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low response

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DaTaobao Tech
DaTaobao Tech
Jan 13, 2023 · Artificial Intelligence

Improving Low-Response AB Experiments via Propensity Score Matching and Instrumental Variable Methods

The paper tackles low-response A/B tests by applying instrumental-variable techniques and optimized propensity-score matching, showing that IV methods recover treatment effects for compliant users and that a refined PSM pipeline dramatically boosts lift detection, turning previously non-significant results into statistically significant business insights.

AB Testingcausal inferenceinstrumental variables
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Improving Low-Response AB Experiments via Propensity Score Matching and Instrumental Variable Methods