OrthoPanels: An R Package for Estimating a Dynamic Panel Model with Fixed Effects Using the Orthogonal Reparameterization Approach

This article describes the R package OrthoPanels, which includes the function opm(). This function implements the orthogonal reparameterization approach recommended by Lancaster (2002) to estimate dynamic panel models with fixed effects (and optionally: wave specific intercepts). This article provides a statistical description of the orthogonal reparameterization approach, a demonstration of the package using real-world data, and simulations comparing the estimator to the known-to-be-biased OLS estimator and the commonly used GMM estimator.

[1]  Marc L. Nerlove,et al.  Experimental Evidence on the Estimation of Dynamic Economic Relations from a Time Series of Cross-Se , 1967 .

[2]  M. Arellano,et al.  Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations , 1991 .

[3]  Stéphane Bonhomme,et al.  Robust priors in nonlinear panel data models , 2007 .

[4]  Andreas Behr,et al.  A Comparison of Dynamic Panel Data Estimators: Monte Carlo Evidence and an Application to the Investment Function , 2003, SSRN Electronic Journal.

[5]  Cheng Hsiao,et al.  Estimation of Dynamic Models with Error Components , 1981 .

[6]  Jeffrey M. Wooldridge,et al.  Introductory Econometrics: A Modern Approach , 1999 .

[7]  M. Arellano,et al.  Another look at the instrumental variable estimation of error-components models , 1995 .

[8]  T. Lancaster The incidental parameter problem since 1948 , 2000 .

[9]  Marc Nerlove,et al.  Further evidence on the estimation of dynamic economic relations from a time series of cross-sections , 1971 .

[10]  Tony Lancaster,et al.  Orthogonal Parameters and Panel Data , 2002 .

[11]  Stephen Bond,et al.  Estimation in dynamic panel data models: Improving on the performance of the standard GMM estimator , 2000 .

[12]  Manuel Arellano Panel Data Econometrics. Advanced Texts in Econometrics , 2002 .

[13]  M. Pesaran,et al.  Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods , 2002 .

[14]  J. Neyman,et al.  Consistent Estimates Based on Partially Consistent Observations , 1948 .

[15]  Cheng Hsiao,et al.  Analysis of Panel Data , 1987 .

[16]  Mark Pickup Introduction to Time Series Analysis , 2014 .

[17]  D. Cox,et al.  Parameter Orthogonality and Approximate Conditional Inference , 1987 .

[18]  Bo E. Honoré,et al.  Panel Data Discrete Choice Models with Lagged Dependent Variables , 2000 .

[19]  Steven E. Finkel,et al.  Linear panel analysis , 2007 .

[20]  M. Hashem Pesaran,et al.  Time Series and Panel Data Econometrics , 2015 .

[21]  R. Blundell,et al.  Initial Conditions and Moment Restrictions in Dynamic Panel Data Models , 1998 .

[22]  Yves Croissant,et al.  Panel data econometrics in R: The plm package , 2008 .

[23]  M. Nerlove,et al.  Biases in dynamic models with fixed effects , 1988 .