Identifying decision strategies: A process- and outcome-based classification method

This article presents a classification method that makes possible the detection of important decision strategies that people use in nonrisky multiattribute decision tasks. The classification method incorporates a multimethod approach that combines elements of both structural modeling and process tracing. We begin with a discussion of nine common characteristics of decision strategies and then classify 13 decision strategies on the basis of these characteristics. Next, we demonstrate that six of the characteristics can be used to develop one outcome-based and three process-based metrics. In addition, we present an algorithm that shows how to use the metrics. We demonstrate that using our metrics in conjunction with a measure for direction of search allows identification of most of the 13 decision strategies. Finally, we outline the potential of our research for the design of decision support systems such as online shops.

[1]  Gerald L. Lohse,et al.  A Comparison of Two Process Tracing Methods for Choice Tasks , 1996 .

[2]  Ulf Böckenholt,et al.  Caveats on a process-tracing measure and a remedy , 1994 .

[3]  Merrie Brucks,et al.  Search Monitor: An Approach for Computer-Controlled Experiments Involving Consumer Information Search , 1988 .

[4]  R. Olshavsky,et al.  Task Complexity and Contingent Processing in Brand Choice , 1979 .

[5]  Thomas R. Stewart,et al.  A comparison of seven methods for obtaining subjective descriptions of judgmental policy , 1975 .

[6]  Jian Zhang,et al.  Does Search Matter? Using Clickstream Data to Examine the Relationship between Online Search and Purchase Behavior , 2006, ICIS.

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

[8]  Detlof von Winterfeldt,et al.  Multi-attribute utility theory : models and assessment procedures : technical report , 1973 .

[9]  Arndt Bröder,et al.  Take The Best, Dawes' Rule, and Compensatory Decision Strategies: A Regression-based Classification Method , 2002 .

[10]  Christopher T. Ball,et al.  A Comparison of Single-Step and Multiple-Step Transition Analyses of Multiattribute Decision Strategies , 1997 .

[11]  William A. Fisher,et al.  Pre-Purchase Information Acquisition: Description of a Process Methodology, Research Paradigm, and Pilot Investigation , 1976 .

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

[13]  Richard W. Olshavsky,et al.  Task complexity and contingent processing in decision making: A replication and extension , 1979 .

[14]  Ralph L. Keeney,et al.  Decisions with multiple objectives: preferences and value tradeoffs , 1976 .

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

[16]  Ola Svenson,et al.  On decision rules and information processing strategies for choices among multiattribute alternatives , 1976 .

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

[18]  Gary J. Cook,et al.  A Computerized Approach to Decision Process Tracing for Decision Support System Design , 1993 .

[19]  Gary J. Cook,et al.  An Empirical Investigation of Information Search Strategies with Implications for Decision Support System Design , 1993 .

[20]  P. Pattanaik,et al.  Necessary and Sufficient Conditions for Rational Choice under Majority Decision , 1969 .

[21]  R. Abelson Decision making and decision theory , 1985 .

[22]  J D Jasper,et al.  MouseTrace: A better mousetrap for catching decision processes , 2002, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

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

[24]  Miguel A. Costa-Gomes,et al.  Cognition and Behavior in Normal-Form Games: An Experimental Study , 1998 .

[25]  B. Dosher,et al.  Strategies for multiattribute binary choice. , 1983, Journal of experimental psychology. Learning, memory, and cognition.

[26]  John W. Payne,et al.  Effort and Accuracy in Choice , 1985 .

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

[28]  R. Dawes,et al.  Linear models in decision making. , 1974 .

[29]  J. Ford,et al.  Process tracing methods: Contributions, problems, and neglected research questions , 1989 .

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

[31]  James R. Bettman,et al.  Subjects' Information Processing in Information Display Board Studies , 1978 .

[32]  Leslie T. Wilkins,et al.  CONFIDENCE AND COMPETENCE IN DECISION MAKING , 1965 .

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

[34]  Larry D. Rosen,et al.  An eye fixation analysis of multialternative choice , 1975, Memory & cognition.

[35]  R. Dawes Judgment under uncertainty: The robust beauty of improper linear models in decision making , 1979 .

[36]  Catarina Sismeiro,et al.  A Model of Web Site Browsing Behavior Estimated on Clickstream Data , 2003 .

[37]  Amartya Sen,et al.  A Possibility Theorem on Majority Decisions , 1966 .

[38]  R. Pollay A model of decision times in difficult decision situations. , 1970, Psychological review.

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

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

[41]  Jean C. Bedard,et al.  The Effects of Task Size and Similarity on the Decision Behavior of Bank Loan Officers , 1985 .

[42]  C. S. Colantoni,et al.  Majority Rule Under Transitivity Constraints , 1973 .

[43]  P. Chatterjee,et al.  Modeling the Clickstream: Implications for Web-Based Advertising Efforts , 2003 .

[44]  Paul Slovic,et al.  Comparison of Bayesian and Regression Approaches to the Study of Information Processing in Judgment. , 1971 .

[45]  Michael E. Doherty,et al.  Information Relevance, Working Memory, and the Consideration of Alternatives , 1993 .

[46]  Ken-ichi Inada,et al.  A Note on the Simple Majority Decision Rule , 1964 .

[47]  Irwin P. Levin,et al.  Phased Narrowing: A New Process Tracing Method for Decision Making , 1995 .

[48]  J. Bettman,et al.  Effects of Prior Knowledge and Experience and Phase of the Choice Process on Consumer Decision Processes: A Protocol Analysis , 1980 .

[49]  Oswald Huber Die Psychologie der Entscheidung: Eine Einführung , 2005 .

