“How Probable is Probable? A Numerical Translation of Verbal Probability Expressions.”
Abstract
Abstract The reported experiment took place in a professional forecasting organization accustomed to giving verbal probability assessments (‘likely’, ‘probable’, etc.). It attempts to highlight the communication problems caused by verbal probability expressions and to offer possible solutions that are compatible with the forecasters overall perspective on their jobs Experts in the organization were first asked to give a numerical translation to 30 different verbal probability expressions most of which were taken from the organization's own published political forecasts. In a second part of the experiment the experts were given 15 paragraphs selected from the organization's political publications each of which contained at least one verbal expression of probability. Subjects were again asked to give a numerical translation to each verbal probability expression The results indicate that (a) there is a high variability in the interpretation of verbal probability expressions and (b) the variability is even higher in context. Possible reasons for the context effect are discussed and practical implications are suggested.
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?
When analysts use terms like high confidence, there is no reliable way to know whether they mean probabilities closer to 70 percent or to 90 percent.
“When analysts use terms like”
From The Value of Precision in Probability Assessment: Evidence from a Large-Scale Geopolitical Forecasting Tournament (2018) · cites this paper as Beyth-Merom 1982
Cites
Calibration of probabilities: the state of the art to 1980
Lichtenstein, S., Fischhoff, B., & Phillips, L. D. (1982) · Judgment under Uncertainty · doi:10.1017/cbo9780511809477.023 · Cited by 1,967 · see citing works
Winkler, R. L., & Murphy, A. H. (1968) · Journal of applied meteorology · doi:10.1175/1520-0450(1968)007 · Cited by 338 · see citing works
Empirical scaling of common verbal phrases associated with numerical probabilities
Lichtenstein, S., & Newman, J. R. (1967) · Psychonomic Science · doi:10.3758/bf03327890 · Cited by 313 · see citing works
The specific meanings of certain terms indicating differing degrees of frequency
Simpson, R. H. (1944) · Quarterly Journal of Speech · doi:10.1080/00335634409381009 · Cited by 107 · see citing works
Value as a Determiner of Subjective Probability
Slovic, P. (1966) · IEEE Transactions on Human Factors in Electronics · doi:10.1109/thfe.1966.231980 · Cited by 79 · see citing works
Stability in meanings for quantitative terms: A comparison over 20 years
Simpson, R. H. (1963) · Quarterly Journal of Speech · doi:10.1080/00335636309382600 · Cited by 58 · see citing works
Subjective Probability Forecasting Experiments in Meteorology: Some Preliminary Results
Murphy, A. H., & Winkler, R. L. (1974) · Bulletin of the American Meteorological Society · doi:10.1175/1520-0477(1974)055 · Cited by 53 · see citing works
Word usage and synonym representation in the English language.
Lepley, W. M., & Kobrick, J. L. (1952) · Journal of Abnormal & Social Psychology · doi:10.1037/h0059745 · Cited by 6 · see citing works
Flagged first, then by citations
1 of the 9 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Individual differences in reasoning: Implications for the rationality debate?
Stanovich, K. E., & West, R. F. (2000) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00003435 · Cited by 4,255 · see citing works
Extensional versus intuitive reasoning: The conjunction fallacy in probability judgment.
