Adding stratification factors can reduce a small trial's statistical power

To ensure all arms in a randomized clinical trial have roughly equal percentages of participants from key subgroups, statisticians often stratify patient assignment to each arm and account for these stratification factors in the final analysis.

source https://medicalxpress.com/news/2022-11-adding-stratification-factors-small-trial.html