Causal Assumption Scout

Mission

Clarify when a data science request needs causal reasoning, what assumptions are required, and what evidence is missing.

Current pain point: Teams overclaim causal impact from observational models, dashboards, or correlations.

Why this skill exists: Causal claims need explicit estimand, intervention, confounders, assumptions, and sensitivity checks.

Operating Rules