Overcoming Ineffective Mental Representations in Base-rate Problems

Information Systems Research

Volumn 7, Issue 2, 1996, Pages 233-247

  Roy, Marie Christine ^a   Lerch, F Javier ^b  

^a UNIVERSITÉ LAVAL   (Canada)

^b CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Base rate fallacy; Decision support; Mental representation; Representational aid

Indexed keywords

BEHAVIORAL RESEARCH; DECISION MAKING;

BASE RATE FALLACIES; DE-BIASING; DECISION AIDS; DECISION RULES; DECISION SUPPORTS; MENTAL REPRESENTATIONS; PROBABILISTIC REASONING; REPRESENTATIONAL AID;

DECISION SUPPORT SYSTEMS;

EID: 0030500105     PISSN: 10477047     EISSN: None     Source Type: Journal    
DOI: 10.1287/isre.7.2.233     Document Type: Article

References (49)

1. Ajzen, I., "Intuitive Theories of Events and the Effects of Base-rate Information on Predictions," J. Personality and Social Psychology, 35 (1977), 303-314.
2. Bar-Hillel, M., "The Role of Sample Size in Sample Evaluation," Organizational Behavior and Human Performance, 24 (1979), 245-257.
3. _, "The Base-rate Fallacy in Probability Judgments," Acta Psychologica, 44 (1980), 211-233.
4. _, "The Base-rate Fallacy Controversy," Decision Making Under Uncertainty, R. W. Scholz (Ed.), Elsevier Science Publishers B. V., North Holland, 1983, 39-61.
5. Beyth-Marom, R. and H. R. Arkes, "Being Accurate but Not Necessarily Bayesian: Comment on Christensen-Szalanski and Beach," Organizational Behavior and Human Performance, 31 (1983), 255-257.
6. Bishop, Y. M. M., S. E. Fienberg, and P. W. Holland, Discrete Multivariate Analysis: Theory and Practice, MIT Press, Cambridge, MA, 1975.
7. Christensen-Szalanski, J. J. J. and L. R. Beach, "Experience and the Base-rate Fallacy," Organizational Behavior and Human Performance, 29 (1982), 270-278.
8. Cole, W. G., "Understanding Bayesian Reasoning via Graphical Displays," CHI'89 Proceedings, ACM Press, Austin, TX, 1989.
9. Coll, R. A., J. H. Coll, and G. Thakur, "Graphs and Tables: A Four-factor Experiment," Comm. ACM, 37, 4 (1994), 77-86.
10. Dawes, R. M., "Representative Thinking in Clinical Judgment," Clinical Psychology Review, 6 (1986), 425-441.
11. Desanctis, G., "Computer Graphics as Decision Aids: Directions for Research," Decision Sciences, 15 (1984), 463-487.
12. Eddy, D. M., "Probabilistic Reasoning in Clinical Medicine: Problems and Opportunities," in Judgment Under Uncertainty: Heuristics and Biases, D. Kahneman, P. Slovic and A. Tversky (Eds), Cambridge University Press, 1983, 249-267.
13. Eggleston, R., Evidence, Proof and Probability, Weidenfeld and Nicolson, London, 1983.
14. Elsaesser, C., "Explanation of Bayesian Conditioning for Decision Support Systems," Doctoral Dissertation, Carnegie Mellon University, Pittsburgh, PA, Dissertation Abstracts International, Vol. 50, 10A, 1989.
15. Fischhoff, B. and M. Bar-Hillel, "Focusing Techniques: A Shortcut to Improving Probability Judgments?", Organizational Behavior and Human Performance, 34 (1984), 175-194.
16. _, P. Slovic and S. Lichtenstein, "Subjective Sensitivity Analysis," Organizational Behavior and Human Performance, 23 (1979), 339-359.
17. Gigerenzer, G., W. Hell, and H. Blank, "Presentation and Content: The Use of Base Rates as a Continuous Variable," J. Experimental Psychology, 1, 3 (1988), 513-525.
18. Ginosar, Z. and Y. Trope, "The Effects of Base Rates and Individuating Information on Judgments About Another Person," J. Experimental and Social Psychology, Vol. 16 (1980), 228-242.
19. Hamm, R. M., "Accuracy of Probabilistic Inference Using Verbal vs. Numerical Probabilities," Psychonomics Society Meetings, Chicago, IL, 1988.
20. Henrion, M. and M. G. Morgan, "A Computer Aid for Risk and Other Policy Analysis," Risk Analysis, 5, 3 (1985), 195-208.
21. Jarvenpaa, S. L., "The Effect of Task Demands and Graphical Format on Information Processing Strategies," Management Sci., 35, 3 (1989), 285-303.
22. Joyce, E. and G. Biddle, "Are Auditors' Judgments Sufficiently Regressive?", J. Accounting Res., 19, 2 (1981), 323-349.
23. Kahneman, D. and A. Tversky, "On the Psychology of Prediction," Psychological Review, 80 (1973), 237-251.
