⚡AgentSkills
🔬 Scientific Research · Study Design

Power studies before collecting a single datapoint

Effect-size estimates, power targets, and preregistration preventing underpowered regrets.

foundation~30 minResearchersPhD StudentsPostdocs

Steps

  1. 1Estimate effect size from prior literature or pilot data honestly
  2. 2Set α=0.05, power=0.80 minimum; compute required N per group
  3. 3Account for expected attrition/contamination in recruitment numbers
  4. 4Preregister hypotheses, exclusions, and analysis plan
  5. 5Define stopping rules and interim analysis boundaries upfront
  6. 6Archive design doc citable regardless of outcome

Common Pitfalls

  • ▲N=10 convenience samples dressed as exploratory
  • ▲HARKing after unblinded looks at trends

Commands

Install with skills CLI
$ npx skills add aniruddhaadak80/skills --skill study-design-power-analysis-first
Install globally
$ npx skills add aniruddhaadak80/skills --skill study-design-power-analysis-first -g

Tags

#statistics#power#preregistration#scientific-research#study-design

Related skills

Positive/negative controls, randomization, blinding choices matched to bias risks.

🔬 Scientific Research·~30m