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Estimation and inference of semiparametric models using data from several sources

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  • Buchinsky, Moshe
  • Li, Fanghua
  • Liao, Zhipeng

Abstract

This paper studies the estimation and inference of nonlinear econometric models when the economic variables are contained in different data sets. We construct a semiparametric minimum distance (SMD) estimator of the unknown structural parameter of interest when there are some common conditioning variables in different data sets. The SMD estimator is shown to be consistent and has an asymptotic normal distribution. We provide the explicit form of the optimal weight for the SMD estimation. We provide a consistent estimator of the variance–covariance matrix of the SMD estimator, and hence inference procedures of the unknown parameter vector. The finite sample performances of the SMD estimators and the proposed inference procedures are investigated in few alternative Monte Carlo simulation studies.

Suggested Citation

  • Buchinsky, Moshe & Li, Fanghua & Liao, Zhipeng, 2022. "Estimation and inference of semiparametric models using data from several sources," Journal of Econometrics, Elsevier, vol. 226(1), pages 80-103.
    • Handle: RePEc:eee:econom:v:226:y:2022:i:1:p:80-103
    DOI: 10.1016/j.jeconom.2020.10.011
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    2. D'Haultfoeuille, Xavier & Gaillac, Christophe & Maurel, Arnaud, 2024. "Linear Regressions with Combined Data," TSE Working Papers 24-1602, Toulouse School of Economics (TSE).

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