24. _, P. Slovic and A. Tversky (Eds.), Judgment Under Uncertainty: Heuristics and Biases, Cambridge University Press, Cambridge, MA, 1982.
25. Lichtenstein, S. and D. MacGregor, "Structuring as an Aid to Performance in Base Rate Problems," Technical Report 84-16, Decision Research, Eugene, OR, 1984.
26. Loy, S. L., "The Interaction Effects Between General Thinking Skills and an Interactive Graphics-based DSS to Support Problem Structuring," Decision Sciences, 22 (1991), 846-868.
27. Lyon, D. and P. Slovic, "Dominance of Accuracy Information and Neglect of Base Rates in Probability Estimations," Acta Psychologica, 40 (1976), 287-298.
28. Murphy, G. L. and D. L. Medin, "The Role of Theories in Conceptual Coherence," Psychological Review, 92 (1985), 289-316.
29. Payne, C. D. (Ed.), The GUM (Generalized Linear Interactive Modeling) System Manual, Release 3.77, Numerical Algorithms Group, Downer's Grove, IL, 1986.
30. Polk, Thad A., Verbal Reasoning, School of Computer Science Tech Report CMU-CS-92-178, Pittsburgh, PA, 1992.
31. Pollatsek, A., A. D. Well, C. Konold, P. Hardiman and G. Cobb, "Understanding Conditional Probabilities," Organizational Behavior and Human Decision Processes, 40 (1987), 255-269.
32. Pracht, W. E. and J. F. Courtney, "The Effects on an Interactive Graphics-based DSS to Support Problem Structuring," Decision Sciences, 19, 3 (1988), 598-621.
33. Shortliffe, E., R. Davis, S. Axline, B. Buchanan, C. Green, and S. Cohen, "Computer Based Consultations in Clinical Therapeutics: Explanation and Rule Acquisition Capabilities of the MYCIN System," Computers and Biomedical Res., 8 (1975), 303-320.
34. Silver, M., S., "Differential Analysis for Computer-based Decision Support," Doctoral Dissertation, University of Pennsylvania, Philadelphia, PA, 1986.
35. _, "Decision Support Systems: Directed and Non-directed Change," Information Systems Res., 1, 1 (1990), 47-70.
36. Simon, H. and J. R. Hayes, "Psychological Differences Among Problem Isomorphs," reprinted in Models of Thought, Yale Univ. Press, New Haven, CT, 1977.
37. Tan, J. K. H. and I. Benbasat, "Processing of Graphical Information: A Decomposition Taxonomy to Match Data Extraction Tasks and Graphical Representations," Information Systems Res., 1, 4 (1990), 416-439.
38. _ and _, "The Effectiveness Graphical Presentation for Information Extraction: A Cumulative Experimental Approach," Decision Sciences, 24 (1993), 167-191.
39. Todd, P. and I. Benbasat, "An Experimental Investigation of the Impact of Computer Based Decision Aids on Decision Making Strategies," Information Systems Res., 2, 2 (1991), 87-115.
40. _ and _, "The Use of Information in Decision Making: An Experimental Investigation of the Impact of Computer-based Decision Aids," MIS Quarterly, 16, 3 (1992), 373-395.
41. Tversky, A. and D. Kahneman, "Causal Schemas in Judgments Under Uncertainty," in M. Fishbein (Ed.) Progress in Social Psychology, Erlbaum, Hillsdale, NJ, 1980.
42. _ and _, "Evidential Impact of Base Rates," in Judgment Under Uncertainty; Heuristics and Biases, Cambridge University Press, Cambridge, England, 1982.
43. Vera, A. H., "Concepts and Causation," doctoral dissertation, Cornell University, Ithaca, NY, Dissertation Abstracts International, 51, 12B, 1991.
44. Vessey, I., "Cognitive Fit: A Theory-based Analysis of the Graphs versus Tables Literature," Decision Sciences, 22 (1991), 219-240.
45. _ and D. Galetta, "Cognitive Fit: An Empirical Study of Information Acquisition," Information Systems Res., 2, 1 (1991), 63-85.
46. Woods, W. A., "What's in a Link: Foundations for Semantic Networks," in D. G. Bobrow, A. Collins, (Eds.), Representation and Understanding: Studies in Cognitive Science, Academic Press, New York, 1975, 35-82.
47. Wright, W., "An Empirical Test of a Bayesian Decision Support Procedure in a Financial Context," International Conference on Information Systems Proceedings, Houston, TX, 1983.
48. Zachary, W., "A Cognitively Based Functional Taxonomy of Decision Support Techniques," Human-Computer Interaction, 2 (1986), 25-63.
49. _, "Decision Support Systems: Designing to Extend the Cognitive Limits," in Handbook of Human-Computer Interaction, Elsevier Science Publishers B.V., North-Holland, Amsterdam, 1988.