Explanations for Common Responses to the Blue/Green Cab Probabilistic Inference Word Problem

Three explanations have been advanced to explain the most popular error on probabilistic inference word problems, which is the use of the reliability of the evidence p(E/H) as the response when p(H/E) is requested. Production system simulations of each explanation are applied to data from a study in which 265 subjects judged the probability of an hypothesis after receiving each of three pertinent pieces of information—the evidence, the baserate, and the reliability of the evidence—in all possible combinations. The explanation that subjects consider the baserate to be irrelevant is rejected. Data are consistent with both the explanation that 265 subjects confuse p(E/H) with p(H/E) and the explanation that they interpolate between the baserate probability and 1.0 and then select their response from among nearby numbers that are available in the word problem.

[1]  A. Tversky L. J. Cohen, again: On the evaluation of inductive intuitions , 1981, Behavioral and Brain Sciences.

[2]  Baruch Fischhoff,et al.  Focusing Techniques: A Shortcut to Improving Probability Judgments? , 1984 .

[3]  Thomas S. Wallsten,et al.  The Theoretical Status of Judgmental Heuristics1) , 1983 .

[4]  W. Thompson,et al.  Interpretation of statistical evidence in criminal trials , 1987 .

[5]  Kenneth R. Hammond Toward a unified approach to the study of expert judgment , 1987 .

[6]  M. Just,et al.  Mental models of mechanical systems: Individual differences in qualitative and quantitative reasoning , 1988, Cognitive Psychology.

[7]  Ilkka Niiniluoto,et al.  L. J. Cohen versus Bayesianism , 1981, Behavioral and Brain Sciences.

[8]  B. Fischhoff,et al.  Subjective sensitivity analysis. , 1979 .

[9]  Alexander Pollatsek,et al.  Understanding conditional probabilities , 1987 .

[10]  P. Slovic,et al.  Dominance of accuracy information and neglect of base rates in probability estimation , 1976 .

[11]  Herbert A. Simon,et al.  Process models and stochastic theories of simple concept formation , 1967 .

[12]  L. Beach,et al.  Experience and the base-rate fallacy. , 1982, Organizational behavior and human performance.

[13]  Maya Bar-Hillel,et al.  The Base Rate Fallacy Controversy , 1983 .

[14]  Robyn M. Dawes,et al.  Representative thinking in clinical judgment , 1986 .

[15]  D. Eddy Judgment under uncertainty: Probabilistic reasoning in clinical medicine: Problems and opportunities , 1982 .

[16]  Robert M. Hamm,et al.  Modeling expert forecasting knowledge for incorporation into expert systems , 1993 .

[17]  Nancy Martin,et al.  Programming Expert Systems in OPS5 - An Introduction to Rule-Based Programming(1) , 1985, Int. CMG Conference.

[18]  M. Birnbaum Base Rates in Bayesian Inference: Signal Detection Analysis of the Cab Problem , 1983 .

[19]  G. Gigerenzer,et al.  Cognition as Intuitive Statistics , 1987 .

[20]  B. Mellers,et al.  Bayesian inference: Combining base rates with opinions of sources who vary in credibility. , 1983 .

[21]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[22]  Allen Newell,et al.  Production Systems: Models of Control Structures , 1973 .

[23]  W. Chase,et al.  Visual information processing. , 1974 .

[24]  S G Pauker,et al.  Screening for HIV: can we afford the false positive rate? , 1987, The New England journal of medicine.

[25]  Donald G. MacGregor,et al.  Structuring as an Aid to Performance in Base-Rate Problems (Report No. 84-16) , 1984 .

[26]  P. Slovic,et al.  BOREDOM-INDUCED CHANGES IN PREFERENCES AMONG BETS. , 1965, The American journal of psychology.

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

[28]  G. Gigerenzer How to Make Cognitive Illusions Disappear: Beyond “Heuristics and Biases” , 1991 .

[29]  T. Widiger,et al.  Diagnostic efficiency and DSM-III. , 1984, Archives of general psychiatry.

[30]  L. Cohen Can human irrationality be experimentally demonstrated? , 1981, Behavioral and Brain Sciences.

[31]  A. Tversky,et al.  Evidential impact of base rates , 1981 .

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

[33]  T. Pearson,et al.  Direct comparison of the efficacy of intuitive and analytical cognition in expert judgment , 1987, IEEE Transactions on Systems, Man, and Cybernetics.