Mental models and counterfactual thoughts about what might have been
Abstract
Counterfactual thoughts about what might have been ('if only em leader ') are pervasive in everyday life. They are related to causal thoughts, they help people learn from experience and they influence diverse cognitive activities, from creativity to probability judgements. They give rise to emotions and social ascriptions such as guilt, regret and blame. People show remarkable regularities in the aspects of the past they mentally 'undo' in their counterfactual thoughts. These regularities provide clues about their mental representations and cognitive processes, such as keeping in mind true possibilities, and situations that are false but temporarily supposed to be true.
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These changes are normally expected to be minimal.
“Furthermore, these changes are normally expected to be minimal [143].”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [143]
Cites
Judgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650 · see citing works
The Psychology of Learning and Motivation: Advances in Research and Theory
(2010) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-62209-1 · Cited by 6,035 · see citing works
Judgment Under Uncertainty: Heuristics and Biases.
Shafer, G. R., Kahnerman, D., Slovic, P., & Tversky, A. (1984) · Journal of the American Statistical Association · doi:10.2307/2288362 · Cited by 5,658 · see citing works
(2005) · Choice Reviews Online · doi:10.5860/choice.43-0626 · Cited by 4,726 · see citing works
Judgment under uncertainty: Heuristics and biases
Tversky, A., & Kahneman, D. J. (1982) · Cambridge University Press eBooks · doi:10.1017/cbo9780511809477.002 · Cited by 3,699 · see citing works
Representativeness revisited: Attribute substitution in intuitive judgment.
Kahneman, D., & Frederick, S. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.004 · Cited by 3,476 · see citing works
Norm theory: Comparing reality to its alternatives.
Kahneman, D. J., & Miller, D. T. (1986) · Psychological Review · doi:10.1037/0033-295x.93.2.136 · Cited by 3,174 · see citing works
Slovic, P., Finucane, M., Peters, E., & MacGregor, D. G. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.025 · Cited by 2,349 · see citing works
Creative cognition: theory, research, and applications
(1993) · Choice Reviews Online · doi:10.5860/choice.30-5870 · Cited by 1,766 · see citing works
Kahneman, D. J., & Tversky, A. (1982) · Cambridge University Press eBooks · doi:10.1017/cbo9780511809477.015 · Cited by 1,580 · see citing works
Spence, S. (1996) · BMJ · doi:10.1136/bmj.312.7024.193 · Cited by 1,177 · see citing works
Roese, N. J. (1997) · Psychological Bulletin · doi:10.1037/0033-2909.121.1.133 · Cited by 1,156 · see citing works
The experience of regret: What, when, and why.
Gilovich, T., & Medvec, V. H. (1995) · Psychological Review · doi:10.1037/0033-295x.102.2.379 · Cited by 1,098 · see citing works
Conditionals: A theory of meaning, pragmatics, and inference.
Johnson-Laird, P. N., & Byrne, R. M. J. (2002) · Psychological Review · doi:10.1037/0033-295x.109.4.646 · Cited by 864 · see citing works
Self-citationReluctance to vaccinate: Omission bias and ambiguity
Ritov, I., & Baron, J. (1990) · Journal of Behavioral Decision Making · doi:10.1002/bdm.3960030404 · Cited by 854 · see citing works
Mellers, B., Schwartz, A., & Ritov, I. (1999) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.128.3.332 · Cited by 839 · see citing works
The functional basis of counterfactual thinking.
Roese, N. J. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.66.5.805 · Cited by 722 · see citing works
What might have been: the social psychology of counterfactual thinking
(1996) · Choice Reviews Online · doi:10.5860/choice.33-5397 · Cited by 522 · see citing works
(2014) · Psychology Press eBooks · doi:10.4324/9781315806419 · Cited by 494 · see citing works
Metamagical Themas: Questing for the Essence of Mind and Pattern
Taylor, C., & Hofstadter, D. R. (1985) · The Antioch Review · doi:10.2307/4611504 · Cited by 434 · see citing works
Children's Reasoning and the Mind
(2014) · Psychology Press eBooks · doi:10.4324/9781315784670 · Cited by 414 · see citing works
Mental simulation of causality.
Wells, G. L., & Gavanski, I. (1989) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.56.2.161 · Cited by 395 · see citing works
The temporal pattern to the experience of regret.
