Scaling and Testing Multiplicative Combinations in the Expectancy-Value Model of Attitudes

This article examines the multiplicative combination of belief strength by outcome evaluation in the expectancy–value model of attitudes. Because linear transformation of a belief strength measure results in a nonlinear transformation of its product with outcome evaluation, use of unipolar or bipolar scoring must be empirically justified. Also, the claim that the Belief ¥ Evaluation product fails to explain significant variance in attitudes is found to be baseless. In regression analyses, the main effect of belief strength takes account of the outcome’s valence, and the main effect of outcome evaluation incorporates the outcome’s perceived likelihood. Simulated data showed that multiplication adds substantially to the prediction of attitudes only when belief and evaluation measures cover the full range of potential scores. Decisions under uncertainty involve two interdependent considerations: the likelihood that a contemplated action will result in certain outcomes, and the desirability or valence of these outcomes. Theoretically, knowing one or the other is not sufficient. Consider a woman who believes that using oral contraceptives will prevent pregnancy. By itself, this belief has no obvious implication for behavior. We also need to know how she values this possible outcome of using the birth-control pill. All else equal, women who regard preventing pregnancy to be desirable should be more likely to use the pill than women who consider pregnancy prevention to be undesirable. This analysis implies that the subjective values of a behavior’s outcomes are weighted or multiplied by the perceived likelihood that the behavior will produce the outcomes in question. Although the multiplicative combination of subjective probabilities and values is basic to many models of human judgment and decision making, its implications are often poorly understood. In this article, we deal with two related issues: the scaling of measures that enter into a multiplicative index; and empirical tests of multiplicative models, with special focus on the expectancy–value model of attitudes (Fishbein, 1963; Fishbein & Ajzen, 1975). We will try to show that multiplicative

[1]  W. Edwards The theory of decision making. , 1954, Psychological bulletin.

[2]  I. Ajzen,et al.  Prediction of leisure participation from behavioral, normative, and control beliefs: An application of the theory of planned behavior , 1991 .

[3]  C. Judd,et al.  Statistical difficulties of detecting interactions and moderator effects. , 1993, Psychological bulletin.

[4]  B. L. Driver,et al.  Application of the Theory of Planned Behavior to Leisure Choice. , 1992 .

[5]  Mark Conner,et al.  Different perceptions of control: Applying an extended theory of planned behavior to legal and illegal drug use , 1999 .

[6]  David J. Weiss,et al.  Analysis of variance and functional measurement : a practical guide , 2006 .

[7]  Jacob Cohen Partialed products are interactions; partialed powers are curve components. , 1978 .

[8]  I. Ajzen,et al.  Salience of Anti‐Abortion Beliefs and Commitment to an Attitudinal Position: On the Strength, Structure, and Predictive Validity of Anti‐Abortion Attitudes1 , 1995 .

[9]  Jacob Cohen,et al.  Applied multiple regression/correlation analysis for the behavioral sciences , 1979 .

[10]  M. Conner,et al.  The theory of planned behavior and healthy eating. , 2002, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[11]  D. Byrne The Attraction Paradigm , 1971 .

[12]  E. Carlson Attitude change through modification of attitude structure. , 1956, Journal of abnormal psychology.

[13]  I. Ajzen The theory of planned behavior , 1991 .

[14]  N. Anderson,et al.  Information integration in risky decision making , 1970 .

[15]  Mark A. Elliott,et al.  Exploring the beliefs underpinning drivers’ intentions to comply with speed limits , 2005 .

[16]  John J. Daigle,et al.  Predicting Hunting Intentions and Behavior: An Application of the Theory of Planned Behavior , 2001 .

[17]  Miles Hewstone,et al.  EXPECTANCY-VALUE MODELS OF ATTITUDE - MEASUREMENT AND COMBINATION OF EVALUATIONS AND BELIEFS , 1988 .

[18]  Richard P. Bagozzi,et al.  Expectancy-value attitude models an analysis of critical measurement issues , 1984 .

[19]  Richard Shepherd,et al.  Expectancy-value models of attitudes : a note on the relationship between theory and methodology , 1991 .

[20]  Frank L. Schmidt,et al.  Implications of a measurement problem for expectancy theory research , 1973 .

[21]  I. Ajzen Attitudes, Personality and Behavior , 1988 .

[22]  Morris B. Holbrook,et al.  Comparing Multiattribute Attitude Models by Optimal Scaling , 1977 .

[23]  Gaston Godin,et al.  The Theory of Planned Behavior: Some Measurement Issues Concerning Belief-Based Variables , 2000 .

[24]  Allen L. Edwards,et al.  Techniques Of Attitude Scale Construction , 1958 .

[25]  C. Coombs,et al.  Testing expectation theories of decision making without measuring utility or subjective probability , 1967 .

[26]  R. Dawes Fundamentals of attitude measurement , 1972 .

[27]  M. J. Rosenberg Cognitive structure and attitudinal affect. , 1956, Journal of abnormal psychology.

[28]  James Jaccard,et al.  Tests of multiplicative models in psychology: a case study using the unified theory of implicit attitudes, stereotypes, self-esteem, and self-concept. , 2006, Psychological review.

[29]  J. Doll,et al.  The Fishbein and Ajzen Theory of Reasoned Action Applied to Contraceptive Behavior: Model Variants and Meaningfulness1 , 1993 .

[30]  N. Feather,et al.  Subjective probability and decision under uncertainty. , 1959, Psychological review.

[31]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[32]  Jostein Rise,et al.  An empirical study of the decision to use condoms among Norwegian adolescents using the theory of reasoned action , 1992 .

[33]  Michael H. Birnbaum,et al.  The devil rides again: Correlation as an index of fit. , 1973 .

[34]  R. W. Rogers,et al.  A Protection Motivation Theory of Fear Appeals and Attitude Change1. , 1975, The Journal of psychology.

[35]  L. E. Jones,et al.  Analysis of multiplicative combination rules when the causal variables are measured with error. , 1983 .

[36]  Stephen Sutton,et al.  A comparative test of the theory of reasoned action and the theory of planned behavior in the prediction of condom use intentions in a national sample of English young people. , 1999, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[37]  M. Fishbein An Investigation of the Relationships between Beliefs about an Object and the Attitude toward that Object , 1963 .

[38]  P. Kraft,et al.  Predicting intended contraception in a sample of ethiopian female adolescents: The validity of the theory of planned behavior , 2001 .

[39]  N. Anderson Functional measurement and psychophysical judgment. , 1970, Psychological review.

[40]  T. R. Knapp,et al.  Sum-of-products variables: a methodological critique. , 1993, Research in nursing & health.

[41]  I. Ajzen,et al.  Understanding Attitudes and Predicting Social Behavior , 1980 .

[42]  N. Feather Expectations and Actions , 2021 .

[43]  C. W. Golby,et al.  Attitude and motivation , 1971 .

[44]  Martin G. Evans,et al.  The problem of analyzing multiplicative composites: Interactions revisited. , 1991 .

[45]  David Trafimow,et al.  The prediction of attitudes from beliefs and evaluations: the logic of the double negative. , 2002, The British journal of social psychology.

[46]  C. Osgood,et al.  The Measurement of Meaning , 1958 .