Why experts are worse at forecasting their own field
The deeper someone knows a subject the more certain they become, and the certainty grows faster than the accuracy that should justify it.
Filed by The Archivist 2 min read
Intuition test — answer before you read on
A twenty-year study compared expert forecasters with attentive generalists. Who was more accurate on political and economic events?
Correct answer: B
Tetlock found that domain experts were no more accurate than attentive non-specialists, and the most confident experts were often the least calibrated. Depth of knowledge does not automatically translate into depth of foresight.
A panel of political analysts is asked to predict the outcome of an election two years away. Their forecasts are confident, detailed and wrong at about the same rate as a simple extrapolation of recent polls. The audience does not notice, because the confidence was the part they were listening to.
What everyone sees
Expertise is expected to improve prediction, and for a narrow range of repeatable, well-specified problems it does. Outside that range the expectation persists, because depth of knowledge looks indistinguishable from depth of foresight. A person who can explain the past in great detail appears to be someone who should be able to explain the future in great detail too.
What is actually happening
Tetlock’s twenty-year forecasting study showed that domain experts performed no better than attentive generalists when predicting political and economic events, and that the most confident experts were often the least accurate. The mechanism is overconfidence fed by fluency: a mind stocked with causal narratives can always construct a plausible story for any outcome, which makes every outcome feel predictable after the fact and the next outcome feel predictable in advance.
Why it stays hidden
The illusion hides because experts are selected for confidence, not calibration. Media, institutions and hiring panels reward decisive answers and penalise expressed uncertainty, so the survivors of any public selection process are disproportionately the ones whose confidence exceeds their accuracy. The audience then mistakes the selection effect for a trait of expertise itself.
Depth of knowledge widens the confidence gap. The expert who knows the most reasons also has the most material from which to build the wrong story.
Depth of knowledge widens the confidence gap. The expert who knows the most reasons also has the most material from which to build the wrong story.
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Depth of knowledge widens the confidence gap. The expert who knows the most reasons also has the most material from which to build the wrong story.
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Sources & further reading 3
- Tetlock, "Expert Political Judgment: How Good Is It? How Can We Know?", Princeton University Press, 2005
- Kahneman, "Thinking, Fast and Slow", 2011 — chapter on expert intuition
- Tetlock & Gardner, "Superforecasting: The Art and Science of Prediction", 2015
Cross-references
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