Gilovich, T. D., & Medvec, V. H. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.67.3.357 · Cited by 373 · see citing works
Abrams, D., Sheeran, P., Abraham, C., & Spears, R. (1992) · AIDS Care · doi:10.1080/09540129208253097 · Cited by 361 · see citing works
Children's use of counterfactual thinking in causal reasoning
Harris, P. L., German, T. P., & Mills, P. (1996) · Cognition · doi:10.1016/s0010-0277(96)00715-9 · Cited by 332 · see citing works
Focussing in reasoning and decision making
Legrenzi, P. (1993) · Cognition · doi:10.1016/0010-0277(93)90035-t · Cited by 313 · see citing works
Protected Values and Omission Bias
Ritov, I., & Baron, J. (1999) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1999.2839 · Cited by 312 · see citing works
Chinese and English counterfactuals: The Sapir-Whorf hypothesis revisited
Au, T. K.-F. (1983) · Cognition · doi:10.1016/0010-0277(83)90038-0 · Cited by 301 · see citing works
Thomas, N. J. T. (1999) · Cognitive Science · doi:10.1207/s15516709cog2302_3 · Cited by 299 · see citing works
Morris, M. W., & Moore, P. C. (2000) · Administrative Science Quarterly · doi:10.2307/2667018 · Cited by 268 · see citing works
Naive causality: a mental model theory of causal meaning and reasoning
Goldvarg, E., & Johnson‐Laird, P. N. (2001) · Cognitive Science · doi:10.1016/s0364-0213(01)00046-5 · Cited by 261 · see citing works
The Undoing of Traumatic Life Events
Davis, C. G., Lehman, D. R., Wortman, C. B., Silver, R. C., & Thompson, S. C. G. (1995) · Personality and Social Psychology Bulletin · doi:10.1177/0146167295212002 · Cited by 254 · see citing works
The inaction effect in the psychology of regret.
Zeelenberg, M., van den Bos, K., van Dijk, E., & Pieters, R. G. M. (2002) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.82.3.314 · Cited by 246 · see citing works
Metamagical Themas: Questing for the Essence of Mind and Pattern
(1985) · Family Process · doi:10.1111/j.1545-5300.1985.429_13.x · Cited by 244 · see citing works
Temporal order and the perceived mutability of events: Implications for blame assignment.
Miller, D. T., & Gunasegaram, S. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.59.6.1111 · Cited by 243 · see citing works
Efficient Creativity: Constraint‐Guided Conceptual Combination
Costello, F. J., & Keane, M. T. (2000) · Cognitive Science · doi:10.1016/s0364-0213(00)00020-3 · Cited by 238 · see citing works
Are errors in false belief tasks symptomatic of a broader difficulty with counterfactuality?
Riggs, K. J., Peterson, D. M., Robinson, E. J., & Mitchell, P. (1998) · Cognitive Development · doi:10.1016/s0885-2014(98)90021-1 · Cited by 237 · see citing works
Counterfactual thinking and ascriptions of cause and preventability.
Mandel, D. R., & Lehman, D. R. (1996) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.71.3.450 · Cited by 210 · see citing works
Galinsky, A. D., & Moskowitz, G. B. (2000) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1999.1409 · Cited by 203 · see citing works
When debiasing backfires: Accessible content and accessibility experiences in debiasing hindsight.
Sanna, L. J., Schwarz, N., & Stocker, S. L. (2002) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.28.3.497 · Cited by 195 · see citing works
Event controllability in counterfactual thinking
Girotto, V., Legrenzi, P., & Rizzo, A. (1991) · Acta Psychologica · doi:10.1016/0001-6918(91)90007-m · Cited by 194 · see citing works
Sanna, L. J., & Turley, K. J. (1996) · Personality and Social Psychology Bulletin · doi:10.1177/0146167296229005 · Cited by 186 · see citing works
Poking Counterfactual Holes in Covering Laws: Cognitive Styles and Historical Reasoning
Tetlock, P. E., & Lebow, R. N. (2001) · American Political Science Review · doi:10.1017/s0003055400400043 · Cited by 174 · see citing works
Tykocinski, O. E., & Pittman, T. S. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.75.3.607 · Cited by 162 · see citing works
What's So Different about a Counterfactual?
Lebow, R. N. (2000) · World Politics · doi:10.1017/s0043887100020104 · Cited by 161 · see citing works
The effects of social category norms and stereotypes on explanations for intergroup differences.
