Estimation of worker and firm effects with censored data
The main contribution of this paper is to provide researchers with a new estimation method suitable for censored models with two high dimensional fixed effects. This new estimation method is based on a sequence of least squares regressions. In practice, use of this method can result in significant savings in computing time, and it is applicable to datasets where the number of fixed effects makes standard estimation techniques unfeasible. In addition, the paper both analyses the theoretical properties of the procedure and evaluates its practical performance by means of a Monte Carlo simulation study. Finally, it describes an application to the Spanish economy using a Spanish longitudinal match employer-employee dataset which provides wage information on the working population over a 13-year period. In particular, this paper contributes to the empirical literature on wage determination by providing the first decomposition of individual wages for Spain that takes into account both worker and firm effects after adjusting for censoring. This empirical exercise shows that the biases encountered when censored issues are not taken into account can be of sufficient magnitude as to overestimate the role of firm effects in wage dispersion. In our empirical research, individual heterogeneity explains more than 60% of wage dispersion.
|Date of creation:||Sep 2013|
|Date of revision:||May 2014|
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- Olsen, Randall J, 1978. "Note on the Uniqueness of the Maximum Likelihood Estimator for the Tobit Model," Econometrica, Econometric Society, vol. 46(5), pages 1211-15, September.
- Abowd, J.M. & Kramarz, F. & Margolis, D.N., 1995.
"High-Wage Workers and High-Wage Firms,"
Cahiers de recherche
9503, Universite de Montreal, Departement de sciences economiques.
- Abowd, J.M. & Kramarz, F. & Margolis, D.N., 1995. "High-Wage Workers and High-Wage Firms," Cahiers de recherche 9503, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- David Margolis, 1995. "High Wage Workers and High Wage Firms," Post-Print halshs-00378229, HAL.
- John M. Abowd & Francis Kramarz & David N. Margolis, 1994. "High-Wage Workers and High-Wage Firms," CIRANO Working Papers 94s-23, CIRANO.
- John M. Abowd & Francis Kramarz & David N. Margolis, 1994. "High Wage Workers and High Wage Firms," NBER Working Papers 4917, National Bureau of Economic Research, Inc.
- John M. Abowd & Francis Kramarz & David Margolis, 1999. "High Wage Workers and High Wage Firms," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00353892, HAL.
- Sónia Torres & Pedro Portugal & John T. Addison & Paulo Guimarães, 2013.
"The sources of wage variation: a three-way high-dimensional fixed effects regression model,"
w201309, Banco de Portugal, Economics and Research Department.
- Torres, Sónia & Portugal, Pedro & Addison, John T. & Guimaraes, Paulo, 2013. "The Sources of Wage Variation: A Three-Way High-Dimensional Fixed Effects Regression Model," IZA Discussion Papers 7276, Institute for the Study of Labor (IZA).
- Gruetter, Max & Lalive, Rafael, 2009.
"The importance of firms in wage determination,"
Elsevier, vol. 16(2), pages 149-160, April.
- Gruetter, Max & Lalive, Rafael, 2004. "The Importance of Firms in Wage Determination," IZA Discussion Papers 1367, Institute for the Study of Labor (IZA).
- Max Gruetter & Rafael Lalive, . "The Importance of Firms in Wage Determination," IEW - Working Papers 207, Institute for Empirical Research in Economics - University of Zurich.
- Powell, James L, 1986. "Symmetrically Trimmed Least Squares Estimation for Tobit Models," Econometrica, Econometric Society, vol. 54(6), pages 1435-60, November.
- John M. Abowd & Simon D. Woodcock, 2004. "Multiply-Imputing Confidential Characteristics and File Links in Longitudinal Linked Data," Longitudinal Employer-Household Dynamics Technical Papers 2004-04, Center for Economic Studies, U.S. Census Bureau.
- Abowd, John M. & Kramarz, Francis, 1999. "Econometric analyses of linked employer-employee data," Labour Economics, Elsevier, vol. 6(1), pages 53-74, March.
- Amemiya, Takeshi, 1973. "Regression Analysis when the Dependent Variable is Truncated Normal," Econometrica, Econometric Society, vol. 41(6), pages 997-1016, November.
- Thomas Cornelissen, 2008. "The Stata command felsdvreg to fit a linear model with two high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 8(2), pages 170-189, June.
- James Tobin, 1956. "Estimation of Relationships for Limited Dependent Variables," Cowles Foundation Discussion Papers 3R, Cowles Foundation for Research in Economics, Yale University.
- Abowd, John M. & Kramarz, Francis, 1999. "The analysis of labor markets using matched employer-employee data," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 40, pages 2629-2710 Elsevier.
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