The DOI matches its Crossref record; 3 of the 3 references it cites were found in a registry or an index.
How People Make Decisions That Involve Risk: A Dual-Processes Approach
Abstract
Many health and safety problems, including war and terrorism, are by-products of how people reason about risk. I describe a new approach to reasoning about risk that implements a modern dual-process model of memory called fuzzy-trace theory. This approach posits encoding of both verbatim and gist representations, with reliance on the latter whenever possible; dependence of reasoning on retrieval cues that access stored values and principles; and vulnerability of reasoning to processing interference from overlapping classes of events, which causes denominator neglect in risk or probability judgments. These simple principles explain classic and new findings, for example, the finding that people overestimate small risks but ignore very small risks. Fuzzy-trace theory differs from other dual-process approaches to reasoning in that it places intuition at the apex of development, considering fuzzy intuitive processing more advanced than precise computational processing (e.g., trading off risks and rewards). The theory supplies a conception of rationality that distinguishes degrees of severity of errors in reasoning. It also includes a mechanism for achieving consistency in reasoning, a hallmark of rationality, by explaining how a person can treat superficially different reasoning problems in the same way if the problems share an underlying gist.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Shafir, E., & LeBoeuf, R. A. (2002) · Annual Review of Psychology · doi:10.1146/annurev.psych.53.100901.135213 · Cited by 317
Memory, Development, and Rationality: An Integrative Theory of Judgment and Decision Making
Reyna, V. F., Lloyd, F. J., & Brainerd, C. J. (2003) · Emerging Perspectives on Judgment and Decision Research · doi:10.1017/cbo9780511609978.009 · Cited by 186
Self-citationFuzzy‐Trace Theory, Risk Communication, and Product Labeling in Sexually Transmitted Diseases
Reyna, V. F., & Adam, M. B. (2003) · Risk Analysis · doi:10.1111/1539-6924.00332 · Cited by 122
Self-citation
Cited by
Dual-Processing Accounts of Reasoning, Judgment, and Social Cognition
Evans, J. S. B. T. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093629 · Cited by 5,137
Reyna, V. F., & Farley, F. (2006) · Psychological Science in the Public Interest · doi:10.1111/j.1529-1006.2006.00026.x · Cited by 1,244
Self-citationA Universal Model of Diagnostic Reasoning
Croskerry, P. (2009) · Academic Medicine · doi:10.1097/acm.0b013e3181ace703 · Cited by 1,016
Individual differences in adult decision-making competence.
Bruine de Bruin, W., Parker, A. M., & Fischhoff, B. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.5.938 · Cited by 906
On the relative independence of thinking biases and cognitive ability
Stanovich, K. E., & West, R. F. (2008) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.94.4.672 · Cited by 840
Metadata
- Authors
- Reyna, V. F.
- Venue
- Current Directions in Psychological Science
- Publisher
- SAGE Publications
- Published
- 2004-04
- Volume
- 13
- Issue
- 2
- Pages
- 60-66
- ISSN
- 0963-7214 (ISSN-L)
- 1467-8721
- OpenAlex
- W2128296262
- Cited by
- 636
- References
- 3
- FWCI
- 10.71
- Type
- journal article
- Language
- en
- Open access
- closed
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
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: How People Make Decisions That Involve Risk: A Dual-Processes Approach. https://app.cochat.ai/papers/10.1111/j.0963-7214.2004.00275.x
- The paper
- Reyna, V. F. (2004). How People Make Decisions That Involve Risk: A Dual-Processes Approach. Current Directions in Psychological Science. https://doi.org/10.1111/j.0963-7214.2004.00275.x
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.