It's never too LATE: A new look at local average treatment effects with or without defiers

Research output: Working paperResearchpeer-review

Abstract

In heterogeneous treatment effect models with endogeneity, identification of the LATE typically relies on the availability of an exogenous instrument monotonically related to treatment participation. First, we demonstrate that a strictly weaker local monotonicity condition - invoked for specific potential outcome values rather than globally -identifies the LATEs on compliers and defiers. Second, we show that our identification results apply to subsets of compliers and defiers when imposing an even weaker local compliers-defiers assumption that allows for both types at any potential outcome value. We propose estimators that are potentially more efficient than 2SLS, even in cases where 2SLS is consistent. Finally, we provide an empirical application to estimating returns to education using the quarter of birth instrument.
Original languageEnglish
PublisherDepartment of Business and Economics, SDU
Number of pages69
Publication statusPublished - 14. Feb 2017
SeriesDiscussion Papers on Business and Economics
Number2
Volume2017

Fingerprint

Dive into the research topics of 'It's never too LATE: A new look at local average treatment effects with or without defiers'. Together they form a unique fingerprint.

Cite this