The Affect Heuristic
Abstract
This chapter introduces a theoretical framework that describes the importance of affect in guiding judgments and decisions. As used here, affect means the specific quality of “goodness” or “badness” (1) experienced as a feeling state (with or without consciousness) and (2) demarcating a positive or negative quality of a stimulus. Affective responses occur rapidly and automatically – note how quickly you sense the feelings associated with the stimulus words treasure or hate . We argue that reliance on such feelings can be characterized as the affect heuristic . In this chapter, we trace the development of the affect heuristic across a variety of research paths followed by ourselves and many others. We also discuss some of the important practical implications resulting from ways that this heuristic impacts our daily lives. BACKGROUND Although affect has long played a key role in many behavioral theories, it has rarely been recognized as an important component of human judgment and decision making. Perhaps befitting its rationalistic origins, the main focus of descriptive decision research has been cognitive, rather than affective. When principles of utility maximization appeared to be descriptively inadequate, Simon (1956) oriented the field toward problem-solving and information-processing models based on bounded rationality. The work of Tversky and Kahneman (1974) and Kahneman, Slovic, and Tversky (1982) demonstrated how boundedly rational individuals use such heuristics as a…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The bias in LLMs may originate from the inherent limitations of human cognition.
“The bias in LLMs may originate from the inherent limitations of human cognition.”
From Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge (2024) · cites this paper as Slovic et al., 2002
LLMs perform inconsistently when dealing with sentiment bias, potentially reflecting the phenomenon that humans are often influenced by emotions when making judgments.
“For instance, LLMs perform inconsistently when dealing with sentiment bias, potentially reflecting the phenomenon that humans are often influenced by emotions when making judgments.”
From Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge (2024) · cites this paper as Slovic et al., 2002
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Prospect Theory: An Analysis of Decision under Risk
Kahneman, D., & Tversky, A. (1979) · Econometrica · doi:10.2307/1914185 · Cited by 48,524 · see citing works
Self-efficacy: The exercise of control
Bandura, A., Freeman, W. H., & Lightsey, R. (1999) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.13.2.158 · Cited by 46,835 · see citing works
Self-efficacy: Toward a unifying theory of behavioral change
Bandura, A. (1977) · Psychological Review · doi:10.1037/0033-295x.84.2.191 · Cited by 43,925 · see citing works
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032 · see citing works
The satisfaction with life scale
Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985) · Journal of Personality Assessment · doi:10.1207/s15327752jpa4901_13 · Cited by 31,768 · see citing works
Society and the Adolescent Self-Image
Rosenberg, M. (1965) · doi:10.1515/9781400876136 · Cited by 30,126 · see citing works
Tversky, A., & Kahneman, D. (1974) · Science · doi:10.1126/science.185.4157.1124 · Cited by 28,810 · see citing works
A Theory of Cognitive Dissonance
Festinger, L. (1957) · doi:10.1515/9781503620766 · Cited by 24,241 · see citing works
The need to belong: Desire for interpersonal attachments as a fundamental human motivation.
Baumeister, R. F., & Leary, M. R. (1995) · Psychological Bulletin · doi:10.1037//0033-2909.117.3.497 · Cited by 23,245 · see citing works
Grice, H. P. (1975) · Speech Acts · doi:10.1163/9789004368811_003 · Cited by 23,221 · see citing works
A theory of social comparison processes
Festinger, L. (1954) · Human Relations · doi:10.1177/001872675400700202 · Cited by 20,926 · see citing works
The Framing of Decisions and the Psychology of Choice
Tversky, A., & Kahneman, D. (1981) · Science · doi:10.1126/science.7455683 · Cited by 17,604 · see citing works
Advances in prospect theory: Cumulative representation of uncertainty
Tversky, A., & Kahneman, D. (1992) · Journal of Risk and Uncertainty · doi:10.1007/bf00122574 · Cited by 15,467 · see citing works
Classification And Regression Trees
Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (2017) · doi:10.1201/9781315139470 · Cited by 11,417 · see citing works
Telling more than we can know: Verbal reports on mental processes.
