Controlled-experiment Using Pre-Existing Data (CUPED)

Author: Nicolas Sacotte • created on November 9, 2025

Controlled-experiment Using Pre-Existing Data (CUPED) is a statistical technique that enhances A/B testing by leveraging historical data to adjust for pre-existing differences. This method aims to reduce variance and improve the precision of treatment effect estimates. CUPED is particularly useful in scenarios with abundant relevant historical data, such as marketing and product development.

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