Tversky, A., & Kahneman, D. (1983) · Psychological Review · doi:10.1037/0033-295x.90.4.293 · Cited by 3,991 · see citing works
Heuristics and Biases: The Psychology of Intuitive Judgment
Bottom, W. P., Gilovich, T. D., Griffin, D., & Kahneman, D. J. (2004) · Academy of Management Review · doi:10.2307/20159081 · Cited by 3,579 · see citing works
Norm theory: Comparing reality to its alternatives
Kahneman, D., & Miller, D. T. (1986) · Psychological Review · doi:10.1037/0033-295x.93.2.136 · Cited by 3,158 · 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
“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
(2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098 · Cited by 2,214 · see citing works
The weighing of evidence and the determinants of confidence
Griffin, D., & Tversky, A. (1992) · Cognitive Psychology · doi:10.1016/0010-0285(92)90013-r · Cited by 1,796 · 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
Manski, C. F. (2004) · Econometrica · doi:10.1111/j.1468-0262.2004.00537.x · Cited by 1,433 · 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
The Hot Hand in Basketball: On the Misperception of Random Sequences
Gilovich, T., Vallone, R., & Tversky, A. (1985) · Cognitive Psychology · doi:10.1016/0010-0285(85)90010-6 · Cited by 1,649 · see citing works
The use of statistical heuristics in everyday inductive reasoning
Nisbett, R., Krantz, D., Jepson, C., & Kunda, Z. (1983) · Psychological Review · doi:10.1037/0033-295x.90.4.339 · Cited by 802 · see citing works
Statistical Methods for Eliciting Probability Distributions
Garthwaite, P. H., Kadane, J. B., & O’Hagan, A. (2005) · Journal of the American Statistical Association · doi:10.1198/016214505000000105 · Cited by 800 · see citing works
Zimmermann, H. ‐. (2010) · Wiley Interdisciplinary Reviews Computational Statistics · doi:10.1002/wics.82 · Cited by 769 · 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
Stewart, N., Chater, N., & Brown, G. D. A. (2006) · Cognitive Psychology · doi:10.1016/j.cogpsych.2005.10.003 · Cited by 737 · see citing works
Dunning, D. A., Meyerowitz, J. A., & Holzberg, A. D. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.020 · Cited by 688 · see citing works
Risk Perception and Communication
Fischhoff, B., Bostrom, A., & Quadrel, M. J. (1993) · Annual Review of Public Health · doi:10.1146/annurev.pu.14.050193.001151 · Cited by 636 · see citing works
Calibration and probability judgements: Conceptual and methodological issues
Keren, G. (1991) · Acta Psychologica · doi:10.1016/0001-6918(91)90036-y · Cited by 575 · see citing works
Hypothesis evaluation from a Bayesian perspective.
Fischhoff, B., & Marom, T. (1983) · Psychological Review · doi:10.1037/0033-295x.90.3.239 · Cited by 539 · see citing works
Measuring the Vague Meanings of Probability Terms
Wallsten, T., Budescu, D., Rapoport, A., Zwick, R., & Forsyth, B. H. (1986) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.115.4.348 · Cited by 504 · see citing works
Unpacking, repacking, and anchoring: Advances in support theory.
Rottenstreich, Y., & Tversky, A. (1997) · Psychological Review · doi:10.1037/0033-295x.104.2.406 · Cited by 437 · see citing works
Incorporating the Irrelevant: Anchors in Judgments of Belief and Value
Chapman, G. B., & Johnson, E. J. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.008 · Cited by 410 · see citing works
Sloman, S. A. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.024 · Cited by 407 · see citing works
Budescu, D. V., Broomell, S., & Por, H.-H. (2009) · Psychological Science · doi:10.1111/j.1467-9280.2009.02284.x · Cited by 402 · see citing works
On the measurement of preferences in the analytic hierarchy process
Salo, A. A., & Hämäläinen, R. P. (1997) · Journal of Multi-Criteria Decision Analysis · doi:10.1002/(sici)1099-1360(199711)6:6 · Cited by 398 · see citing works
Quadrel, M. J., Fischhoff, B., & Davis, W. (1993) · American Psychologist · doi:10.1037//0003-066x.48.2.102 · Cited by 397 · see citing works
Selecting Uncertainty Calculi and Granularity: An Experiment in Trading-off Precision and Complexity
Bonissone, P., & Decker, K. S. (1985) · Conference on Uncertainty in Artificial Intelligence · doi:10.1016/b978-0-444-70058-2.50021-8 · Cited by 509 · see citing works
Imagining Can Heighten or Lower the Perceived Likelihood of Contracting a Disease
Sherman, S., Cialdini, R., Schwartzman, D. F., & Reynolds, K. (1985) · Personality and Social Psychology Bulletin · doi:10.1177/0146167285111011 · Cited by 310 · see citing works
When less is more: Counterfactual thinking and satisfaction among Olympic medalists.
Medvec, V. H., Madey, S. F., & Gilovich, T. D. (1995) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.69.4.603 · Cited by 507 · see citing works
Audit Reporting for Going-Concern Uncertainty: A Research Synthesis
Carson, E., FARGHER, N. L., Geiger, M. A., Lennox, C. S., Raghunandan, K., & Willekens, M. (2012) · Auditing A Journal of Practice & Theory · doi:10.2308/ajpt-50324 · Cited by 362 · see citing works
P.P. Nayak and L. Joskowicz, Efficient compositional modeling for generating causal explations
(1996) · Artificial Intelligence · doi:10.1016/0004-3702(96)80451-6 · Cited by 349 · see citing works
Verbal probabilities: Ambiguous, context-dependent, or both?
