Incoprea Theory
Vol. XXIX · 109

Theory 02/Existing data/Clinical trials

Effects Shrink With Sample Size

The claim

Published effect sizes decline monotonically with registered sample size across a field, because small studies that reach significance are selected draws.

01Mechanism

Selection on significance over-rewards lucky small samples; large samples are closer to the true effect.

02Prediction

Effect-size funnel plots should show monotonic decline, not scatter.

03Refutation

Flat effect sizes across sample sizes would remove the selection account.