Estimating dynamic models from repeated cross-sections
An important feature of panel data is that it allows the estimation of parameters characterizing dynamics from individual level data. Several authors argue that such parameters can also be identified from repeated cross-section data and present estimators to do so. This paper reviews the identification conditions underlying these estimators. As grouping data to obtain a pseudo-panel is an application of instrumental variables (IV), identification requires that standard IV conditions are met. This paper explicitly discuss the implications of these conditions for empirical analyses. We also propose a computationally attractive instrumental variables estimator that is consistent under a relatively weak set of conditions. A Monte Carlo study indicates that this estimator may work well in practice.
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- Verbeek, M. & Nijman, T., 1992.
"Minimum MSE Estimatin of a Regression Model with Fixed Effects from a Series of Cross Sections,"
9201, Tilburg - Center for Economic Research.
- 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.
- 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.
- Richard Blundell & Martin Browning & Costas Meghir, 1993.
"Consumer demand and the life-cycle allocation of household expenditures,"
IFS Working Papers
W93/11, Institute for Fiscal Studies.
- Blundell, Richard & Browning, Martin & Meghir, Costas, 1994. "Consumer Demand and the Life-Cycle Allocation of Household Expenditures," Review of Economic Studies, Wiley Blackwell, vol. 61(1), pages 57-80, January.
- Alessie, Rob & Devereux, Michael P. & Weber, Guglielmo, 1997.
"Intertemporal consumption, durables and liquidity constraints: A cohort analysis,"
European Economic Review,
Elsevier, vol. 41(1), pages 37-59, January.
- 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.
- Verbeek, M.J.C.M. & Nijman, T.E., 1990.
"Can cohort data be treated as genuine panel data?,"
1990-64, Tilburg University, Center for Economic Research.
- Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
- Angrist, Joshua D., 1991.
"Grouped-data estimation and testing in simple labor-supply models,"
Journal of Econometrics,
Elsevier, vol. 47(2-3), pages 243-266, February.
- Joshua Angrist, 1988. "Grouped Data Estimation and Testing in Simple Labor Supply Models," Working Papers 614, Princeton University, Department of Economics, Industrial Relations Section..
- McKenzie, D.J.David J., 2004. "Asymptotic theory for heterogeneous dynamic pseudo-panels," Journal of Econometrics, Elsevier, vol. 120(2), pages 235-262, June.
- Douglas Staiger & James H. Stock, 1997.
"Instrumental Variables Regression with Weak Instruments,"
Econometric Society, vol. 65(3), pages 557-586, May.
- Douglas Staiger & James H. Stock, 1994. "Instrumental Variables Regression with Weak Instruments," NBER Technical Working Papers 0151, National Bureau of Economic Research, Inc.
- Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November.
- 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.
- Nijman, T.E. & Verbeek, M.J.C.M., 1993. "Minimum MSE estimation of a regression model with fixed effects from a series of cross sections," Other publications TiSEM 34c1104a-a64b-4030-be99-b, Tilburg University, School of Economics and Management.
- 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.
- Tom Doan, . "RATS program to replicate Arellano-Bond 1991 dynamic panel," Statistical Software Components RTZ00169, Boston College Department of Economics.
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