Brun, W., & Teigen, K. H. (1988) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(88)90036-2 · Cited by 334 · see citing works
Assessing uncertainty in physical constants
Henrion, M., & Fischhoff, B. (1986) · American Journal of Physics · doi:10.1119/1.14447 · Cited by 299 · see citing works
Measuring psychological uncertainty: Verbal versus numeric methods.
Windschitl, P. D., & Wells, G. L. (1996) · Journal of Experimental Psychology: Applied · doi:10.1037/1076-898x.2.4.343 · Cited by 326 · see citing works
Introduction – Heuristics and Biases: Then and Now
Gilovich, T. D., & Griffin, D. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.002 · Cited by 305 · see citing works
Facing uncertainty in the game of bridge: A calibration study
Keren, G. B. (1987) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(87)90047-1 · Cited by 302 · see citing works
The interpretation of IPCC probabilistic statements around the world
Budescu, D. V., Por, H.-H., Broomell, S. B., & Smithson, M. (2014) · Nature Climate Change · doi:10.1038/nclimate2194 · Cited by 291 · see citing works
Norm Theory: Comparing Reality to Its Alternatives
Kahneman, D. J., & Miller, D. T. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.022 · Cited by 284 · see citing works
Measures of uncertainty in expert systems
Walley, P. (1996) · Artificial Intelligence · doi:10.1016/0004-3702(95)00009-7 · Cited by 284 · see citing works
Decisions based on numerically and verbally expressed uncertainties.
Budescu, D. V., Weinberg, S., & Wallsten, T. S. (1988) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.14.2.281 · Cited by 252 · see citing works
Comparing the calibration and coherence of numerical and verbal probability judgments
Wallsten, T., Budescu, D., & Zwick, R. (1993) · Management Science · doi:10.1287/mnsc.39.2.176 · Cited by 252 · see citing works
Consistency in interpretation of probabilistic phrases
Budescu, D. V., & Wallsten, T. S. (1985) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(85)90007-x · Cited by 300 · see citing works
Teigen, K. H., & Brun, W. (1999) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1999.2857 · Cited by 233 · see citing works
Compatibility Effects in Judgment and Choice
Slovic, P., Griffin, D., & Tversky, A. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.014 · Cited by 233 · see citing works
On the state of the art: risk communication to the public
Bier, V. M. (2001) · Reliability Engineering & System Safety · doi:10.1016/s0951-8320(00)00090-9 · Cited by 225 · see citing works
Techniques for estimating uncertainty in climate change scenarios and impact studies
Katz, R. W. (2002) · Climate Research · doi:10.3354/cr020167 · Cited by 223 · see citing works
Fischhoff, B., & Furby, L. (1988) · Journal of Risk and Uncertainty · doi:10.1007/bf00056166 · Cited by 233 · see citing works
Survey Measurement of Probabilistic Macroeconomic Expectations: Progress and Promise
Manski, C. F. (2018) · NBER Macroeconomics Annual · doi:10.1086/696061 · Cited by 218 · see citing works
Schwarz, N., & Vaughn, L. A. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.007 · Cited by 210 · see citing works
When Predictions Fail: The Dilemma of Unrealistic Optimism
Armor, D. A., & Taylor, S. E. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.021 · Cited by 205 · see citing works
Processing Linguistic Probabilities: General Principles and Empirical Evidence
Budescu, D. V., & Wallsten, T. S. (1995) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60313-8 · Cited by 203 · see citing works
Probability judgment accuracy: China, Japan, and the United States
Yates, J., Zhu, Y., Ronis, D., Wang, D.-F., Shinotsuka, H., & Toda, M. (1989) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(89)90048-4 · Cited by 206 · see citing works
Pracejus, J. W., Olsen, G. D., & Brown, N. R. (2003) · Journal of Advertising · doi:10.1080/00913367.2003.10639146 · Cited by 196 · see citing works
Preferences and reasons for communicating probabilistic information in verbal or numerical terms
Wallsten, T. S., Budescu, D. V., Zwick, R., & Kemp, S. M. (1993) · Bulletin of the Psychonomic Society · doi:10.3758/bf03334162 · Cited by 291 · see citing works
Sympathetic Magical Thinking: The Contagion and Similarity “Heuristics”
Rozin, P. N., & Nemeroff, C. J. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.013 · Cited by 192 · see citing works
How alike is it versus how likely is it: A disjunction fallacy in probability judgments.
