Tailoring Decision Support to Individual Users

Computer-based systems have been developed to help people make decisions. Only some of these systems try to tailor support to the individual user; even fewer try to assess a user's needs within the framework of a psychological theory. Behavioural decision theory (BDT) provides a framework for assessing individual needs. Models of individual users can be created using existing methodologies developed in studies of single-process BDTs (e.g., the linear model). We have developed a new methodology for creating such models within the framework of constructive process BDTs. Our methodology estimates an individual's decision strategy. Tests of this methodology show it is very successful in classifying participants as using one of several strategies. We discuss the implications of these findings for the design of future decision support systems.

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

[2]  M. Bar-Hillel The base-rate fallacy in probability judgments. , 1980 .

[3]  A. Tversky,et al.  Contingent weighting in judgment and choice , 1988 .

[4]  Zhong-Ming Wang,et al.  Information structures and cognitive strategies in decision-making on systems development , 1990 .

[5]  Matthew R. Jones,et al.  Interactive Modelling in Decision Support Systems , 1991, Interact. Comput..

[6]  E. Shortliffe Computer-based medical consultations: mycin (elsevier north holland , 1976 .

[7]  Izak Benbasat,et al.  An Experimental Investigation of the Impact of Computer Based Decision Aids on Decision Making Strategies , 1991, Inf. Syst. Res..

[8]  A. Tversky,et al.  Intuitive Prediction: Biases and Corrective Procedures , 1982 .

[9]  D. Gustafson,et al.  Decision support systems effectiveness: Conceptual framework and empirical evaluation , 1990 .

[10]  Ralph H. Sprague,et al.  Building Effective Decision Support Systems , 1982 .

[11]  Kim Kirsner,et al.  Applications of psychology to computer-based tutoring systems , 1993, Int. J. Hum. Comput. Interact..

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

[13]  Warren J. Boe,et al.  A study on graphic presentation formats and information processing using query tracing , 1990, IEEE Trans. Syst. Man Cybern..

[14]  Sarit Kraus,et al.  The Hostage Crisis Simulation , 1992 .

[15]  N. Pennington,et al.  Human judgment and decision making: Theories, methods, and procedures , 1980 .

[16]  John W. Payne,et al.  A Constructive Process View of Decision Making: Multiple Strategies in Judgment and Choice , 1992 .

[17]  J. Richard Davis,et al.  Prototype Decision Support System for Analyzing Impact of Catchment Policies , 1991 .

[18]  Eric J. Johnson,et al.  Adaptive Strategy Selection in Decision Making. , 1988 .

[19]  Ward Edwards,et al.  How to Use Multiattribute Utility Measurement for Social Decisionmaking , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[20]  Izak Benbasat,et al.  An experimental program investigating color-enhanced and graphical information presentation: an integration of the findings , 1986, CACM.

[21]  P. Slovic The Construction of Preference , 1995 .

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

[23]  N. Anderson Foundations of information integration theory , 1981 .

[24]  Michael H. Birnbaum,et al.  A change-of-process theory for contextual effects and preference reversals in risky decision making , 1992 .

[25]  Ramesh Sharda,et al.  Decision support system effectiveness: a review and an empirical test , 1988 .

[26]  B Kleinmuntz,et al.  Why we still use our heads instead of formulas: toward an integrative approach. , 1990, Psychological bulletin.

[27]  A. Tversky Intransitivity of preferences. , 1969 .

[28]  Eric J. Johnson,et al.  Behavioral decision research: A constructive processing perspective. , 1992 .

[29]  Murray T. Maybery,et al.  Assessing decision strategies using HyperCard , 1996 .

[30]  Timothy D. Wilson,et al.  Telling more than we can know: Verbal reports on mental processes. , 1977 .

[31]  Joseph Sharit,et al.  Stress reactions to computer-interactive tasks as a function of task structure and individual differences , 1993, Int. J. Hum. Comput. Interact..

[32]  H. Van Der Colk Risky behaviour resulting from bounded rationality , 1988 .

[33]  C. H. Coombs,et al.  Mathematical psychology : an elementary introduction , 1970 .