arXiv Open Access 2026

On the falsification of instrumental variable models for heterogeneous treatment effects

Ricardo E. Miranda
Lihat Sumber

Abstrak

In this paper I derive a set of testable implications for econometric models defined by three assumptions: (i) the existence of strictly exogenous discrete instruments, (ii) restrictions on how the instruments affect adoption of a finite number of treatment types (such as monotonicity), and (iii) the assumption that the instruments only affect outcomes through their effect on treatment adoption (i.e. an exclusion restriction). The testable implications aggregate (via integration) an otherwise potentially infinite set of inequalities that must hold for every measurable subset of the outcome's support. For binary instruments the testable implications are sharp. Furthermore, I propose an implementation that links restrictions on latent response types to a generalization of first-order stochastic dominance and random utility models, allowing to distinguish violations of the exclusion restriction from violations of monotonicity-type assumptions. The testable implications extend naturally to the many instruments case.

Topik & Kata Kunci

Penulis (1)

R

Ricardo E. Miranda

Format Sitasi

Miranda, R.E. (2026). On the falsification of instrumental variable models for heterogeneous treatment effects. https://arxiv.org/abs/2601.14464

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2026
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