Integrating Compensatory and Noncompensatory Decision-Making Strategies in Dynamic Task Environments

This article summarizes the ongoing work to analyze compensatory and noncompensatory decision making behaviors using a common framework known as Brunswik’s Lens Model. The authors begin with a survey of existing work in modeling compensatory decision making behavior using the Lens Model and an overview of initial forays into noncompensatory modeling. An example is provided of an instance in which both compensatory and noncompensatory decision making may occur in the same task under different circumstances. Formulations of the Lens Models to account for both types of decisions behaviors are then discussed followed by speculations on a consolidated framework to incorporate both models.

[1]  G. A. Miller THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[2]  P. Hoffman The paramorphic representation of clinical judgment. , 1960, Psychological bulletin.

[3]  Elliott Mendelson,et al.  Introduction to Mathematical Logic , 1979 .

[4]  G Gigerenzer,et al.  Reasoning the fast and frugal way: models of bounded rationality. , 1996, Psychological review.

[5]  Linda G. Schneider,et al.  A comparison of compensatory and noncompensatory models of judgment: Effects of task predictability and degrees of freedom☆ , 1996 .

[6]  Alex Kirlik,et al.  Adaptive Perspectives on Human-Technology Interaction: Methods and Models for Cognitive Engineering and Human-Computer Interaction (Human-Technology Interaction) , 2006 .

[7]  K. R. Hammond,et al.  SOME METHODOLOGICAL CONSIDERATIONS IN MULTIPLE-CUE PROBABILITY STUDIES. , 1964, Psychological review.

[8]  H. Simon,et al.  A Behavioral Model of Rational Choice , 1955 .

[9]  H. Simon,et al.  Models of Man. , 1957 .

[10]  Alex Kirlik,et al.  Inferring rule-based strategies in dynamic judgment tasks: toward a noncompensatory formulation of the lens model , 2003, IEEE Trans. Syst. Man Cybern. Part A.

[11]  Kenneth A. De Jong,et al.  Using genetic algorithms for concept learning , 1993, Machine Learning.

[12]  E. Brunswik,et al.  Thing constancy as measured by correlation coefficients. , 1940 .

[13]  Frederick Mosteller,et al.  An Experimental Measurement of Utility , 1951, Journal of Political Economy.

[14]  L. Beach,et al.  A Contingency Model for the Selection of Decision Strategies , 1978 .

[15]  Jing Yin,et al.  A rule-based lens model , 2006 .

[16]  Eric J. Johnson,et al.  The adaptive decision maker , 1993 .

[17]  R. Hogarth,et al.  Unit weighting schemes for decision making , 1975 .

[18]  E. Brunswik Representative design and probabilistic theory in a functional psychology. , 1955, Psychological review.

[19]  R. Luce Semiorders and a Theory of Utility Discrimination , 1956 .

[20]  Arthur D. Fisk,et al.  Modeling and analysis of a dynamic judgment task using a lens model approach , 2000, IEEE Trans. Syst. Man Cybern. Part A.

[21]  P. C. Chu,et al.  Perceptions of accuracy and effort of decision strategies , 2003 .

[22]  Mats Björkman,et al.  Stimulus—event learning and event learning as concurrent processes , 1967 .

[23]  L. Tucker A SUGGESTED ALTERNATIVE FORMULATION IN THE DEVELOPMENTS BY HURSCH, HAMMOND, AND HURSCH, AND BY HAMMOND, HURSCH, AND TODD. , 1964, Psychological review.

[24]  J. Neumann,et al.  Theory of games and economic behavior , 1945, 100 Years of Math Milestones.

[25]  O. Svenson Process descriptions of decision making. , 1979 .

[26]  Ray W. Cooksey,et al.  Judgment analysis : theory, methods, and applications , 1996 .

[27]  Mary Frances Luce,et al.  Behavioral Decision Research: An Overview , 1998 .

[28]  H. J. Einhorn The use of nonlinear, noncompensatory models in decision making. , 1970, Psychological bulletin.

[29]  John W. Payne,et al.  The adaptive decision maker: Name index , 1993 .

[30]  Terry Elrod,et al.  A new integrated model of noncompensatory and compensatory decision strategies , 2004 .

[31]  David M. Messick,et al.  A framework for social motives. , 1976 .

[32]  John W. Payne,et al.  Task complexity and contingent processing in decision making: An information search and protocol analysis☆ , 1976 .

[33]  A. Tversky Elimination by aspects: A theory of choice. , 1972 .

[34]  John W. Payne,et al.  Contingent decision behavior. , 1982 .

[35]  Benjamin Czaczkes,et al.  On Detecting Nonlinear Noncompensatory Judgment Strategies: Comparison of Alternative Regression Models , 1995 .