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Skills/Data Science & ML
k-dense-ai avatar

Designing The Analysis

k-dense-ai/science-superpowers

This is the skill you reach for after your research question is approved but before you touch any outcome data.

GitHub stars
202
last updated
Jun 1, 2026
View on GitHubSave

Install

$ npx -y skills add k-dense-ai/science-superpowers --skill designing-the-analysis --agent claude-code

Installs into .claude/skills of the current project.

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What it does

It forces you to write down the entire analysis plan as if you're handing it to someone with zero context: which datasets, how each variable is computed, the exact model or test, which confounds you're adjusting for and how, the decision rules, power justification, all broken into two to five minute steps with validation checks. The plan gets saved to a dated markdown file and includes a mandatory simulated data validation where your pipeline has to recover a known effect before you trust it on real data. It's opinionated about avoiding researcher degrees of freedom and makes you pre-register before execution, which is the point.

Files

Select a file.

Details

Repository
github.com/k-dense-ai/science-superpowers
Category
Data Science & ML
First seen
Jun 11, 2026

More from k-dense-ai/science-superpowers

All 15
  • Dispatching Parallel Investigations
  • Executing Analysis
  • Framing Research Questions
  • Investigating Anomalous Results
  • Preregistering Analysis
  • Receiving Critical Review
  • Reporting And Archiving Findings
  • Requesting Red Team Review
  • Setting Up Reproducible Analysis
  • Subagent Driven Analysis
  • Surveying Prior Work
  • Using Science Superpowers
  • Verifying Results Before Claiming
  • Writing Science Skills

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