761. Inference in instrumental variables models with heteroskedasticity and many instruments

Working paper N. 761 Novembre 2017

Federico Crudu

DEPS, USiena

Giovanni Mellace

University of Southern Denmark

Zsolt Sandor

Sapientia University Miercurea Ciuc

Abstract

This paper proposes a specication test for instrumental variable models that is robust to the presence of heteroskedasticity. The test can be seen as a generalization the Anderson-Rubin test. Our approach is based on the jackknife principle. We are able to show that under the null the proposed statistic has a Gaussian limiting distribution. Moreover, a simulation study shows its competitive nite sample properties in terms of size and power.

Keywords

Instrumental variables, heteroskedasticity, many instruments, jackknife, specication tests, overidentication tests

Jel Codes

C12, C13, C23.