Randomization and Fair Comparisons
Assign participants to balanced paths: microlearning-first, microlearning-later, or control-only, ensuring equal exposure to briefs, timelines, and resources. Control for prior skill by stratifying groups. Record pretests to adjust analyses, protecting the signal from background noise and uneven opportunity.