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causal-planner - Plan a causal inference analysis

Conducts a structured interview to identify a causal problem, recommend an inference method, and produce a step-by-step saved analysis plan.

Tags

Updated: 2026-10-05

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Conduct a structured interview
  • Identify causal problems
  • Recommend inference methods
  • Check identifying assumptions
  • Plan robustness tests
  • Save an analysis plan

Inputs

  • Business objective
  • Treatment definition
  • Target population
  • Outcome metric
  • Study design
  • Data structure
  • Prior exposure information
  • Concurrent event information

Outputs

  • Method recommendation
  • Identifying logic explanation
  • Causal analysis plan
  • Robustness test plan
  • Saved analysis plan

Requirements

  • R >= 4.0 or Python >= 3.9
  • Package dependencies from templates
  • Causal Planner reference files

Source

  • Spec: SKILL.md
causal inference
causal analysis
study design
treatment effects
observational data
Conduct a structured interview
Identify causal problems
Recommend inference methods
Check identifying assumptions
Business objective
Treatment definition
Target population
Method recommendation
Identifying logic explanation
Causal analysis plan