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Logic & science2 MINBrief fileEstablished evidence

Statistical Power

A study may miss a signal because its flashlight was too weak.

01 / SUMMARY

In short

Power is the probability that a test rejects the null for a specified effect and design when the considered alternative is true. It generally rises with larger samples and stronger signals.

03 / SCENE

In the wild

With few participants, two treatments may look indistinguishable even when a moderate difference exists.

04 / LIMIT

The limit

Low power does not automatically turn a nonsignificant result into evidence for a hidden effect.

FINAL NOTE

What remains

Plan sensitivity before collecting data and report which magnitudes the study could detect.

Source trail

Editorial review: 2026-08-06

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