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

Abstract:

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.

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Published

May 9, 2017

Received

Nov 15, 2015

DOI

10.32614/RJ-2017-003

Volume

Pages

9/1

60 - 76

CRAN packages used

OrthoPanels, plm

CRAN Task Views implied by cited packages

Econometrics, SpatioTemporal

Footnotes

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    Citation

    For attribution, please cite this work as

    Pickup, et al., "The R Journal: OrthoPanels: An R Package for Estimating a Dynamic Panel Model with Fixed Effects Using the Orthogonal Reparameterization Approach", The R Journal, 2017

    BibTeX citation

    @article{RJ-2017-003,
      author = {Pickup, Mark and Gustafson, Paul and Cubranic, Davor and Evans, Geoffrey},
      title = {The R Journal: OrthoPanels: An R Package for Estimating a Dynamic Panel Model with Fixed Effects Using the Orthogonal Reparameterization Approach},
      journal = {The R Journal},
      year = {2017},
      note = {https://doi.org/10.32614/RJ-2017-003},
      doi = {10.32614/RJ-2017-003},
      volume = {9},
      issue = {1},
      issn = {2073-4859},
      pages = {60-76}
    }