Article Outline
Glossary
Definition of the Subject
Introduction
Overview of Linear Panel Data Models
Sequentially Exogenous Regressors and Dynamic Models
Unbalanced Panel Data Sets
Nonlinear Models
Future Directions
Bibliography
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- Panel data:
-
Data on a set of cross-sectional units followed over time.
- Unobserved effects:
-
Unobserved variables that affect the outcome which are constant over time.
- Fixed effects estimation:
-
An estimation method that removes the unobserved effects, implying that the unobserved effects can be arbitrarily related to the observed covariates.
- Correlated random effects:
-
An approach to modeling where the dependence between the unobserved effects and the history of the covariates is parametrically modeled. The traditional random effects approach is a special case under the assumption that he unobserved effects are independent of the covariates.
- Average partial effect:
-
The partial effect of a covariate averaged across the distribution of the unobserved effects.
Bibliography
Primary Literature
Ahn SC, Schmidt P (1995) Efficient estimation of models for dynamic panel data. J Econom 68:5–27
Ahn SC, Lee YH, Schmidt P (2001) GMM estimation of linear panel data models with time‐varying individual effects. J Econom 101:219–255
Altonji JG, Matzkin RL (2005) Cross section and panel data estimators for nonseparable models with endogenous regressors. Econometrica 73:1053–1102
Anderson TW, Hsiao C (1982) Formulation and estimation of dynamic models using panel data. J Econom 18:47–82
Arellano M (1993) On the testing of correlated effects with panel data. J Econom 59:87–97
Arellano M, Bond SR (1991) Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Rev Econ Stud 58:277–297
Arellano M, Bover O (1995) Another look at the instrumental variable estimation of error components models. J Econom 68:29–51
Arellano M, Carrasco R (2003) Binary choice panel data models with predetermined variables. J Econom 115:125–157
Arellano M, Honoré B (2001) Panel data models: Some recent developments. In: Heckman JJ, Leamer E (eds) Handbook of econometrics, vol 5. North Holland, Amsterdam, pp 3229–3296
Blundell R, Bond SR (1998) Initial conditions and moment restrictions in dynamic panel data models. J Econom 87:115–143
Blundell R, Bond SR (2000) GMM estimation with persistent panel data: An application to production functions. Econom Rev 19:321–340
Blundell R, Powell JL (2003) Endogeneity in nonparametric and semiparametric regression models. In: Dewatripont M, Hansen LP, Turnovsky SJ (eds) Advances in economics and econonometrics: Theory and applications, 8th World Congress, vol 2. Cambridge University Press, Cambridge, pp 312–357
Blundell R, Smith RJ (1991) Initial conditions and efficient estimation in dynamic panel data models – an application to company investment behaviours. Ann d'écon stat 20–21:109–124
Cameron AC, Trivedi PK (2005) Microeconometrics: Methods and applications. Cambridge University Press, Cambridge
Chamberlain G (1980) Analysis of covariance with qualitative data. Rev Econ Stud 47:225–238
Chamberlain G (1982) Multivariate regression models for panel data. J Econom 1:5–46
Chamberlain G (1984) Panel data. In: Griliches Z, Intriligator MD (eds) Handbook of econometrics, vol 2. North Holland, Amsterdam, pp 1248–1318
Deaton A (1985) Panel Data from time series of cross‐sections. J Econom 30:109–126
Erdem T, Sun B (2001) Testing for choice dynamics in panel data. J Bus Econ Stat 19:142–152
Fernández‐Val I (2007) Fixed effects estimation of structural parameters and marginal effects in panel probit models. Mimeo. Boston University, Department of Economics
Florens JP, Heckman JJ, Meghir C, Vytlacil E (2007) Identification of treatment effects using control functions in models with continuous, endogenous treatment and heterogeneous effects. Mimeo. Columbia University, Department of Economics
Hahn J (1999) How informative is the initial condition in the dynamic panel model with fixed effects? J Econom 93:309–326
Hahn J, Kuersteiner G (2002) Asymptotically unbiased inference for a dynamic panel model with fixed effects when both n and T are large. Econometrica 70:1639–1657
Hahn J, Newey WK (2004) Jackknife and analytical bias reduction for nonlinear panel models. Econometrica 72:1295–1319
Hausman JA (1978) Specification tests in econometrics. Econometrica 46:1251–1271
Hausman JA, Taylor WE (1981) Panel data and unobservable individual effects. Econometrica 49:1377–1398
Hayashi F (2000) Econometrics. Princeton University Press, Princeton
