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Estimating Dynamic Models from Repeated Cross-Sections

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  • Verbeek, M.J.C.M.
  • Vella, F.

    (Tilburg University, Center for Economic Research)

Abstract

A major attraction of panel data is the ability to estimate dynamic models on an individual level. Moffitt (1993) and Collado (1998) have argued that such models can also be identified from repeated cross-section data. In this paper we reconsider this issue. We review the identification conditions underlying alternative estimators and present an instrumental variables type estimator that is consistent under a relatively weak set of conditions. These conditions, however, are not trivially satisfied in applied work.

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Paper provided by Tilburg University, Center for Economic Research in its series Discussion Paper with number 2000-25.

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Date of creation: 2000
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Handle: RePEc:dgr:kubcen:200025

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  1. Girma, Sourafel, 2000. "A quasi-differencing approach to dynamic modelling from a time series of independent cross-sections," Journal of Econometrics, Elsevier, vol. 98(2), pages 365-383, October.
  2. Arellano, Manuel & Bond, Stephen, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Wiley Blackwell, vol. 58(2), pages 277-97, April.
  3. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
  4. Joshua Angrist, 1988. "Grouped Data Estimation and Testing in Simple Labor Supply Models," Working Papers 614, Princeton University, Department of Economics, Industrial Relations Section..
  5. Verbeek, M.J.C.M. & Nijman, T.E., 1990. "Can cohort data be treated as genuine panel data?," Discussion Paper 1990-64, Tilburg University, Center for Economic Research.
  6. Moffitt, Robert, 1993. "Identification and estimation of dynamic models with a time series of repeated cross-sections," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 99-123, September.
  7. McKenzie, D.J.David J., 2004. "Asymptotic theory for heterogeneous dynamic pseudo-panels," Journal of Econometrics, Elsevier, vol. 120(2), pages 235-262, June.
  8. Verbeek, Marno & Nijman, Theo, 1993. "Minimum MSE estimation of a regression model with fixed effects from a series of cross-sections," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 125-136, September.
  9. Alessi, R & Michael Devereux & Guglielmo Weber, 1993. "Intertemporal consumption, durables and liquidity constraints: a cohort analysis," IFS Working Papers W93/07, Institute for Fiscal Studies.
  10. Dolores Collado, M., 1997. "Estimating dynamic models from time series of independent cross-sections," Journal of Econometrics, Elsevier, vol. 82(1), pages 37-62.
  11. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
  12. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November.
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Cited by:
  1. Javier Olivera, 2012. "Preferences for Redistribution in Europe," Working Papers 201225, Geary Institute, University College Dublin.
  2. Jae Kang & Almas Heshmati & Gyoung-Gyu Choi, 2008. "Effect of credit guarantee policy on survival and performance of SMEs in Republic of Korea," Small Business Economics, Springer, vol. 31(4), pages 443-443, December.
  3. McKenzie, D.J.David J., 2004. "Asymptotic theory for heterogeneous dynamic pseudo-panels," Journal of Econometrics, Elsevier, vol. 120(2), pages 235-262, June.
  4. Ciccarelli, Carlo & Giamboni, Luigi & Waldmann, Robert, 2007. "Cigarette smoking, pregnancy, forward looking behavior and dynamic inconsistency," MPRA Paper 8878, University Library of Munich, Germany.
  5. Hugo Ñopo & Giorgina Pizzolitto & José Cuesta, 2007. "Usando pseudopaneles para medir la movilidad del ingreso en América," Research Department Publications 4558, Inter-American Development Bank, Research Department.
  6. Charles Ackah, & Oliver Morrissey, & Simon Appleton, . "Who Gains from Trade Protection in Ghana? A Household-Level Analysis," Discussion Papers 07/02, University of Nottingham, CREDIT.
  7. Luis Casanova, 2008. "Trampas de Pobreza en Argentina: Evidencia Empírica a Partir de un Pseudo Panel," CEDLAS, Working Papers 0064, CEDLAS, Universidad Nacional de La Plata.
  8. Allen M. Featherstone & Timothy A. Park & Jeremy G. Weber, 2012. "Keeping ARMS relevant: extracting additional information from ARMS," Agricultural Finance Review, Emerald Group Publishing, vol. 72(2), pages 233-246, July.
  9. Hugo Ñopo & Giorgina Pizzolitto & José Cuesta, 2007. "Using Pseudo-Panels to Measure Income Mobility in Latin America," Research Department Publications 4557, Inter-American Development Bank, Research Department.
  10. Moscarini, Giuseppe & Vella, Francis, 2008. "Occupational Mobility and the Business Cycle," IZA Discussion Papers 3369, Institute for the Study of Labor (IZA).
  11. Huffman, Sonya Kostova & Rizov, Marian, 2008. "The rise of obesity in transition economies: theory and evidence from Russian longitudinal monitoring survey," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6556, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  12. Tamvada, Jagannadha Pawan, 2010. "The Dynamics of Self-employment in a Developing Country: Evidence from India," MPRA Paper 20042, University Library of Munich, Germany.
  13. Badi Baltagi & Seuck Song, 2006. "Unbalanced panel data: A survey," Statistical Papers, Springer, vol. 47(4), pages 493-523, October.
  14. Lorraine Dearden & Emla Fitzsimons & Gill Wyness, 2011. "The Impact of Tuition Fees and Support on University Participation in the UK," CEE Discussion Papers 0126, Centre for the Economics of Education, LSE.
  15. McKenzie, David J., 2006. "Precautionary saving and consumption growth in Taiwan," China Economic Review, Elsevier, vol. 17(1), pages 84-101.
  16. Inoue, Atsushi, 2008. "Efficient estimation and inference in linear pseudo-panel data models," Journal of Econometrics, Elsevier, vol. 142(1), pages 449-466, January.
  17. Nestor Gandelman & Alejandro Rasteletti, 2012. "The Impact of Bank Credit on Employment Formality in Uruguay," Research Department Publications 4778, Inter-American Development Bank, Research Department.
  18. Jeffrey T. Prince & Shane Greenstein, 2011. "Does Service Bundling Reduce Churn?," Working Papers 2011-05, Indiana University, Kelley School of Business, Department of Business Economics and Public Policy.
  19. Bernard, Jean-Thomas & Bolduc, Denis & Yameogo, Nadège-Désirée, 2011. "A pseudo-panel data model of household electricity demand," Resource and Energy Economics, Elsevier, vol. 33(1), pages 315-325, January.
  20. Hong Liu & Wei Tan, 2009. "The Effect of Anti-Smoking Media Campaign on Smoking Behavior: The California Experience," Annals of Economics and Finance, Society for AEF, vol. 10(1), pages 29-47, May.

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