Interrogate whether similarity is doing the work
When assessing probability or quality, ask whether you’re really judging similarity to a prototype.
Why it works
Representativeness substitutes "How much does this resemble the stereotype of X?" for "How probable is X?" The answer to the similarity question is vivid and accessible; the probability question requires base-rate retrieval and calculation. The result is that vivid resemblance can make unlikely outcomes feel probable (Linda the bank teller) and mute actual base-rate signals.
How to do it
- When you form a probability judgment, ask: "Am I judging probability, or am I judging how much this fits the picture I have?"
- List any ways the specific case diverges from the stereotype you’re comparing to.
- Explicitly retrieve the base rate for this category before finalizing the probability estimate.
Evidence
Representativeness is one of Kahneman and Tversky’s core heuristics, demonstrated across many studies including the "Linda problem," which shows that people violate basic probability rules when a description is highly representative of a stereotype. Kahneman and Tversky (1973) showed the base-rate half of the same substitution: when a description resembled a prototype, predictions tracked the resemblance and all but ignored the prior probabilities they had been given. (observational)
Sources
- Tversky & Kahneman (1983), "Extensional vs. Intuitive Reasoning: The Conjunction Fallacy in Probability Judgment," Psychological Review
- Tversky, A., & Kahneman, D. (1983). Extensional versus intuitive reasoning: The conjunction fallacy in probability judgment. Psychological Review, 90(4), 293–315.
- Kahneman, D., & Tversky, A. (1973). On the psychology of prediction. Psychological Review, 80(4), 237–251.
Common mistake
Believing that more vivid or detailed descriptions are more informative about probability — additional details that fit the stereotype actually decrease the true probability while increasing the felt probability.
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More practices for Attribute Substitution: When Your Brain Answers a Different Question
- Name the question your brain is actually answering
When you reach a quick judgment, ask: "What question did I actually just answer?"
- Check whether your judgment is tracking affect, not the target attribute
When a decision "just feels right," ask whether the feeling is about the actual question or about your current emotional state.
- Treat judgment difficulty as a signal to slow down
When a question feels easy to answer, that ease may mean your brain swapped it for a simpler one.
- Decompose the target attribute into components before judging
Break a hard question into its component parts and answer each one directly, rather than letting a heuristic answer the whole.
- Label the easier attribute you’re being tempted to use
Name the shortcut attribute explicitly ("I’m using attractiveness as a proxy for competence") to reduce its pull.
- State your estimate before encountering vivid case information
Lock in a prior probability estimate before reading a compelling story or meeting a specific candidate.
Related concepts
- Thinking, Fast and Slow, Made Usable
Two systems, the biases they create, and when to slow down
- Base-Rate Neglect: Why We Ignore the Odds
How to let prior probabilities do their real work in your decisions
- Anchoring Bias in Negotiation and Judgment
Why the first number wins — the mechanism, and how to set and resist anchors