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Estimating Incremental Lift in Customer Value (Delta CV) using Synthetic Control

Mahshid Moha
The PayPal Technology Blog
7 min readFeb 14, 2025

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Methodology

Measurement of treatment effect (lift) using synthetic control for a given cohort
Creating synthetic control using KNN algorithm

Interpretation of Delta CV and Caveats

End Note

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