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Likelihood Corrections for Two-way Models

Author

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  • Koen Jochmans
  • Taisuke Otsu

Abstract

The use of panel data models with two-way fixed effects is widespread. Incidental-parameter bias, however, invalidates inference based on the (profile) likelihood. We consider modifications to the likelihood that yield asymptotically-unbiased estimators as well as test statistics that are size correct under rectangular-array asymptotics. The modifications are widely applicable and easy to implement. Through several examples we illustrate that the modifications can lead to dramatic improvements relative to maximum likelihood, both in terms of point estimation and inference.

Suggested Citation

  • Koen Jochmans & Taisuke Otsu, 2019. "Likelihood Corrections for Two-way Models," Annals of Economics and Statistics, GENES, issue 134, pages 227-242.
    • Handle: RePEc:adr:anecst:y:2019:i:134:p:227-242
    DOI: 10.15609/annaeconstat2009.134.0227
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    Cited by:

    1. Francesco Bartolucci & Claudia Pigini & Francesco Valentini, 2024. "MCMC conditional maximum likelihood for the two-way fixed-effects logit," Econometric Reviews, Taylor & Francis Journals, vol. 43(6), pages 379-404, July.
    2. Xuan Leng & Jiaming Mao & Yutao Sun, 2023. "Debiased Inference for Dynamic Nonlinear Panels with Multi-dimensional Heterogeneities," Papers 2305.03134, arXiv.org, revised Nov 2024.

    More about this item

    Keywords

    Fixed Effects; Information Bias; Modified Profile Likelihood; Panel Data; Penalization; Rectangular-Array Asymptotics;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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