The problem of instrument proliferation and its consequences—overfitting of the endogenous explanatory variables, biased instrumental-variables and generalized method of moments estimators, and weakening of the power of the overidentification tests—are well known. This article introduces a statistical method to reduce the instrument count. Principal component analysis is applied on the instrument matrix, and the principal-component analysis scores are used as instruments for the panel generalized method of moments estimation. This strategy is implemented through the new command pca2.

Bontempi, M.E., Mammi, I. (2015). Implementing a strategy to reduce the instrument count in panel GMM. THE STATA JOURNAL, 15(4), 1075-1097.

Implementing a strategy to reduce the instrument count in panel GMM

BONTEMPI, MARIA ELENA;MAMMI, IRENE
2015

Abstract

The problem of instrument proliferation and its consequences—overfitting of the endogenous explanatory variables, biased instrumental-variables and generalized method of moments estimators, and weakening of the power of the overidentification tests—are well known. This article introduces a statistical method to reduce the instrument count. Principal component analysis is applied on the instrument matrix, and the principal-component analysis scores are used as instruments for the panel generalized method of moments estimation. This strategy is implemented through the new command pca2.
2015
Bontempi, M.E., Mammi, I. (2015). Implementing a strategy to reduce the instrument count in panel GMM. THE STATA JOURNAL, 15(4), 1075-1097.
Bontempi, MARIA ELENA; Mammi, Irene
File in questo prodotto:
File Dimensione Formato  
implementing strategy.pdf

accesso aperto

Tipo: Postprint
Licenza: Licenza per accesso libero gratuito
Dimensione 1.13 MB
Formato Adobe PDF
1.13 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/529629
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 30
  • ???jsp.display-item.citation.isi??? 29
social impact