Frugal IV alternatives to identify the parameter for an endogenous regressor

Citation
Ebbes, Peter et al., Frugal IV alternatives to identify the parameter for an endogenous regressor, Journal of applied econometrics , 24(3), 2009, pp. 446-468
ISSN journal
08837252
Volume
24
Issue
3
Year of publication
2009
Pages
446 - 468
Database
ACNP
SICI code
Abstract
A review of the econometric literature on instrumental variables (IV) estimation shows that the performance of traditional IV estimation relies critically on the quality of the instruments. We discuss three different approaches that do not require the availability of observed instrumental variables: the 'Higher Moments' (HM) estimator, the 'Identification trough Heteroscedasticity' (IH) estimator, and the 'Latent Instrumental Variable' (LIV) approach. These methods attempt to identify the regression parameters not through observed instruments but by using other information that enables identifiability. The performance of these methods is illustrated on simulated and empirical data.