[50]  Vivian Cothey,et al.  A longitudinal study of World Wide Web users' information-searching behavior , 2002, J. Assoc. Inf. Sci. Technol..

[51]  H. Jaillet Web metrics: measuring patterns in online shopping , 2003 .

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

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

[54]  H. J. Einhorn Use of nonlinear, noncompensatory models as a function of task and amount of information , 1971 .

[55]  B. Brehmer The psychology of linear judgement models , 1994 .

[56]  Peter S. Fader,et al.  On the Depth and Dynamics of Online Search Behavior , 2004, Manag. Sci..

[57]  Manouchehr Tabatabai,et al.  Investigation of Decision Making Process: A Hypermedia Approach , 1998, Interact. Comput..

[58]  Covey,et al.  Information Selection and Utilization in Hypothesis Testing: A Comparison of Process-Tracing and Structural Analysis Techniques. , 1998, Organizational behavior and human decision processes.

[59]  D. M. Green,et al.  Signal detection theory and psychophysics , 1966 .

[60]  Jian Zhang,et al.  Does Search Matter? : Using Online Click Stream Data to Examine the Relationship between Online Search and Purchase Behavior , 2006 .

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

[62]  O. Huber,et al.  Active information search and complete information presentation in naturalistic risky decision tasks , 1997 .

[63]  D. A. Summers,et al.  Subjective vs objective description of judgment policy , 1970 .

[64]  Henry Montgomery,et al.  Information search and evaluative processes in decision making: A computer based process tracing study , 1984 .

[65]  Allen Newell,et al.  Human Problem Solving. , 1973 .

[66]  K. A. Ericsson,et al.  Verbal reports as data. , 1980 .

[67]  I P Levin,et al.  Validating a new process tracing method for decision making , 2001, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[68]  J. Payne,et al.  Exploring predecisional behavior: An alternative approach to decision research , 1978 .

[69]  J. Edward Russo,et al.  Eye Fixations Can Save the World: a Critical Evaluation and a Comparison Between Eye Fixations and Other Information Processing Methodologies , 1978 .

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

[71]  Pieter Koele,et al.  A Comparison of Different Methods for the Elicitation of Attribute Weights: Structural Modeling, Process Tracing, and Self-Reports , 1995 .

[72]  Joshua Klayman,et al.  Analysis of Predecisional Information Search Patterns , 1983 .

[73]  Ramayya Krishnan,et al.  Designing a Better Shopbot , 2004, Manag. Sci..

[74]  Joshua Klayman,et al.  Children's decision strategies and their adaptation to task characteristics , 1985 .

[75]  D. B. Yntema,et al.  Man-Computer Cooperation in Decisions Requiring Common Sense , 1961 .

[76]  Peter C. Fishburn,et al.  LEXICOGRAPHIC ORDERS, UTILITIES AND DECISION RULES: A SURVEY , 1974 .

[77]  Gerald L. Lohse,et al.  Electronic shopping , 1998, CACM.

[78]  Viswanath Venkatesh,et al.  Turning Visitors into Customers: A Usability-Centric Perspective on Purchase Behavior in Electronic Channels , 2006, Manag. Sci..

[79]  R. Dawes SOCIAL SELECTION BASED ON MULTIDIMENSIONAL CRITERIA. , 1964, Journal of abnormal psychology.

[80]  M. Just,et al.  Eye fixations and cognitive processes , 1976, Cognitive Psychology.

[81]  Henry Montgomery,et al.  Decision Rules and the Search for a Dominance Structure: Towards a Process Model of Decision Making* , 1983 .

[82]  Pieter Koele,et al.  Modelling and describing human judgement processes: The multiattribute evaluation case , 2001 .

[83]  Robin M. Hogarth,et al.  Decision Time as a Function of Task Complexity , 1975 .

[84]  Gerald L. Lohse,et al.  Electronic shopping: The effect of customer interfaces on traffic and sales , 1998 .

[85]  Ken-ichi Inada THE SIMPLE MAJORITY DECISION RULE , 1969 .

[86]  H. J. Einhorn,et al.  Linear regression and process-tracing models of judgment. , 1979 .

[87]  Izak Benbasat,et al.  Process Tracing Methods in Decision Support Systems Research: Exploring the Black Box , 1987, MIS Q..

[88]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[89]  Glenn J. Browne,et al.  Cognitive Stopping Rules for Terminating Information Search in Online Tasks , 2007, MIS Q..

[90]  K. A. Ericsson,et al.  Protocol Analysis: Verbal Reports as Data , 1984 .

[91]  Sirkka L. Jarvenpaa,et al.  The effect of task demands and graphical format on information processing strategies , 1989 .

[92]  Robert S. Billings,et al.  The effects of response mode and importance on decision-making strategies: Judgment versus choice , 1988 .

[93]  R. Ranyard,et al.  A conversation-based process tracing method for use with naturalistic decisions: an evaluation study. , 2000, British journal of psychology.

[94]  J. Payne,et al.  Risky choice: An examination of information acquisition behavior , 1978, Memory & cognition.

[95]  D. Gensch A Two-Stage Disaggregate Attribute Choice Model , 1987 .

[96]  Mirjam R. M. Westenberg,et al.  Multi-attribute evaluation process: Methodological and conceptual issues , 1994 .

[97]  Robert S. Billings,et al.  Measures of compensatory and noncompensatory models of decision behavior: Process tracing versus policy capturing , 1983 .

[98]  Gerd Gigerenzer,et al.  Models of ecological rationality: the recognition heuristic. , 2002, Psychological review.

[99]  Wayne Lee,et al.  Decision theory and human behavior , 1971 .