powerbi-ai-causal-hypothesis-tester

name	powerbi-ai-causal-hypothesis-tester
description	Use when Power BI users suspect a business driver and need AI-assisted causal plausibility checks instead of simple correlation claims.

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.