Psychological Attitudes , 1991 .

[15]  A. Tversky,et al.  Choice in Context: Tradeoff Contrast and Extremeness Aversion , 1992 .

[16]  A. Tversky,et al.  Choice in Context: Tradeoff Contrast and Extremeness Aversion , 1992 .

[17]  L. Steinberg Context and serial-order effects in personality measurement : limits on the generality of measuring changes the measure , 1994 .

[18]  Seymour Sudman,et al.  Answering Questions: Methodology for Determining Cognitive and Communicative Processes in Survey Research , 1995 .

[19]  E. Maris Psychometric latent response models , 1995 .

[20]  Norman H. Nie,et al.  Education and democratic citizenship in America , 1996 .

[21]  F. Samejima Graded Response Model , 1997 .

[22]  E. Higgins,et al.  Beyond pleasure and pain. , 1997, The American psychologist.

[23]  G. Logan,et al.  Impulsivity and Inhibitory Control , 1997 .

[24]  Cornelis A.W. Glas,et al.  A Steps Model to Analyze Partial Credit , 1997 .

[25]  Gerhard Tutz,et al.  Sequential Models for Ordered Responses , 1997 .

[26]  R. Hambleton,et al.  Handbook of Modern Item Response Theory , 1997 .

[27]  Elizabeth H. Creyer,et al.  The influence of firm behavior on purchase intention: do consumers really care about business ethics? , 1997 .

[28]  David M. Riefer,et al.  Theoretical and empirical review of multinomial process tree modeling , 1999, Psychonomic bulletin & review.

[29]  L. Rips,et al.  The Psychology of Survey Response , 2000 .

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

[31]  E. Higgins,et al.  Achievement orientations from subjective histories of success: Promotion pride versus prevention pride , 2001 .

[32]  L. Steinberg,et al.  The consequences of pairing questions: context effects in personality measurement. , 2001, Journal of personality and social psychology.

[33]  Oded Netzer,et al.  Alternative Models for Capturing the Compromise Effect , 2004 .

[34]  S. Frederick Journal of Economic Perspectives—Volume 19, Number 4—Fall 2005—Pages 25–42 Cognitive Reflection and Decision Making , 2022 .

[35]  K. C. Klauer,et al.  Hierarchical Multinomial Processing Tree Models: A Latent-Trait Approach , 2006 .

[36]  Ulf Böckenholt,et al.  Thurstonian-Based Analyses: Past, Present, and Future Utilities , 2006, Psychometrika.

[37]  Daniel M. Oppenheimer,et al.  Overcoming intuition: metacognitive difficulty activates analytic reasoning. , 2007, Journal of experimental psychology. General.

[38]  U. Böckenholt,et al.  Compromise and Attraction Effects under Prevention and Promotion Motivations , 2007 .

[39]  Rajiv K. Sinha,et al.  Preventing Digital Music Piracy: The Carrot or the Stick? , 2008 .

[40]  Jeffrey T. Hancock,et al.  Separating Fact From Fiction: An Examination of Deceptive Self-Presentation in Online Dating Profiles , 2008, Personality & social psychology bulletin.

[41]  Jonathan Evans Dual-processing accounts of reasoning, judgment, and social cognition. , 2008, Annual review of psychology.

[42]  Carla J. Groom,et al.  The self-regulation of automatic associations and behavioral impulses. , 2008, Psychological review.

[43]  Jean-Paul Fox,et al.  Using Item Response Theory to Measure Extreme Response Style in Marketing Research: A Global Investigation , 2008 .

[44]  Martha A. Starr The social economics of ethical consumption: Theoretical considerations and empirical evidence , 2009 .

[45]  R. H. Klein Entink,et al.  A Multivariate Multilevel Approach to the Modeling of Accuracy and Speed of Test Takers , 2008, Psychometrika.

[46]  W. Batchelder,et al.  Multinomial Processing Tree Models for Discrete Choice , 2009 .

[47]  Jonathan Templin,et al.  Diagnostic Measurement: Theory, Methods, and Applications , 2010 .

[48]  N. Chater,et al.  Preference reversal in multiattribute choice. , 2010, Psychological review.

[49]  Martijn G. de Jong,et al.  Socially Desirable Response Tendencies in Survey Research , 2010 .

[50]  William H. Batchelder,et al.  Cognitive psychometrics: Using multinomial processing tree models as measurement tools. , 2010 .

[51]  Testing Fit to IRT Models for Polytomously Scored Items , 2010 .

[52]  D. Bolt,et al.  Nested Logit Models for Multiple-Choice Item Response Data , 2010 .

[53]  T. Salthouse,et al.  Influence of social desirability on age differences in self-reports of mood and personality. , 2011, Journal of personality.

[54]  U. Böckenholt The Cognitive-Miser Response Model: Testing for Intuitive and Deliberate Reasoning , 2012 .