Nisbett, R. E., & Wilson, T. D. (1977) · Psychological Review · doi:10.1037/0033-295x.84.3.231 · Cited by 11,317 · see citing works
Availability: A heuristic for judging frequency and probability
Tversky, A., & Kahneman, D. (1973) · Cognitive Psychology · doi:10.1016/0010-0285(73)90033-9 · Cited by 9,984 · see citing works
The case for motivated reasoning.
Kunda, Z. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.108.3.480 · Cited by 9,022 · see citing works
The Elaboration Likelihood Model of Persuasion
Petty, R. E., & Cacioppo, J. T. (1986) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60214-2 · Cited by 8,822 · see citing works
Illusion and well‐being: A social psychological perspective on mental health
Taylor, S. E., & Brown, J. D. (1988) · Psychological Bulletin · doi:10.1037/0033-2909.103.2.193 · Cited by 7,814 · see citing works
Baumeister, R. F., Bratslavsky, E., Finkenauer, C., & Vohs, K. D. (2001) · Review of General Psychology · doi:10.1037/1089-2680.5.4.323 · Cited by 7,678 · see citing works
Shiffrin, R. M., & Schneider, W. (1977) · Psychological Review · doi:10.1037/0033-295x.84.2.127 · Cited by 7,335 · see citing works
Motivational processes affecting learning.
Dweck, C. S. (1986) · American Psychologist · doi:10.1037/0003-066x.41.10.1040 · Cited by 6,971 · see citing works
Optimism, coping, and health: Assessment and implications of generalized outcome expectancies.
Scheier, M. F., & Carver, C. S. (1985) · Health Psychology · doi:10.1037/0278-6133.4.3.219 · Cited by 6,690 · see citing works
Implicit social cognition: Attitudes, self-esteem, and stereotypes
Greenwald, A. G., & Banaji, M. R. (1995) · Psychological Review · doi:10.1037/0033-295x.102.1.4 · Cited by 6,682 · see citing works
Kahneman, D., & Tversky, A. (1984) · American Psychologist · doi:10.1037/0003-066x.39.4.341 · Cited by 6,544 · see citing works
On the psychology of prediction.
Kahneman, D., & Tversky, A. (1973) · Psychological Review · doi:10.1037/h0034747 · Cited by 6,202 · see citing works
Controlled and automatic human information processing: I. Detection, search, and attention.
Schneider, W., & Shiffrin, R. M. (1977) · Psychological Review · doi:10.1037/0033-295x.84.1.1 · Cited by 5,902 · see citing works
Status quo bias in decision making
Samuelson, W., & Zeckhauser, R. (1988) · Journal of Risk and Uncertainty · doi:10.1007/bf00055564 · Cited by 5,897 · see citing works
Implementation intentions: Strong effects of simple plans.
Gollwitzer, P. M. (1999) · American Psychologist · doi:10.1037/0003-066x.54.7.493 · Cited by 5,478 · see citing works
Bem, D. J. (1972) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60024-6 · Cited by 5,241 · see citing works
Tyler, T. R. (2006) · doi:10.1515/9781400828609 · Cited by 5,156 · see citing works
Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias
Kahneman, D., Knetsch, J. L., & Thaler, R. H. (1991) · Journal of Economic Perspectives · doi:10.1257/jep.5.1.193 · Cited by 5,019 · see citing works
Schwarz, N., & Clore, G. L. (1983) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.45.3.513 · Cited by 4,952 · see citing works
The principles of psychology, Vol I.
