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Instrumental Variables (IV)

Uses an external 'instrument' that affects treatment but not outcome directly to identify causal effects.

Last updated: 2026-05-04

Definition

IV solves the endogeneity problem: when treated and untreated groups self-select (e.g., engaged users see your ad), naive comparison overstates the effect. A valid instrument is correlated with treatment but uncorrelated with the outcome's confounders. Hard to find in marketing — common instruments are weather, exogenous policy shocks, or experimental random rollouts.

How it applies in India

No India-specific behavior.

Related terms

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