Cognitive Effort and Learning Features of Decision Aids: Review of Experiments

ABSTRACT Decision aids are computer systems intended to help decision makers select from a set of alternatives when considering multiple criteria. There are a number of basic ideas behind such systems, including multiattribute utility analysis, analytic hierarchy process, and outranking. Some systems focused on identification of decision maker preference functions. Recently there have been a number of systems focusing on the idea of enhancing decision maker learning. This paper reviews the fundamental ideas of a number of decision aids and considers the cognitive effort on the part of decision makers required to use each system. Recent empirical studies from a number of sources are reviewed and evaluated for support of theories about this cognitive effort, as well as how learning systems are implemented.

[1]  Bernard Roy,et al.  Classement et choix en présence de points de vue multiples , 1968 .

[2]  P. Slovic,et al.  Reversals of preference between bids and choices in gambling decisions. , 1971 .

[3]  Sang M. Lee,et al.  Goal programming for decision analysis , 1972 .

[4]  Roger M. Y. Ho,et al.  Goal programming and extensions , 1976 .

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

[6]  Rakesh K. Sarin,et al.  Measurable Multiattribute Value Functions , 1979, Oper. Res..

[7]  A. Wierzbicki A Mathematical Basis for Satisficing Decision Making , 1982 .

[8]  Sr Watson,et al.  Assesing Attribute Weights , 1982 .

[9]  Valerie Belton,et al.  On a short-coming of Saaty's method of analytic hierarchies , 1983 .

[10]  S. Zionts,et al.  Solving the Discrete Multiple Criteria Problem using Convex Cones , 1984 .

[11]  P. Vincke,et al.  Note-A Preference Ranking Organisation Method: The PROMETHEE Method for Multiple Criteria Decision-Making , 1985 .

[12]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[13]  P. Tetlock Accountability: The neglected social context of judgment and choice. , 1985 .

[14]  J. Barzilai,et al.  Consistent weights for judgements matrices of the relative importance of alternatives , 1987 .

[15]  J. Shanteau Psychological characteristics and strategies of expert decision makers , 1988 .

[16]  S. R. Watson,et al.  Decision Synthesis: The Principles and Practice of Decision Analysis@@@Strategic and Tactical Decisions , 1989 .

[17]  Pekka Korhonen,et al.  A visual reference direction approach to solving discrete multiple criteria problems , 1988 .

[18]  Daniel Vanderpooten,et al.  The interactive approach in MCDA: A technical framework and some basic conceptions , 1989 .

[19]  H. Simon,et al.  Invariants of human behavior. , 1990, Annual review of psychology.

[20]  J. Dyer Remarks on the analytic hierarchy process , 1990 .

[21]  Theodor J. Stewart,et al.  An aspiration-level interactive model for multiple criteria decision making , 1992, Comput. Oper. Res..

[22]  O. Larichev Cognitive validity in design of decision‐aiding techniques , 1992 .

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

[24]  F. Lootsma SCALE SENSITIVITY IN THE MULTIPLICATIVE AHP AND SMART , 1993 .

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

[26]  O. Larichev,et al.  Experiments comparing qualitative approaches to rank ordering of multiattribute alternatives , 1993 .

[27]  F. H. Barron,et al.  SMARTS and SMARTER: Improved Simple Methods for Multiattribute Utility Measurement , 1994 .

[28]  N. Liang Decision Making: Alternatives to Rational Choice Models , 1994 .

[29]  Valerie Belton,et al.  Decision support systems: Learning from visual interactive modelling , 1994, Decis. Support Syst..

[30]  O. Larichev,et al.  Numerical vs Cardinal Measurements in Multiattribute Decision Making: How Exact Is Enough? , 1995 .

[31]  David L. Olson,et al.  Consistency and Accuracy in Decision Aids: Experiments with Four Multiattribute Systems* , 1995 .

[32]  Oleg I. Larichev,et al.  ZAPROS-LM — A method and system for ordering multiattribute alternatives , 1995 .

[33]  John Buchanan,et al.  Experimental consideration of preference in decision making under certainty , 1995 .

[34]  W. D. Keyser,et al.  A note on the use of PROMETHEE multicriteria methods , 1996 .

[35]  Lisa Simpson,et al.  Do Decision Makers Know What They Prefer?: MAVT and ELECTRE II , 1996 .

[36]  Hiroshi Semi On the Analytic Hierarchy Process , 1996 .

[37]  Valerie Belton,et al.  Integrated Support from Problem Structuring through to Alternative Evaluation Using COPE and V·I·S·A , 1997 .

[38]  Pekka Korhonen,et al.  Choice Behaviour in a Computer‐Aided Multiattribute Decision Task , 1997 .

[39]  Andrzej P. Wierzbicki,et al.  On the Role of Intuition in Decision Making and Some Ways of Multicriteria Aid of Intuition , 1997 .

[40]  H. Roland Weistroffer,et al.  Evaluating Multiple‐Attribute Decision Support Systems , 1997 .

[41]  John Buchanan,et al.  Capturing decision maker preference: Experimental comparison of decision analysis and MCDM techniques , 1997 .