Glossary · Term

aleatoric uncertainty

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Definition

Plain language

Not knowing something because the answer doesn't exist yet — like how a coin will land.

As stated in the literature

Irreducible randomness in an outcome that cannot be eliminated by gathering more data, as distinct from epistemic uncertainty about a determinate but unknown value.

Also called: irreducible uncertainty

Why it matters: Recognizing that some uncertainty cannot be researched away tells you when more data collection is wasted effort and when the honest answer is a probability rather than a fact.

For example, no amount of research will tell you whether a fair coin flipped tomorrow will land heads, because the outcome simply has not happened yet.

Heard on the show

“The second is aleatoric uncertainty.”
Episode 251 — When a Fake Dashboard Makes an AI Agent Just as Confident

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