Bar‐Hillel, M., & Neter, E. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.65.6.1119 · Cited by 189 · see citing works
Effective Communication of Uncertainty in the IPCC Reports
Budescu, D. V., Por, H.-H., & Broomell, S. B. (2012) · Climatic Change · doi:10.1007/s10584-011-0330-3 · Cited by 261 · see citing works
Talking probabilities: communicating probabilistic information with words and numbers
Renooij, S., & Witteman, C. L. M. (1999) · International Journal of Approximate Reasoning · doi:10.1016/s0888-613x(99)00027-4 · Cited by 13 · see citing works
Interpretation of uncertainty expressions
Doupnik, T. S., & Richter, M. (2003) · Accounting Organizations and Society · doi:10.1016/s0361-3682(02)00010-7 · Cited by 180 · see citing works
Quantifying Probabilistic Expressions
Mosteller, F. C., & Youtz, C. (1990) · Statistical Science · doi:10.1214/ss/1177012242 · Cited by 180 · see citing works
Kassirer, J. P. (1989) · Annals of Internal Medicine · doi:10.7326/0003-4819-110-11-893 · Cited by 172 · see citing works
Fischhoff, B. (1994) · International Journal of Forecasting · doi:10.1016/0169-2070(94)90069-8 · Cited by 170 · see citing works
Individual Differences in Reasoning: Implications for the Rationality Debate?
Stanovich, K. E., & West, R. F. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.026 · Cited by 168 · see citing works
Inside the Planning Fallacy: The Causes and Consequences of Optimistic Time Predictions
Buehler, R., Griffin, D., & Ross, M. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.016 · Cited by 161 · see citing works
Resistance of personal risk perceptions to debiasing interventions.
Weinstein, N. D., & Klein, W. M. P. (1995) · Health Psychology · doi:10.1037//0278-6133.14.2.132 · Cited by 593 · see citing works
Yes, but it is uncertain: Direction and communicative intention of verbal probabilistic terms
Teigen, K. H., & Brun, W. (1995) · Acta Psychologica · doi:10.1016/0001-6918(93)e0071-9 · Cited by 162 · see citing works
A review of human linguistic probability processing: General principles and empirical evidence
Wallsten, T. S., & Budescu, D. V. (1995) · The Knowledge Engineering Review · doi:10.1017/s0269888900007256 · Cited by 161 · see citing works
Gurmankin, A. D., Baron, J. A., & Armstrong, K. (2004) · Medical Decision Making · doi:10.1177/0272989x04265482 · Cited by 154 · see citing works
Gilbert, D. T. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.011 · Cited by 149 · see citing works
Feelings as Information: Moods Influence Judgments and Processing Strategies
Schwarz, N. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.031 · Cited by 146 · see citing works
The calibration of expert judgment: heuristics and biases beyond the laboratory
Koehler, D. J., Brenner, L., & Griffin, D. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.041 · Cited by 146 · see citing works
Karelitz, T. M., & Budescu, D. V. (2004) · Journal of Experimental Psychology Applied · doi:10.1037/1076-898x.10.1.25 · Cited by 141 · see citing works
Predicting the directionality of probability words from their membership functions
Budescu, D. V., Karelitz, T. M., & Wallsten, T. S. (2003) · Journal of Behavioral Decision Making · doi:10.1002/bdm.440 · Cited by 140 · see citing works
Harris, A. J. L., & Corner, A. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0024195 · Cited by 138 · see citing works
Selection of verbal probabilities: A solution for some problems of verbal probability expression
Hamm, R. M. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90012-i · Cited by 138 · see citing works
Eliciting knowledge for analytical representation
Fischhoff, B. (1989) · IEEE Transactions on Systems Man and Cybernetics · doi:10.1109/21.31052 · Cited by 126 · see citing works
Counterfactual Thought, Regret, and Superstition: How to Avoid Kicking Yourself
Miller, D. T., & Taylor, B. R. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.023 · Cited by 120 · see citing works
How Good are Fast and Frugal Heuristics?
