A Dynamic “Fixed Effects” Model for Heterogeneous Panel Data
AbstractThis paper introduces a dynamic panel data model in which the intercepts and the coefficients on the lagged endogenous variables are specific to the cross section units, while the coefficients on the exogenous variables are assumed to be normally distributed across the cross section. Thus the model includes mixture of fixed coefficients and random coefficients, which I call the “MFR” model. The paper shows that this model has several desirable characteristics. In particular, the model allows for a considerable degree of heterogeneity across the cross section both in the dynamics and in the relationship between the independent and dependent variables. Estimation of the MFR model produces an estimate of the variance of the coefficients across the cross section units which can be used as a diagnostic tool to judge how widespread a relationship is and whether pooling of the data is appropriate. In addition, unlike LSDV estimation of dynamic panel models, the MFR model does not produce severely biased estimates when T is small.
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Length: 18 pages
Date of creation: 05 Oct 2004
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dynamic fixed effects panel data; heterogenous coefficients;
Find related papers by JEL classification:
- C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
- C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
- C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
- C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
- C5 - Mathematical and Quantitative Methods - - Econometric Modeling
- C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs
This paper has been announced in the following NEP Reports:
- NEP-ALL-2004-10-21 (All new papers)
- NEP-ECM-2004-10-21 (Econometrics)
- NEP-ETS-2004-10-21 (Econometric Time Series)
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- Ruth A. Judson & Ann L. Owen, 1997. "Estimating dynamic panel data models: a practical guide for macroeconomists," Finance and Economics Discussion Series 1997-3, Board of Governors of the Federal Reserve System (U.S.).
- Hsiao, Cheng & Mountain, Dean C. & Chan, M. W. Luke & Tsui, Kai Y., 1989.
"Modeling Ontario regional electricity system demand using a mixed fixed and random coefficients approach,"
Regional Science and Urban Economics,
Elsevier, vol. 19(4), pages 565-587, December.
- Hsiao, C. & Mountain, D.C. & Tsui, K.Y. & Chan, M.W.L., 1989. "Modeling Ontario Regional Electricity System Demand Using A Mixed Fixed And Random Coefficients Approach," Papers m8906, Southern California - Department of Economics.
- Keane, Michael P & Runkle, David E, 1992. "On the Estimation of Panel-Data Models with Serial Correlation When Instruments Are Not Strictly Exogenous," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(1), pages 1-9, January.
- Kiviet, Jan F., 1995.
"On bias, inconsistency, and efficiency of various estimators in dynamic panel data models,"
Journal of Econometrics,
Elsevier, vol. 68(1), pages 53-78, July.
- Tom Doan, . "LSDVC: RATS procedure to estimate a dynamic FE model with correction for bias," Statistical Software Components RTS00111, Boston College Department of Economics.
- Pesaran, M.H. & Smith, R., 1992.
"Estimating Long-Run Relationships From Dynamic Heterogeneous Panels,"
Cambridge Working Papers in Economics
9215, Faculty of Economics, University of Cambridge.
- Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
- Qayyum, Abdul & Siddiqui, Rehana & Hanif, Muhammad Nadim, 2004. "Financial Development and Economic Growth: Evidence from Heterogeneous Panel Data of Low Income Countries," MPRA Paper 23431, University Library of Munich, Germany.
- Kemal, A.R. & Qayyum, Abdul & Hanif, Muhammad N., 2004.
"Financial Development and Economic Growth: Evidence from a Heterogeneous Panel of High Income Countries,"
10198, University Library of Munich, Germany.
- A.R. Kemal & Abdul Qayyum & Muhammad Nadim Hanif, 2007. "Financial Development and Economic Growth: Evidence from a Heterogeneous Panel of High Income Countries," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 12(1), pages 1-34, Jan-Jun.
- Andreas Dietrich, 2012.
"Does growth cause structural change, or is it the other way around? A dynamic panel data analysis for seven OECD countries,"
Springer, vol. 43(3), pages 915-944, December.
- Andreas Dietrich, 2009. "Does Growth Cause Structural Change, or Is it the Other Way Round? A Dynamic Panel Data Analyses for Seven OECD Countries," Jena Economic Research Papers 2009-034, Friedrich-Schiller-University Jena, Max-Planck-Institute of Economics.
- Klasen, Stephan & Herzer, Dierk & Nowak-Lehmann D., Felicitas, 2007.
"In search of FDI-led growth in developing countries,"
Proceedings of the German Development Economics Conference, GÃ¶ttingen 2007
14, Verein für Socialpolitik, Research Committee Development Economics.
- Dierk Herzer & Stephan Klasen & Felicitas Nowak-Lehmann D., 2006. "In search of FDI-led growth in developing countries," Ibero America Institute for Econ. Research (IAI) Discussion Papers 150, Ibero-America Institute for Economic Research.
- Erkan Erdil & I. Hakan Yetkiner, 2004. "A Panel Data Approach for Income-Health Causality," Working Papers FNU-47, Research unit Sustainability and Global Change, Hamburg University, revised Apr 2004.
- M E Haque & D H Kim, 2003.
"Public Investment in Transportation and Communication and Growth: A Dynamic Panel Approach,"
The School of Economics Discussion Paper Series
0324, Economics, The University of Manchester.
- M E Haque & D H Kim, 2003. "Public Investment in Transportation and Communication and Growth:A Dynamic Panel Approach," Centre for Growth and Business Cycle Research Discussion Paper Series 31, Economics, The Univeristy of Manchester.
- Abdur R. Chowdhury, 2010. "External Debt and Growth in Developing Countries: A Sensitivity and Causal Analysis," Working Papers id:3151, eSocialSciences.
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