EconPapers    
Economics at your fingertips  
 

IV Quantile Regression for Group-level Treatments, with an Application to the Distributional Effects of Trade

Denis Chetverikov, Bradley Larsen () and Christopher Palmer

No 21033, NBER Working Papers from National Bureau of Economic Research, Inc

Abstract: We present a methodology for estimating the distributional effects of an endogenous treatment that varies at the group level when there are group-level unobservables, a quantile extension of Hausman and Taylor (1981). Because of the presence of group-level unobservables, standard quantile regression techniques are inconsistent in our setting even if the treatment is independent of unobservables. In contrast, our estimation technique is consistent as well as computationally simple, consisting of group-by-group quantile regression followed by two-stage least squares. Using the Bahadur representation of quantile estimators, we derive weak conditions on the growth of the number of observations per group that are sufficient for consistency and asymptotic zero-mean normality of our estimator. As in Hausman and Taylor (1981), micro-level covariates can be used as internal instruments for the endogenous group-level treatment if they satisfy relevance and exogeneity conditions. An empirical application indicates that low-wage earners in the US from 1990--2007 were significantly more affected by increased Chinese import competition than high-wage earners. Our approach applies to a broad range of settings in labor, industrial organization, trade, public finance, and other applied fields.

JEL-codes: C21 C31 C33 C36 F16 J30 (search for similar items in EconPapers)
Date: 2015-03
New Economics Papers: this item is included in nep-ecm and nep-lma
Note: DEV IO ITI LS PE TWP
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (30) Track citations by RSS feed

Published as Econometrica, 2016, 84(2), 809-833.

Downloads: (external link)
http://www.nber.org/papers/w21033.pdf (application/pdf)

Related works:
Journal Article: IV Quantile Regression for Group‐Level Treatments, With an Application to the Distributional Effects of Trade (2016) Downloads
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:nbr:nberwo:21033

Ordering information: This working paper can be ordered from
http://www.nber.org/papers/w21033

Access Statistics for this paper

More papers in NBER Working Papers from National Bureau of Economic Research, Inc National Bureau of Economic Research, 1050 Massachusetts Avenue Cambridge, MA 02138, U.S.A.. Contact information at EDIRC.
Bibliographic data for series maintained by ().

 
Page updated 2022-08-11
Handle: RePEc:nbr:nberwo:21033