James, W. (1890) · doi:10.1037/10538-000 · Cited by 4,514 · see citing works
Chase, W. G., & Simon, H. A. (1973) · Cognitive Psychology · doi:10.1016/0010-0285(73)90004-2 · Cited by 4,479 · see citing works
Negativity Bias, Negativity Dominance, and Contagion
Rozin, P., & Royzman, E. B. (2001) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0504_2 · Cited by 4,342 · see citing works
Human Cognitive Abilities: A Survey of Factor-Analytic Studies
Carroll, J. B. (1993) · doi:10.1017/cbo9780511571312 · Cited by 4,121 · see citing works
On the Self-Regulation of Behavior
Carver, C. S., & Scheier, M. F. (1998) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174794 · Cited by 4,110 · see citing works
Regret Theory: An Alternative Theory of Rational Choice Under Uncertainty
Loomes, G., & Sugden, R. (1982) · The Economic Journal · doi:10.2307/2232669 · Cited by 4,042 · see citing works
Connectionism and cognitive architecture: A critical analysis
Fodor, J. A., & Pylyshyn, Z. W. (1988) · Cognition · doi:10.1016/0010-0277(88)90031-5 · Cited by 4,022 · see citing works
PINKER, S. (1999) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1999.tb08538.x · Cited by 3,738 · see citing works
The unbearable automaticity of being
Bargh, J. A., & Chartrand, T. L. (1999) · American Psychologist · doi:10.1037/0003-066x.54.7.462 · Cited by 3,699 · see citing works
The Psychology of Self-Affirmation: Sustaining the Integrity of the Self
Steele, C. M. (1988) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60229-4 · Cited by 3,697 · see citing works
Ouellette, J. A., & Wood, W. (1998) · Psychological Bulletin · doi:10.1037/0033-2909.124.1.54 · Cited by 3,480 · see citing works
Mood and judgment: The affect infusion model (AIM).
Forgas, J. P. (1995) · Psychological Bulletin · doi:10.1037/0033-2909.117.1.39 · Cited by 3,470 · see citing works
From acts to dispositions the attribution process in person perception
Jones, E. E., & Davis, K. E. (1965) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60107-0 · Cited by 3,424 · see citing works
Pretense and representation: The origins of "theory of mind."
Leslie, A. M. (1987) · Psychological Review · doi:10.1037/0033-295x.94.4.412 · Cited by 3,379 · see citing works
Elimination by aspects: A theory of choice
Tversky, A. (1972) · Psychological Review · doi:10.1037/h0032955 · Cited by 3,365 · see citing works
(2000) · doi:10.1017/cbo9780511803475 · Cited by 2,987 · see citing works
Self-perception: An alternative interpretation of cognitive dissonance phenomena.
Bem, D. J. (1967) · Psychological Review · doi:10.1037/h0024835 · Cited by 2,959 · see citing works
Integration of the cognitive and the psychodynamic unconscious
Epstein, S. (1994) · American Psychologist · doi:10.1037/0003-066x.49.8.709 · Cited by 2,883 · see citing works
Self-reports: How the questions shape the answers.
Schwarz, N. (1999) · American Psychologist · doi:10.1037/0003-066x.54.2.93 · Cited by 2,846 · see citing works
Downward comparison principles in social psychology
Wills, T. A. (1981) · Psychological Bulletin · doi:10.1037/0033-2909.90.2.245 · Cited by 2,705 · see citing works
Out of Control: Visceral Influences on Behavior
Loewenstein, G. (1996) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1996.0028 · Cited by 2,610 · see citing works
Arkes, H. R., & Blumer, C. (1985) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(85)90049-4 · Cited by 2,573 · see citing works
Motivated closing of the mind: “Seizing” and “freezing”
Kruglanski, A. W., & Webster, D. M. (1996) · Psychological Review · doi:10.1037/0033-295x.103.2.263 · Cited by 2,379 · see citing works
“Clinical versus Actuarial Judgment.”
Dawes, R. M., Faust, D., & Meehl, P. E. (1989) · Science · doi:10.1126/science.2648573 · Cited by 2,298 · see citing works
A neuropsychological theory of positive affect and its influence on cognition.
Ashby, F. G., Isen, A. M., & Turken, A. U. (1999) · Psychological Review · doi:10.1037/0033-295x.106.3.529 · Cited by 2,270 · see citing works
Confirmation, disconfirmation, and information in hypothesis testing
Klayman, J., & Ha, Y.-W. (1987) · Psychological Review · doi:10.1037/0033-295x.94.2.211 · Cited by 2,094 · see citing works
Exposure and affect: Overview and meta-analysis of research, 1968–1987.
Bornstein, R. F. (1989) · Psychological Bulletin · doi:10.1037/0033-2909.106.2.265 · Cited by 1,970 · see citing works
Adaptive strategy selection in decision making.