Gigerenzer, G., Czerlinski, J., & Martignon, L. F. (1999) · Springer eBooks · doi:10.1007/978-1-4615-5089-1_6 · Cited by 123 · see citing works
Summarizing and propagating uncertain information with triangular norms
Bonissone, P. P. (1987) · International Journal of Approximate Reasoning · doi:10.1016/0888-613x(87)90005-3 · Cited by 120 · see citing works
Understanding Misunderstanding: Social Psychological Perspectives
Pronin, E., Puccio, C., & Ross, L. D. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.038 · Cited by 118 · see citing works
The Oxford Handbook of Experimental Semantics and Pragmatics
Cummins, C., & Katsos, N. (2019) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780198791768.001.0001 · Cited by 122 · see citing works
Piercey, M. D. (2008) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2008.05.004 · Cited by 112 · see citing works
An Experiment on the Numerical Modelling of Verbal Ratio Statements
Pöyhönen, M., Hämäläinen, R. P., & Salo, A. A. (1997) · Journal of Multi-Criteria Decision Analysis · doi:10.1002/(sici)1099-1360(199701)6:1 · Cited by 110 · see citing works
Hanson, R. K., Babchishin, K., Helmus, L., Thornton, D., & Phenix, A. (2017) · Psychological Assessment · doi:10.1037/pas0000371 · Cited by 93 · see citing works
Theil, M. (2002) · Journal of Risk Research · doi:10.1080/13669870110038179 · Cited by 106 · see citing works
Extensional versus Intuitive Reasoning
Tversky, A., & Kahneman, D. J. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.003 · Cited by 107 · see citing works
A systematic review of information in decision aids
Feldman‐Stewart, D., Brennenstuhl, S., McIssac, K., Austoker, J., Charvet-Bérard, A., Hewitson, P., Sepucha, K., & Whelan, T. J. (2006) · Health Expectations · doi:10.1111/j.1369-7625.2006.00420.x · Cited by 103 · see citing works
Frederick, S. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511808098.032 · Cited by 99 · see citing works
Verbal probabilities: Very likely to be somewhat more confusing than numbers
Wintle, B., Fraser, H. S., Wills, B. C., Nicholson, A. E., & Fidler, F. (2019) · PLoS ONE · doi:10.1371/journal.pone.0213522 · Cited by 70 · see citing works
Teigen, K. H. (1988) · Acta Psychologica · doi:10.1016/0001-6918(88)90043-1 · Cited by 100 · see citing works
Asking About Numbers: Why and How
Ansolabehere, S. D., Meredith, M. N., & Snowberg, E. (2012) · Political Analysis · doi:10.1093/pan/mps031 · Cited by 99 · see citing works
Measuring Perceptions of Breast Cancer Risk
Levy, A. G., Shea, J. A., Williams, S. V., Quistberg, D. A., & Armstrong, K. (2006) · Cancer Epidemiology Biomarkers & Prevention · doi:10.1158/1055-9965.epi-05-0482 · Cited by 98 · see citing works
Risk perception and communication: recent developments and implications for anaesthesia
Adams, A. M., & Smith, A. F. (2001) · Anaesthesia · doi:10.1046/j.1365-2044.2001.02135.x · Cited by 93 · see citing works
Proctor, M. D., & Dahan, Y. (2012) · Computers & Education · doi:10.1016/j.compedu.2012.10.022 · Cited by 92 · see citing works
McBride, M. F., & Burgman, M. A. (2011) · Springer eBooks · doi:10.1007/978-1-4614-1034-8_2 · Cited by 90 · see citing works
Klayman, J. (1993) · Cognition · doi:10.1016/0010-0277(93)90037-v · Cited by 87 · see citing works
Gurmankin, A. D., Baron, J. A., & Armstrong, K. (2004) · Risk Analysis · doi:10.1111/j.0272-4332.2004.00530.x · Cited by 87 · see citing works
Is guilt ‘likely’ or ‘not certain’?
Juanchich, M., Teigen, K. H., & Vallée-Tourangeau, G. (2010) · Acta Psychologica · doi:10.1016/j.actpsy.2010.04.016 · Cited by 86 · see citing works
- Authors
- Beyth‐Marom, R.
- Corresponding author
- Beyth‐Marom, Ruth
- Venue
- Journal of Forecasting
- Publisher
- Wiley
- Published
- 1982-07
- Volume
- 1
- Issue
- 3
- Pages
- 257-269
- ISSN
- 0277-6693 (ISSN-L)
- 1099-131X
- OpenAlex
- W2004776030
- Cited by
- 527
- References
- 9
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 8 · 2023: 10 · 2022: 14 · 2021: 8 · 2020: 12 · 2019: 63 · 2018: 14 · 2017: 11 · 2016: 15 · 2015: 11 · 2014: 12 · 2013: 13 · 2012: 11
- FWCI
- 6.32
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Forecasting (publishedVersion)
- Funders
- Office of Naval Research
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Forecasting Techniques and Applications
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Keywords
- verbal probability expressions, probability communication, political forecasting, expert opinion, context effects
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