# Powerbi AI Causal Hypothesis Tester

> Use when Power BI users suspect a business driver and need AI-assisted causal plausibility checks instead of simple correlation claims.

- Skill: `rweisssieker-xp/powerbi-ai-causal-hypothesis-tester` (Agent Skill)
- Install (CLI): `npx skillmds@latest add rweisssieker-xp/powerbi-ai-causal-hypothesis-tester`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rweisssieker-xp/powerbi-ai-causal-hypothesis-tester/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: rweisssieker-xp (https://skillmd.com/u/rweisssieker-xp)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/rweisssieker-xp/powerbi-ai-causal-hypothesis-tester

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# Power BI AI Causal Hypothesis Tester

Test whether a proposed driver is plausible, not merely correlated.

## Output Contract

- Hypothesis, expected mechanism, affected KPI, segment, timeframe, and counterfactual.
- Evidence, counterevidence, confounders, lag effects, data gaps, and confidence.
- Recommended analysis: cohort, before/after, matched segment, decomposition, or experiment design.
- Conclusion: supported, weak, contradicted, or not testable.

## Checks

- Never claim causality from correlation alone.
- State what evidence would change the conclusion.