Payne, J. W., Bettman, J. R., & Johnson, E. J. (1988) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.14.3.534 · Cited by 1,955 · see citing works
Gilbert, D. T., & Malone, P. S. (1995) · Psychological Bulletin · doi:10.1037/0033-2909.117.1.21 · Cited by 1,897 · see citing works
Concepts, Kinds, and Cognitive Development
Keil, F. C. (1989) · doi:10.7551/mitpress/2065.001.0001 · Cited by 1,886 · see citing works
Fazio, R. H., Jackson, J. R., Dunton, B. C., & Williams, C. J. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.69.6.1013 · Cited by 1,793 · see citing works
Jones, E. E., & Harris, V. A. (1967) · Journal of Experimental Social Psychology · doi:10.1016/0022-1031(67)90034-0 · Cited by 1,783 · see citing works
LaPiere, R. T. (1934) · Social Forces · doi:10.2307/2570339 · Cited by 1,720 · see citing works
Just world research and the attribution process: Looking back and ahead.
Lerner, M. J., & Miller, D. T. (1978) · Psychological Bulletin · doi:10.1037/0033-2909.85.5.1030 · Cited by 1,687 · see citing works
Leventhal, H., Diefenbach, M., & Leventhal, E. A. (1992) · Cognitive Therapy and Research · doi:10.1007/bf01173486 · Cited by 1,573 · see citing works
Three-year-olds’ difficulty with false belief: The case for a conceptual deficit
Perner, J., Leekam, S. R., & Wimmer, H. (1987) · British Journal of Developmental Psychology · doi:10.1111/j.2044-835x.1987.tb01048.x · Cited by 1,550 · see citing works
Cheng, P. W., & Holyoak, K. J. (1985) · Cognitive Psychology · doi:10.1016/0010-0285(85)90014-3 · Cited by 1,463 · see citing works
Thinking too much: Introspection can reduce the quality of preferences and decisions.
Wilson, T. D., & Schooler, J. W. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.60.2.181 · Cited by 1,417 · see citing works
Ease of retrieval as information: another look at the availability heuristic
Schwarz, N., Bless, H., Strack, F., Klumpp, G., Rittenauer-Schatka, H., & Simons, A. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.61.2.195 · Cited by 1,412 · see citing works
Implementation intentions and effective goal pursuit.
Gollwitzer, P. M., & Brandstätter, V. (1997) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.73.1.186 · Cited by 1,343 · see citing works
DAMASIO, A. (1990) · Behavioural Brain Research · doi:10.1016/0166-4328(90)90144-4 · Cited by 1,275 · see citing works
Duration neglect in retrospective evaluations of affective episodes.
Fredrickson, B. L., & Kahneman, D. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.65.1.45 · Cited by 1,228 · see citing works
At last, my research article on procrastination
Lay, C. H. (1986) · Journal of Research in Personality · doi:10.1016/0092-6566(86)90127-3 · Cited by 1,175 · see citing works
Support theory: a nonextensional representation of subjective probability
Tversky, A., & Koehler, D. J. (1994) · Psychological Review · doi:10.1037/0033-295x.101.4.547 · Cited by 1,167 · see citing works
Mental contamination and mental correction: Unwanted influences on judgments and evaluations.
Wilson, T. D., & Brekke, N. (1994) · Psychological Bulletin · doi:10.1037/0033-2909.116.1.117 · Cited by 1,157 · see citing works
S-R compatibility: spatial characteristics of stimulus and response codes.
