Glossary · Term

ceiling effect

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Definition

Plain language

When a score is already near the top of the scale, so there's almost no room left for it to climb higher.

As stated in the literature

A measurement artifact where values bunch against the maximum of a bounded scale, compressing variance and biasing estimated effect sizes downward; the mirror case at the low end is a floor effect.

Also called: ceiling effects, floor effect, floor effects

Why it matters: It matters because a test crowded near its top score hides real differences between people or models, making improvements look smaller than they truly are.

For example, if a test is so easy that almost everyone scores 99 or 100, you can't tell who actually understood the material better.

Heard on the show

“The boring explanation is a ceiling effect.”
Episode 015 — The Audit Number Isn't What You Think: Sycophancy and the Case Against Single-Prompt Bias Tests

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