M3 · Study design

Sample size & power

Four quantities locked in one equation: sample size, effect, significance and power. Fix any three and read the fourth, and see the trade-off move.

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Sample size per group

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Total sample size

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Enter the three known quantities to solve for the fourth.

Power vs sample size

0––––0%25%50%75%100%n per group →

Power rises steeply, then plateaus: buying the last few percent costs many more participants.

Required n vs effect size

––––––––––Effect size →

Small effects are expensive: halving the effect roughly quadruples the sample size.

How it's computed

z(α) = Φ⁻¹(1 − α/2) = Φ⁻¹(1 − –/2) = –
z(β) = Φ⁻¹(power) = Φ⁻¹(–) = –
d = δ/σ = –/– = –
n/group = (1+1/k)·(z(α)+z(β))² / d² = (1+1/–)·(–+–)² / –² = –
Total = – + – = –