Fitts, P. M., & Seeger, C. M. (1953) · Journal of Experimental Psychology · doi:10.1037/h0062827 · Cited by 1,088 · see citing works
Redelmeier, D. A., & Kahneman, D. (1996) · Pain · doi:10.1016/0304-3959(96)02994-6 · Cited by 1,078 · see citing works
Hastorf, A. H., & Cantril, H. (1954) · The Journal of Abnormal and Social Psychology · doi:10.1037/h0057880 · Cited by 882 · see citing works
Reluctance 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
Dunning, D., Meyerowitz, J. A., & Holzberg, A. D. (1989) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.57.6.1082 · Cited by 758 · see citing works
Fault trees: sensitivity of estimated failure probabilities to problem representation
Fischhoff, B., Slovic, P., & Lichtenstein, S. (1978) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.4.2.330 · Cited by 708 · see citing works
Self-citationUnit weighting schemes for decision making
Einhorn, H. J., & Hogarth, R. M. (1975) · Organizational Behavior and Human Performance · doi:10.1016/0030-5073(75)90044-6 · Cited by 673 · see citing works
Begg, I. M., Anas, A., & Farinacci, S. (1992) · Journal of Experimental Psychology: General · doi:10.1037//0096-3445.121.4.446 · Cited by 650 · see citing works
The dilution effect: Nondiagnostic information weakens the implications of diagnostic information
Nisbett, R. E., Zukier, H., & Lemley, R. E. (1981) · Cognitive Psychology · doi:10.1016/0010-0285(81)90010-4 · Cited by 605 · see citing works
Evidential impact of base rates
Tversky, A., & Kahneman, D. (1982) · Judgment under Uncertainty · doi:10.1017/cbo9780511809477.011 · Cited by 591 · see citing works
Events and subjective well-being: Only recent events matter.
Suh, E., Diener, E., & Fujita, F. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.70.5.1091 · Cited by 558 · see citing works
Mussweiler, T., Strack, F., & Pfeiffer, T. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/01461672002611010 · Cited by 556 · see citing works
“How Probable is Probable? A Numerical Translation of Verbal Probability Expressions.”
Beyth‐Marom, R. (1982) · Journal of Forecasting · doi:10.1002/for.3980010305 · Cited by 527 · see citing works
Accountability and the Perseverance of First Impressions
Tetlock, P. E. (1983) · Social Psychology Quarterly · doi:10.2307/3033716 · Cited by 513 · see citing works
Managerial myopia: Self-serving biases in organizational planning.
Larwood, L., & Whittaker, W. (1977) · Journal of Applied Psychology · doi:10.1037/0021-9010.62.2.194 · Cited by 490 · see citing works
Do frequency representations eliminate conjunction effects? An exercise in adversarial collaboration
Mellers, B., Hertwig, R., & Kahneman, D. (2001) · Psychological Science · doi:10.1111/1467-9280.00350 · Cited by 448 · see citing works
Causes and effects of my disturbing little book
Meehl, P. E. (1986) · Journal of Personality Assessment · doi:10.1207/s15327752jpa5003_6 · Cited by 410 · see citing works
Subjective Construal, Social Inference, and Human Misunderstanding
Griffin, D. W., & Ross, L. (1991) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60333-0 · Cited by 404 · see citing works
Hinds, P. J. (1999) · Journal of Experimental Psychology: Applied · doi:10.1037/1076-898x.5.2.205 · Cited by 397 · see citing works
Hintzman, D. L. (1976) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(08)60464-8 · Cited by 388 · see citing works
Reliability of Subjective Probability Forecasts of Precipitation and Temperature
Murphy, A. H., & Winkler, R. L. (1977) · Applied Statistics · doi:10.2307/2346866 · Cited by 386 · see citing works
Craving for Alcohol, Loss of Control, and Relapse: A Cognitive-Behavioral Analysis
Marlatt, G. A. (1978) · Alcoholism · doi:10.1007/978-1-4613-2874-2_11 · Cited by 362 · see citing works
Effects of procedural and outcome accountability on judgment quality
Siegel-Jacobs, K., & Yates, J. F. (1996) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1996.0001 · Cited by 327 · see citing works
When shall we use our heads instead of the formula?
Meehl, P. E. (1957) · Journal of Counseling Psychology · doi:10.1037/h0047554 · Cited by 310 · see citing works
Stated expectations as functions of probability and desirability of outcomes
IRWIN, F. W. (1953) · Journal of Personality · doi:10.1111/j.1467-6494.1953.tb01775.x · Cited by 281 · see citing works
Cross-Cultural Variations in Probability Judgment Accuracy: Beyond General Knowledge Overconfidence?
