Fixed Effects Bias in Panel Data Estimators
Since little is known about the degree of bias in estimated fixed effects in panel data models, we run Monte Carlo simulations on a range of different estimators. We find that Anderson-Hsiao IV, Kiviet’s bias-corrected LSDV and GMM estimators all perform well in both short and long panels. However, OLS outperforms the other estimators when the following holds: the cross-section is small (N = 20), the time dimension is short (T = 5) and the coefficient on the lagged dependent variable is large (γ = 0.8).
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- Murdock, Jennifer, 2006. "Handling unobserved site characteristics in random utility models of recreation demand," Journal of Environmental Economics and Management, Elsevier, vol. 51(1), pages 1-25, January.
- William Griffiths & Paul H. Jensen & Elizabeth Webster, 2011. "What Creates Abnormal Profits?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 58(3), pages 323-346, 07.
- Bulkley, George & Harris, Richard D. F. & Herrerias, Renata, 2004. "Why does book-to-market value of equity forecast cross-section stock returns?," International Review of Financial Analysis, Elsevier, vol. 13(2), pages 153-160.
- Manuel Arellano & Stephen Bond, 1991.
"Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations,"
Review of Economic Studies,
Oxford University Press, vol. 58(2), pages 277-297.
- Tom Doan, "undated". "RATS program to replicate Arellano-Bond 1991 dynamic panel," Statistical Software Components RTZ00169, Boston College Department of Economics.
- Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October. Full references (including those not matched with items on IDEAS)