One Instrument, Many Treatments: Instrumental Variables Identification of Multiple Causal Effects

Joshua Angrist, Andres Santos and Otávio Tecchio

No 34607, NBER Working Papers from National Bureau of Economic Research, Inc

Abstract: Many instrumental variables applications specify a single Bernoulli treatment. But instruments may change outcomes through multiple pathways or by varying treatment intensity. Lottery instruments that boost charter school enrollment, for instance, may affect outcomes by lengthening time enrolled in a charter school and by moving students between charter schools of different types. We analyze the identification problem such scenarios present in a framework that generalizes the always-taker/never-taker/complier partition of treatment response types to cover a wide range of multinomial and ordered treatments with heterogenous potential outcomes. This framework yields novel estimators in which a single randomly assigned instrument identifies (i) causal effects averaged over complier types and (ii) a causal conditional expectation function that captures effects for each element in a set of response types. Three empirical applications demonstrate the utility of these results. The first extends an earlier analysis of the Head Start Impact Study allowing for multiple fallbacks. The second examines two causal channels for the impact of post-secondary financial aid on degree completion. The third estimates effects of additional births (an ordered treatment) on mothers’ earnings.

JEL-codes: C14 C21 C26 I23 I26 (search for similar items in EconPapers)
Date: 2025-12
Note: ED LS PE TWP
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