Yates, J. F., Lee, J.-W., Shinotsuka, H., Patalano, A. L., & Sieck, W. R. (1998) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1998.2771 · Cited by 220 · see citing works
Sternberg, R. J., & Kaufman, J. C. (1998) · Annual Review of Psychology · doi:10.1146/annurev.psych.49.1.479 · Cited by 213 · see citing works
Cultural differences in probabilistic thinking
Wright, G. N., Phillips, L. D., Whalley, P. C., Choo, G. T., Ng, K.-O., Tan, I., & Wisudha, A. (1978) · Journal of Cross-Cultural Psychology · doi:10.1177/002202217893002 · Cited by 168 · see citing works
The influence of motor processes on attitudes toward novel versus familiar semantic stimuli
Priester, J. R., Cacioppo, J. T., & Petty, R. E. (1996) · Personality and Social Psychology Bulletin · doi:10.1177/0146167296225002 · Cited by 144 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Loewenstein, G. F., Weber, E. U., Hsee, C. K., & Welch, N. (2001) · Psychological Bulletin · doi:10.1037/0033-2909.127.2.267 · Cited by 5,955 · see citing works
A perspective on judgment and choice: mapping bounded rationality.
Kahneman, D. (2003) · American Psychologist · doi:10.1037/0003-066x.58.9.697 · Cited by 5,540 · see citing works
Maps of Bounded Rationality: Psychology for Behavioral Economics
Kahneman, D. (2003) · American Economic Review · doi:10.1257/000282803322655392 · Cited by 5,377 · see citing works
Risk as Analysis and Risk as Feelings: Some Thoughts about Affect, Reason, Risk, and Rationality
Slovic, P., Finucane, M. L., Peters, E., & MacGregor, D. G. (2004) · Risk Analysis · doi:10.1111/j.0272-4332.2004.00433.x · Cited by 3,885 · see citing works
Self-citationA Domain-Specific Risk-Taking (DOSPERT) scale for adult populations
Blais, A.-R., & Weber, E. U. (2006) · Judgment and Decision Making · doi:10.1017/s1930297500000334 · Cited by 1,286 · see citing works
Kokolakis, S. (2017) · Computers & Security · doi:10.1016/j.cose.2015.07.002 · Cited by 1,229 · see citing works
Neural Predictors of Purchases
Knutson, B., Rick, S., Wimmer, G. E., Prelec, D., & Loewenstein, G. (2007) · Neuron · doi:10.1016/j.neuron.2006.11.010 · Cited by 1,171 · see citing works
Distributed Neural Representation of Expected Value
Knutson, B., Taylor, J., Kaufman, M., Peterson, R., & Glover, G. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.0642-05.2005 · Cited by 955 · see citing works
Adolescent risk taking, impulsivity, and brain development: Implications for prevention
Romer, D. (2010) · Developmental Psychobiology · doi:10.1002/dev.20442 · Cited by 691 · see citing works
Music, Pandas, and Muggers: On the Affective Psychology of Value.
Hsee, C. K., & Rottenstreich, Y. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.1.23 · Cited by 654 · see citing works
Lodge, M., & Taber, C. S. (2005) · Political Psychology · doi:10.1111/j.1467-9221.2005.00426.x · Cited by 588 · see citing works
Emotion and Rationality: A Critical Review and Interpretation of Empirical Evidence
Pham, M. T. (2007) · Review of General Psychology · doi:10.1037/1089-2680.11.2.155 · Cited by 552 · see citing works
Gerber, N., Gerber, P., & Volkamer, M. (2018) · Computers & Security · doi:10.1016/j.cose.2018.04.002 · Cited by 511 · see citing works
Investment behavior and the negative side of emotion
Shiv, B., Loewenstein, G., Bechara, A., Damasio, H., & Damasio, A. R. (2005) · Psychological Science · doi:10.1111/j.0956-7976.2005.01553.x · Cited by 485 · see citing works
The design with intent method: A design tool for influencing user behaviour
Lockton, D., Harrison, D., & Stanton, N. A. (2010) · Applied Ergonomics · doi:10.1016/j.apergo.2009.09.001 · Cited by 419 · see citing works
