A Note on Proxy Variables and Instrument Variable Regression


Autoria(s): Wikström, Daniel
Data(s)

2015

Resumo

This is a note about proxy variables and instruments for identification of structural parameters in regression models. We have experienced that in the econometric textbooks these two issues are treated separately, although in practice these two concepts are very often combined. Usually, proxy variables are inserted in instrument variable regressions with the motivation they are exogenous. Implicitly meaning they are exogenous in a reduced form model and not in a structural model. Actually if these variables are exogenous they should be redundant in the structural model, e.g. IQ as a proxy for ability. Valid proxies reduce unexplained variation and increases the efficiency of the estimator of the structural parameter of interest. This is especially important in situations when the instrument is weak. With a simple example we demonstrate what is required of a proxy and an instrument when they are combined. It turns out that when a researcher has a valid instrument the requirements on the proxy variable is weaker than if no such instrument exists

Formato

application/pdf

Identificador

http://urn.kb.se/resolve?urn=urn:nbn:se:du-17295

Idioma(s)

eng

Publicador

Högskolan Dalarna, Statistik

Borlänge

Relação

Working papers in transport, tourism, information technology and microdata analysis, 1650-5581 ; 2015:04

Direitos

info:eu-repo/semantics/openAccess

Palavras-Chave #Instrument variable regression #Proxy variables
Tipo

Report

info:eu-repo/semantics/report

text