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Geo-Lift Test

A causal experiment that runs a campaign in some geographies and not others, then measures the difference.

Last updated: 2026-05-04

Definition

Geo-lift is the gold-standard incrementality measurement when user-level holdouts are infeasible. Pick treatment + control geos with similar pre-period trends, run the campaign in treatment only, measure the lift via Synthetic Control or DiD. Resistant to platform-attribution bias because it doesn't depend on platform-reported conversions.

How it applies in India

India is well-suited for geo-lift because the metro-vs-tier-2 split provides natural cohorts; works well for performance + brand channels both.

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