Kehr, F., Kowatsch, T., Wentzel, D., & Fleisch, E. (2015) · Information Systems Journal · doi:10.1111/isj.12062 · Cited by 410 · see citing works
Emotion regulation and decision making under risk and uncertainty
Heilman, R. M., Crişan, L. G., Houser, D., Miclea, M., & Miu, A. C. (2010) · Emotion · doi:10.1037/a0018489 · Cited by 369 · see citing works
The Relationship Between Uncertainty and Affect
Anderson, E. C., Carleton, R. N., Diefenbach, M., & Han, P. K. J. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02504 · Cited by 332 · see citing works
The social impact of natural language processing
Hovy, D., & Spruit, S. L. (2016) · Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) · doi:10.18653/v1/p16-2096 · Cited by 329 · see citing works
Smith, N., & Leiserowitz, A. (2012) · Risk Analysis · doi:10.1111/j.1539-6924.2012.01801.x · Cited by 292 · see citing works
Mental models and counterfactual thoughts about what might have been
Byrne, R. M. J. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)01974-5 · Cited by 282 · see citing works
Triangulating the Neural, Psychological, and Economic Bases of Guilt Aversion
Chang, L. J., Smith, A., Dufwenberg, M., & Sanfey, A. G. (2011) · Neuron · doi:10.1016/j.neuron.2011.02.056 · Cited by 260 · see citing works
Heuristics as adaptive decision strategies in management: HEURISTICS IN MANAGEMENT
Artinger, F., Petersen, M., Gigerenzer, G., & Weibler, J. (2015) · Journal of Organizational Behavior · doi:10.1002/job.1950 · Cited by 255 · see citing works
The Functions of Affect in Health Communications and in the Construction of Health Preferences
Peters, E., Lipkus, I., & Diefenbach, M. A. (2006) · Journal of Communication · doi:10.1111/j.1460-2466.2006.00287.x · Cited by 251 · see citing works
Self-citationDoes affective polarization undermine democratic norms or accountability? Maybe not
Broockman, D. E., Kalla, J. L., & Westwood, S. J. (2023) · American Journal of Political Science · doi:10.1111/ajps.12719 · Cited by 297 · see citing works
Block, L. G., Keller, P. A., Vallen, B., Williamson, S., Birau, M. M., Grinstein, A., Haws, K. L., LaBarge, M. C., Lamberton, C., Moore, E. S., et al. (2016) · Journal of Public Policy & Marketing · doi:10.1509/jppm.15.132 · Cited by 231 · see citing works
Doris, J. M., & The Moral Psychology Research Group (2010) · doi:10.1093/acprof:oso/9780199582143.001.0001 · Cited by 227 · see citing works
The relationship between website quality, trust and price premiums at online auctions
Gregg, D. G., & Walczak, S. (2010) · Electronic Commerce Research · doi:10.1007/s10660-010-9044-2 · Cited by 208 · see citing works
A dual system model of preferences under risk
Mukherjee, K. (2010) · Psychological Review · doi:10.1037/a0017884 · Cited by 198 · see citing works
Public perception of carbon capture and storage: A state-of-the-art overview
Tcvetkov, P., Cherepovitsyn, A., & Fedoseev, S. (2019) · Heliyon · doi:10.1016/j.heliyon.2019.e02845 · Cited by 185 · see citing works
A psychology of the human brain-gut-microbiome axis
Allen, A. P., Dinan, T. G., Clarke, G., & Cryan, J. F. (2017) · Social and Personality Psychology Compass · doi:10.1111/spc3.12309 · Cited by 174 · see citing works
The human amygdala and orbital prefrontal cortex in behavioural regulation
Dolan, R. J. (2007) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2007.2088 · Cited by 150 · see citing works
Experiences of collaborative research
Kahneman, D. (2003) · American Psychologist · doi:10.1037/0003-066x.58.9.723 · Cited by 149 · see citing works
Brauner, P., Hick, A., Philipsen, R., & Ziefle, M. (2023) · Frontiers in Computer Science · doi:10.3389/fcomp.2023.1113903 · Cited by 143 · see citing works
Habitual entrepreneurs: possible cases of entrepreneurship addiction?