Hegarty, P. V., & Felicia Pratto, B. (2001) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.80.5.723 · Cited by 160 · see citing works
Efficient Creativity: Constraint‐Guided Conceptual Combination
Costello, F., & Keane, M. T. (2000) · Cognitive Science · doi:10.1207/s15516709cog2402_4 · Cited by 156 · see citing works
Deductive reasoning with factual, possible, and counterfactual conditionals
Byrne, R. M. J., & Tasso, A. (1999) · Memory & Cognition · doi:10.3758/bf03211565 · Cited by 155 · see citing works
Self-citationWells, G. L., Taylor, B. R., & Turtle, J. W. (1987) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.53.3.421 · Cited by 151 · see citing works
Cognitive Processes in Counterfactual Thinking about what Might Have Been
Byrne, R. M. J. (1997) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60501-0 · Cited by 146 · see citing works
Self-citationRegret and Responsibility in the Evaluation of Decision Outcomes
Connolly, T., Ordóñez, L. D., & Coughlan, R. S. (1997) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1997.2695 · Cited by 146 · see citing works
Counterfactuals, emotions, and context
Mandel, D. R. (2003) · Cognition & Emotion · doi:10.1080/02699930302275 · Cited by 134 · see citing works
When Possibility Informs Reality
Spellman, B. A., & Mandel, D. R. (1999) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00028 · Cited by 119 · see citing works
Mental Simulation and Causal Attribution: When Simulating an Event Does Not Affect Fault Assignment
N’gbala, A., & Branscombe, N. R. (1995) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1995.1007 · Cited by 113 · see citing works
Counterfactual thinking about controllable events
McCloy, R., & Byrne, R. M. J. (2000) · Memory & Cognition · doi:10.3758/bf03209355 · Cited by 112 · see citing works
Self-citationReasoning counterfactually: Making inferences about things that didn't happen.
Thompson, V. A., & Byrne, R. M. J. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.28.6.1154 · Cited by 111 · see citing works
Self-citationThe temporality effect in counterfactual thinking about what might have been
Byrne, R. M. J., Segura, S., Culhane, R., et al. (2000) · Memory & Cognition · doi:10.3758/bf03213805 · Cited by 108 · see citing works
Self-citationReactance, Compliance, and Anticipated Regret
Crawford, M. T., McConnell, A. R., Lewis, A. C., & Sherman, S. J. (2002) · Journal of Experimental Social Psychology · doi:10.1006/jesp.2001.1481 · Cited by 104 · see citing works
Counterexamples and the Suppression of Inferences
Byrne, R. M. J., Espino, O., & Santamaría, C. (1999) · Journal of Memory and Language · doi:10.1006/jmla.1998.2622 · Cited by 103 · see citing works
Self-citationSanna, L. J., Turley-Ames, K. J., & Meier, S. (1999) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.76.4.543 · Cited by 94 · see citing works
Downward Counterfactuals and Motivation: The Wake-Up Call and the Pangloss Effect
McMullen, M. N., & Markman, K. D. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/0146167200267005 · Cited by 90 · see citing works
Spellman, B. A. (1997) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.126.4.323 · Cited by 89 · see citing works
Counterfactual thinking about actions and failures to act.
Byrne, R. M. J., & McEleney, A. (2000) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.26.5.1318 · Cited by 87 · see citing works
Self-citationTelling what they want to know: participants tailor causal attributions to researchers' interests
Ara Norenzayan, A., & Schwarz, N. (1999) · European Journal of Social Psychology · doi:10.1002/(sici)1099-0992(199912)29:8 · Cited by 87 · see citing works
‘I couldn't have known’: Accountability, foreseeability and counterfactual denials of responsibility
Markman, K. D., & Tetlock, P. E. (2000) · British Journal of Social Psychology · doi:10.1348/014466600164499 · Cited by 87 · see citing works
Semifactual “even if” thinking
McCloy, R., & Byrne, R. M. J. (2002) · Thinking & Reasoning · doi:10.1080/13546780143000125 · Cited by 83 · see citing works
Self-citationSanna, L. J., Turley-Ames, K. J., & Meier, S. (1999) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.76.4.543 · Cited by 76 · see citing works
The Mechanics of Imagination: Automaticity and Control in Counterfactual Thinking
Roese, N. J., Sanna, L. J., & Galinsky, A. D. (2006) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195307696.003.0007 · Cited by 71 · see citing works
N’gbala, A., & Branscombe, N. R. (1997) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1996.1322 · Cited by 71 · see citing works
Information amplified: Memory for counterfactual conditionals.
Fillenbaum, S. (1974) · Journal of Experimental Psychology · doi:10.1037/h0035693 · Cited by 63 · see citing works
Mental Models In Cognitive Science
Garnham, A., & Oakhill, J. V. (2013) · Psychology Press eBooks · doi:10.4324/9780203775899 · Cited by 60 · see citing works
Zeelenberg, M., van der Pligt, J., & Manstead, A. S. R. (1998) · Personality and Social Psychology Bulletin · doi:10.1177/01461672982410008 · Cited by 60 · see citing works
If dancers ate their shoes: Inductive reasoning with factual and counterfactual premises
Sternberg, R. J., & Gastel, J. (1989) · Memory & Cognition · doi:10.3758/bf03199551 · Cited by 58 · see citing works
Markman, K. D., & Tetlock, P. E. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/0146167200262004 · Cited by 56 · see citing works
Are Actions Regretted More Than Inactions?