Heckman JJ (1976) The common structure of statistical models of truncation, sample selection and limited dependent variables and a simple estimator for such models. Ann Econ Soc Meas 5:475–492
Heckman JJ (1981) Statistical models for discrete panel data. In: Manski CF, McFadden DL (eds) Structural analysis of discrete data and econometric applications. MIT Press, Cambridge, pp 114–178
Heckman JJ (1981) The incidental parameters problem and the problem of initial condition in estimating a discrete time‐discrete data stochastic process. In: Manski CF, McFadden DL (eds) Structural analysis of discrete data and econometric applications. MIT Press, Cambridge, pp 179–195
Hoch I (1962) Estimation of production function parameters combining time‐series and cross-section data. Econometrica 30:34–53
Holtz-Eakin D, Newey W, Rosen HS (1988) Estimating vector autoregressions with panel data. Econometrica 56:1371–1395
Honoré BE (1992) Trimmed LAD and least squares estimation of truncated and censored regression models with fixed effects. Econometrica 60:533–565
Honoré BE, Hu L (2004) Estimation of cross sectional and panel data censored regression models with endogeneity. J Econom 122:293–316
Honoré BE, Lewbel A (2002) Semiparametric binary choice panel data models without strictly exogeneous regressors. Econometrica 70:2053–2063
Honoré BE, Tamer E (2006) Bounds on parameters in panel dynamic discrete choice models. Econometrica 74:611–629
Im KS, Ahn SC, Schmidt P, Wooldridge JM (1999) Efficient estimation of panel data models with strictly exogenous explanatory variables. J Econom 93:177–201
Imbens GW, Wooldridge JM (2007) What's new in econometrics? Lecture Notes. National Bureau of Economic Research, Summer Institute
Inoue A (2008) Efficient estimation and inference in linear pseudo‐panel data models. J Econom 142:449–466
Keane MP, Runkle DE (1992) On the estimation of panel-data models with serial correlation when instruments are not strictly exogenous. J Bus Econ Stat 10:1–9
Kiefer NM (1980) Estimation of fixed effect models for time series of cross‐sections with arbitrary intertemporal covariance. J Econom 14:195–202
Levinshohn J, Petrin A (2003) Estimating production functions using inputs to control for unobservables. Rev Econ Stud 70:317–341
Liang K-Y, Zeger SL (1986) Longitudinal data analysis using generalized linear models. Biometrika 73:13–22
Moon HR, Phillips PCB (2004) GMM estimation of autoregressive roots near unity with panel data. Econometrica 72:467–522
Mundlak Y (1961) Empirical production function free of management bias. Farm J Econ 43:44–56
Mundlak Y (1978) On the pooling of time series and cross section data. Econometrica 46:69–85
Murtazashvili I, Wooldridge JM (2007) Fixed effects instrumental variables estimation in correlated random coefficient panel data models. J Econom 142:539–552
Olley S, Pakes A (1996) The dynamics of productivity in the telecommunications equipment industry. Econometrica 64:1263–1298
Pesaran MH, Takashi Y (2008) Testing slope homogeneity in large panels. J Econom 142:50–93
Pesaran MH, Smith RP, Im KS (1996) Dynamic linear models for heterogeneous panels. In: Mátáyas L, Sevestre P (eds) The econometrics of panel data. Kluwer, Dordrecht, pp 145–195
Petrin A, Train KE (2005) Tests for omitted attributes in differentiated product models. Mimeo. University of Minnesota, Department of Economics
Phillips PCB, Moon HR (2000) Nonstationary panel data analysis: An overview of some recent developments. Econom Rev 19:263–286
Wooldridge JM (1999) Distribution‐free estimation of some nonlinear panel data models. J Econom 90:77–97
Wooldridge JM (2000) A framework for estimating dynamic, unobserved effects panel data models with possible feedback to future explanatory variables. Econ Lett 68:245–250
Wooldridge JM (2002) Econometric analysis of cross section and panel data. MIT Press, Cambridge
Wooldridge JM (2005) Fixed‐effects and related estimators for correlated random‐coefficient and treatment‐effect panel data models. Rev Econ Stat 87:385–390
Wooldridge JM (2005) Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity. J Appl Econom 20:39–54
Books and Reviews
Arellano M (2003) Panel data econometrics. Oxford University Press, Oxford
Baltagi BH (2001) Econometric analysis of panel data, vol 2e. Wiley, New York
Hsiao C (2003) Analysis of panel data, vol 2e. Cambridge University Press, Cambridge
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Wooldridge, J.M. (2009). Econometrics: Panel Data Methods. In: Meyers, R. (eds) Complex Systems in Finance and Econometrics. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-7701-4_12
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