What is counterfactual evaluation in ML systems?

Updated May 17, 2026

Short answer

It evaluates what would happen if different decisions were made.

Deep explanation

Counterfactual evaluation estimates outcomes under alternative actions using observational data. It is widely used in causal inference and recommendation systems.

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