COGNITIVE PROCESS MODELS OF HINDSIGHT BIAS

This article reviews and compares three cognitive process models that relate hindsight bias to changes in an underlying knowledge base as a result of outcome feedback. Two of these models, SARA (Selective Activation and Reconstructive Anchoring; Pohl, Eisenhauer, & Hardt, 2003) and RAFT (Reconstruction After Feedback with Take the Best; Hoffrage, Hertwig, & Gigerenzer, 2000), focus on memory processes involved in hindsight bias and have been implemented as computational models. The third, focusing on processes affecting hindsight probability judgments, is a new synthesis and elaboration of the influential work of several authors (e.g., Hawkins & Hastie, 1990; Pezzo, 2003; Roese & Olson, 1996), which we present here in a more systematic way under the name of causal model theory. We compare the three models with respect to their ranges of applicability, the types of postulated changes in the knowledge base, and the nature of the featured cognitive processes (e.g., unconscious/automatic versus conscious/flexible). Finally, we outline ways to combine the main processes featured in the models within an integrative theoretical framework and suggest testable hypotheses for future research.

[1]  S. Mellor,et al.  Effect of self-relevance of an event on hindsight bias: The foreseeability of a layoff. , 1991 .

[2]  Reid Hastie,et al.  Hindsight and Causality , 1991 .

[3]  J. A. McGeoch Forgetting and the law of disuse. , 1932 .

[4]  Edgar Erdfelder,et al.  Decomposing the hindsight bias: A multinomial processing tree model for separating recollection and reconstruction in hindsight. , 1998 .

[5]  R. Fazio Multiple Processes by which Attitudes Guide Behavior: The Mode Model as an Integrative Framework , 1990 .

[6]  Ulrich Hoffrage,et al.  Hindsight bias: How knowledge and heuristics affect our reconstruction of the past , 2003, Memory.

[7]  F. Strack,et al.  Reflective and Impulsive Determinants of Social Behavior , 2004, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[8]  Ulrich Hoffrage,et al.  Research on hindsight bias: A rich past, a productive present, and a challenging future , 2003, Memory.

[9]  B. Fischhoff,et al.  Hindsight ≠ foresight: the effect of outcome knowledge on judgment under uncertainty* , 2003 .

[10]  D. Schkade,et al.  Expectation-outcome consistency and hindsight bias , 1991 .

[11]  Steffen Nestler,et al.  How many hindsight biases are there? , 2008, Cognition.

[12]  Markus Eisenhauer,et al.  SARA — Ein kognitives Prozeßmodell zur Erklärung von Ankereffekt und Rückschaufehler , 2000, Kognitionswissenschaft.

[13]  G. Gigerenzer,et al.  Probabilistic mental models: a Brunswikian theory of confidence. , 1991, Psychological review.

[14]  B. Fischhoff,et al.  Hindsight is not equal to foresight: The effect of outcome knowledge on judgment under uncertainty. , 1975 .

[15]  J. Klayman,et al.  Confirmation, Disconfirmation, and Informa-tion in Hypothesis Testing , 1987 .

[16]  B. Fischhoff,et al.  On the Psychology of Experimental Surprises. , 1977 .

[17]  James M. Olson,et al.  Counterfactuals, Causal Attributions, and the Hindsight Bias: A Conceptual Integration , 1996 .

[18]  Timothy D. Wilson,et al.  A model of dual attitudes. , 2000, Psychological review.

[19]  S. Nestler,et al.  Hindsight bias and the activation of counterfactual mind-sets. , 2008, Experimental psychology.

[20]  N. Branscombe,et al.  Comparison Processes in Hindsight and Causal Attribution , 1995 .

[21]  J. Musch,et al.  DID EVERYBODY KNOW IT ALL ALONG? A REVIEW OF INDIVIDUAL DIFFERENCES IN HINDSIGHT BIAS , 2007 .

[22]  R. Pohl,et al.  HINDSIGHT BIAS: ON BEING WISE AFTER THE EVENT , 2007 .

[23]  Fred B. Bryant,et al.  A Meta-Analysis of Research on Hindsight Bias , 2004 .

[24]  R. Pohl,et al.  SARA: A cognitive process model to simulate the anchoring effect and hindsight bias , 2003, Memory.

[25]  R. Hastie,et al.  Hindsight: Biased judgments of past events after the outcomes are known. , 1990 .

[26]  R. Shiffrin,et al.  Search of associative memory. , 1981 .

[27]  E. Erdfelder,et al.  Hindsight bias in political elections , 2003, Memory.

[28]  Elizabeth F. Loftus,et al.  Made in Memory: Distortions in Recollection After Misleading Information , 1991 .

[29]  O. Tykocinski,et al.  I Never Had a Chance: Using Hindsight Tactics to Mitigate Disappointments , 2001 .

[30]  T. Louie Decision makers' hindsight bias after receiving favorable and unfavorable feedback. , 1999 .

[31]  Jay J.J. Christensen-Szalanski,et al.  The hindsight bias: A meta-analysis , 1991 .

[32]  M. Pezzo,et al.  Surprise, defence, or making sense: What removes hindsight bias? , 2003, Memory.

[33]  Rüdiger F. Pohl,et al.  No Reduction in Hindsight Bias after Complete Information and Repeated Testing , 1996 .

[34]  Steffen Nestler,et al.  Hindsight bias and causal attribution: A causal model theory of creeping determinism. , 2008 .

[35]  D. Stahlberg,et al.  The Role of Surprise in Hindsight Bias: A Metacognitive Model of Reduced and Reversed Hindsight Bias , 2007 .

[36]  H. Blank,et al.  Perceiving events as both inevitable and unforeseeable in hindsight: The Leipzig candidacy for the Olympics. , 2006, The British journal of social psychology.

[37]  A. W. Melton,et al.  The influence of degree of interpolated learning on retroactive inhibition and the overt transfer of specific responses. By Arthur W. Melton, Jean McQueen Irwin, 1940. , 1940, The American journal of psychology.

[38]  R. Agans,et al.  The Hindsight Bias: The Role of the Availability Heuristic and Perceived Risk , 1994 .

[39]  L. Sanna,et al.  METACOGNITIVE EXPERIENCES AND HINDSIGHT BIAS: IT'S NOT JUST THE THOUGHT (CONTENT) THAT COUNTS! , 2007 .

[40]  M. McCloskey,et al.  Misleading postevent information and memory for events: arguments and evidence against memory impairment hypotheses. , 1985, Journal of experimental psychology. General.

[41]  G Gigerenzer,et al.  Hindsight bias: a by-product of knowledge updating? , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[42]  David Faust,et al.  Eliminating the hindsight bias. , 1988 .

[43]  Rüdiger F. Pohl,et al.  Ways to assess hindsight bias , 2007 .

[44]  K. McDermott,et al.  Creating false memories: Remembering words not presented in lists. , 1995 .

[45]  David Mazursky,et al.  Does a surprising outcome reinforce or reverse the hindsight bias , 1997 .