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Usability & InteractionMember ingredient

Base Rate Fallacy

A vivid case-specific clue can receive too much weight, or the relevant starting frequency too little, when people estimate how likely an outcome is.

Quick answer

What does Base Rate Fallacy mean?

Base-rate neglect means giving too little weight to a relevant starting frequency when combining it with new case-specific evidence. A useful explanation shows why the reference class fits, puts true and false positives on the same denominator and keeps uncertainty visible.

Public evidence overview

One checked source, with its limits.

This preview is not the complete evidence base. Use it as a question to investigate in your own product, not as a prediction of what an individual will do.

Checked source previewAcademic paper

Pictorial Representations in Statistical Reasoning

Research-assisted source review

What it supports
Icon-based representations produced a consistent reasoning advantage over the other pictorial formats tested, offering support for countable frequency displays.
Where it may not transfer
The studies used structured Bayesian word problems and measured solution performance rather than consequential choices. An icon array can add visual and accessibility burden, and its benefit depends on labels, grouping, denominator and task.
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