Spivack, A. J., McKelvie, A., & Haynie, J. M. (2014) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2013.11.002 · Cited by 124 · see citing works
How fear-arousing news messages affect risk perceptions and intention to talk about risk
Paek, H.-J., Oh, S.-H., & Hove, T. (2016) · Health Communication · doi:10.1080/10410236.2015.1037419 · Cited by 115 · see citing works
The biological function of consciousness
Earl, B. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00697 · Cited by 117 · see citing works
Boy, J., Pandey, A. V., Emerson, J., Satterthwaite, M., Nov, O., & Bertini, E. (2017) · Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025512 · Cited by 104 · see citing works
An initiation–termination two-phase model of worrying
Berenbaum, H. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2010.06.011 · Cited by 88 · see citing works
Aerni, P. (2009) · Ecological Economics · doi:10.1016/j.ecolecon.2008.12.016 · Cited by 82 · see citing works
Dunton, G. F., & Atienza, A. A. (2009) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2008.10.019 · Cited by 73 · see citing works
A neuropsychological approach to understanding risk-taking for potential gains and losses
Levin, I. P., Xue, G., Weller, J. A., Reimann, M., Lauriola, M., & Bechara, A. (2012) · Frontiers in Neuroscience · doi:10.3389/fnins.2012.00015 · Cited by 73 · see citing works
Liu, P., Du, Y., & Xu, Z. (2019) · Accident Analysis & Prevention · doi:10.1016/j.aap.2019.02.012 · Cited by 65 · see citing works
Kätsyri, J., Kinnunen, T., Kusumoto, K., Oittinen, P., & Ravaja, N. (2016) · PLOS ONE · doi:10.1371/journal.pone.0153712 · Cited by 67 · see citing works
Too many immigrants? Examining alternative forms of immigrant population innumeracy
Herda, D. (2013) · Sociological Perspectives · doi:10.1525/sop.2013.56.2.213 · Cited by 54 · see citing works
Public understanding in Great Britain of ocean acidification
Capstick, S. B., Pidgeon, N. F., Corner, A. J., Spence, E. M., & Pearson, P. N. (2016) · Nature Climate Change · doi:10.1038/nclimate3005 · Cited by 53 · see citing works
Brooks, V. (2012) · Research Papers in Education · doi:10.1080/02671520903331008 · Cited by 45 · see citing works
Deciding in the dark: Age differences in intuitive risk judgment.
Shulman, E. P., & Cauffman, E. (2014) · Developmental Psychology · doi:10.1037/a0032778 · Cited by 39 · see citing works
Emotional Schema Therapy: A Bridge Over Troubled Waters
Leahy, R. L. (2011) · Acceptance and Mindfulness in Cognitive Behavior Therapy · doi:10.1002/9781118001851.ch5 · Cited by 26 · see citing works
Why we dehumanize illegal immigrants: A US mixed-methods study
Markowitz, D. M., & Slovic, P. (2021) · PLOS ONE · doi:10.1371/journal.pone.0257912 · Cited by 21 · see citing works
Self-citationJustice or Prejudice? Quantifying Biases in LLM-as-a-Judge
Ye, J., Wang, Y., Huang, Y., Chen, D., Zhang, Q., Moniz, N., Gao, T., Geyer, W., Huang, C., Chen, P.-Y., et al. (2024) · arXiv · doi:10.48550/arxiv.2410.02736 · Cited by 11 · see citing works
- Authors
- Slovic, P., Finucane, M., Peters, E., & MacGregor, D. G.
- Affiliations
- Decision Research (US)
- Venue
- Heuristics and Biases
- Publisher
- Cambridge University Press
- Published
- 2002-07-08
- Pages
- 397-420
- OpenAlex
- W2070203783
- Cited by
- 2,349
- References
- 108
- Citations by year
- 2026: 27 · 2025: 25 · 2024: 36 · 2023: 31 · 2022: 36 · 2021: 133 · 2020: 142 · 2019: 127 · 2018: 151 · 2017: 144 · 2016: 142 · 2015: 180 · 2014: 150 · 2013: 156 · 2012: 131
- FWCI
- 39.75
- Type
- book chapter
- Language
- fr
- Open access
- closed
- Locations
- Cambridge University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Psychology of Moral and Emotional Judgment
- Social Sciences › Decision Sciences › Management Science and Operations Research › Leadership, Behavior, and Decision-Making Studies
- Keywords
- affect heuristic, affect, judgment and decision making, heuristics, bounded rationality, emotional responses, emotional valence, utility maximization, availability heuristic, representativeness heuristic, anchoring and adjustment, elimination by aspects
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review