Feldman, J. J., Miyamoto, J. M., & Loftus, E. F. (1999) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1999.2833 · Cited by 52 · see citing works
Affective Impact of Close Counterfactuals: Implications of Possible Futures for Possible Pasts
McMullen, M. N., & Markman, K. D. (2002) · Journal of Experimental Social Psychology · doi:10.1006/jesp.2001.1482 · Cited by 52 · see citing works
CONDITIONALS AND MENTAL MODELS
Johnson-Laird, P. N. (1986) · Cambridge University Press eBooks · doi:10.1017/cbo9780511753466.004 · Cited by 51 · see citing works
Dudman, V. H. (1988) · Analysis · doi:10.2307/3328212 · Cited by 48 · see citing works
Reasoning with deontic and counterfactual conditionals
Quelhas, A. C., & Byrne, R. M. J. (2003) · Thinking & Reasoning · doi:10.1080/13546780244000105 · Cited by 46 · see citing works
Self-citationTemporal and causal order effects in thinking about what might have been
Segura, S., Fernández‐Berrocal, P., & Byrne, R. M. J. (2002) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/02724980244000125 · Cited by 35 · see citing works
Self-citationDudman, V. H. (1988) · Analysis · doi:10.1093/analys/48.3.113a · Cited by 35 · see citing works
Counterfactuals and roles: mock victims' and perpetrators' accounts of judicial cases
Catellani, P., & Milesi, P. (2001) · European Journal of Social Psychology · doi:10.1002/ejsp.39 · Cited by 31 · see citing works
Reasoning counterfactually: Combining and rending
Revlin, R., Cate, C. L., & Rouss, T. S. (2001) · Memory & Cognition · doi:10.3758/bf03206389 · Cited by 26 · see citing works
Sanna, L. J., & Meier, S. (2000) · Journal of Research in Personality · doi:10.1006/jrpe.1999.2269 · Cited by 14 · see citing works
Counterfactual processing: Test of an hierarchical correspondence model
Klauer, K. C., Jacobsen, T., & Migulla, G. (1995) · European Journal of Social Psychology · doi:10.1002/ejsp.2420250508 · Cited by 12 · see citing works
Towards a Model Theory of Imaginary Thinking
Garnham, A., & Oakhill, J. V. (2013) · doi:10.4324/9780203775899-15 · Cited by 7 · see citing works
Uncertainty in Causal and Counterfactual Inference
Yarlett, D., & Ramscar, M. (2019) · Routledge eBooks · doi:10.4324/9781315782379-199 · Cited by 3 · see citing works
Undoing regret on Dutch television
Zeelenberg, M., van der Pligt, J., & Manstead, A. S. R. (1996) · TU/e Research Portal · Cited by 2 · see citing works
Chi (1996) · doi:10.1002/(sici)1099-0720(199611)10:7
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Schacter, D. L., Addis, D. R., Hassabis, D., Martin, V. C., Spreng, R. N., & Szpunar, K. K. (2012) · Neuron · doi:10.1016/j.neuron.2012.11.001 · Cited by 1,398 · see citing works
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Camille, N., Coricelli, G., Sallet, J., Pradat-Diehl, P., Duhamel, J.-R., & Sirigu, A. (2004) · Science · doi:10.1126/science.1094550 · Cited by 716 · see citing works
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Schacter, D. L., Benoit, R. G., De Brigard, F., & Szpunar, K. K. (2015) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2013.12.008 · Cited by 211 · see citing works
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- Authors
- Byrne, R. M. J.
- Affiliations
- Trinity College Dublin (IE)
- Corresponding author
- Byrne, Ruth M.J.
- ORCID
- Byrne, Ruth M.J.
- Venue
- Trends in Cognitive Sciences
- Publisher
- Elsevier BV
- Published
- 2002-10
- Volume
- 6
- Issue
- 10
- Pages
- 426-431
- ISSN
- 1364-6613 (ISSN-L)
- OpenAlex
- W2161797325
- Cited by
- 282
- References
- 89
- Citations by year
- 2026: 6 · 2025: 9 · 2024: 15 · 2023: 14 · 2022: 13 · 2021: 10 · 2020: 28 · 2019: 41 · 2018: 7 · 2017: 8 · 2016: 7 · 2015: 20 · 2014: 7 · 2013: 16 · 2012: 16
- FWCI
- 1.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Trends in Cognitive Sciences (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Johnson and Johnson
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Logic, Reasoning, and Knowledge
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Keywords
- counterfactual reasoning, mental models, causal reasoning, experiential learning, creativity, probability judgment, guilt and regret, blame, mental representation, counterfactual emotions
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