Labor market entry and earnings dynamics: Bayesian inference using mixtures‐of‐experts Markov chain clustering
This paper analyzes patterns in the earnings development of young labor market en- trants over their life cycle. We identify four distinctly di®erent types of transition patterns between discrete earnings states in a large administrative data set. Further, we investigate the e®ects of labor market conditions at the time of entry on the probability of belonging to each transition type. To estimate our statistical model we use a model-based clustering approach. The statistical challenge in our application comes from the di±culty in extending distance-based clustering approaches to the problem of identify groups of similar time series in a panel of discrete-valued time series. We use Markov chain clustering, proposed by Pam- minger and FrÄuhwirth-Schnatter (2010), which is an approach for clustering discrete-valued time series obtained by observing a categorical variable with several states. This method is based on ¯nite mixtures of ¯rst-order time-homogeneous Markov chain models. In order to analyze group membership we present an extension to this approach by formulating a prob- abilistic model for the latent group indicators within the Bayesian classi¯cation rule using a multinomial logit model.
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Volume (Year): 27 (2012)
Issue (Month): 7 (November)
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- Kahn, Lisa B., 2010. "The long-term labor market consequences of graduating from college in a bad economy," Labour Economics, Elsevier, vol. 17(2), pages 303-316, April.
- Fraley C. & Raftery A.E., 2002. "Model-Based Clustering, Discriminant Analysis, and Density Estimation," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 611-631, June.
- Kondo, Ayako, 2007. "Does the first job really matter? State dependency in employment status in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 21(3), pages 379-402, September.
- JuÃ¡rez, Miguel A. & Steel, Mark F. J., 2010. "Model-Based Clustering of Non-Gaussian Panel Data Based on Skew-t Distributions," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(1), pages 52-66.
- Weber, Andrea, 2002.
"State Dependence and Wage Dynamics: A Heterogeneous Markov Chain Model for Wage Mobility in Austria,"
114, Institute for Advanced Studies.
- Andrea Weber, 2002. "State dependence and wage dynamics: a heterogeneous Markov chain model for wage mobility in Austria," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 D2-2, International Conferences on Panel Data.
- Yuji Genda & Ayako Kondo & Souichi Ohta, 2010. "Long-Term Effects of a Recession at Labor Market Entry in Japan and the United States," Journal of Human Resources, University of Wisconsin Press, vol. 45(1).
- Philip Oreopoulos & Till von Wachter & Andrew Heisz, 2006.
"The Short- and Long-Term Career Effects of Graduating in a Recession: Hysteresis and Heterogeneity in the Market for College Graduates,"
NBER Working Papers
12159, National Bureau of Economic Research, Inc.
- Oreopoulos, Philip & Wachter, Till von & Heisz, Andrew, 2008. "The Short- and Long-Term Career Effects of Graduating in a Recession: Hysteresis and Heterogeneity in the Market for College Graduates," IZA Discussion Papers 3578, Institute for the Study of Labor (IZA).
- Jeffrey M. Wooldridge, 2005.
"Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 20(1), pages 39-54.
- Jeffrey M Wooldridge, 2002. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," CeMMAP working papers CWP18/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Josef Zweimüller & Rudolf Winter-Ebmer & Rafael Lalive & Andreas Kuhn & Jean-Philippe Wuellrich & Oliver Ruf & Simon Büchi, 2009.
"Austrian social security database,"
IEW - Working Papers
410, Institute for Empirical Research in Economics - University of Zurich.
- Josef Zweimüller & Rudolf Winter-Ebmer & Rafael Lalive & Andreas Kuhn & Jean-Philippe Wuellrich & Oliver Ruf & Simon Büchi, 2009. "Austrian Social Security Database," NRN working papers 2009-03, The Austrian Center for Labor Economics and the Analysis of the Welfare State, Johannes Kepler University Linz, Austria.
- Illoong Kwon & Eva Meyersson Milgrom, 2007. "Cohort Effects in Wages and Promotions," Discussion Papers 07-025, Stanford Institute for Economic Policy Research.
- Fruhwirth-Schnatter, Sylvia & Fruhwirth, Rudolf, 2007. "Auxiliary mixture sampling with applications to logistic models," Computational Statistics & Data Analysis, Elsevier, vol. 51(7), pages 3509-3528, April.
- Paul Oyer, 2006. "The Macro-Foundations of Microeconomics: Initial Labor Market Conditions and Long-Term Outcomes for Economists," NBER Working Papers 12157, National Bureau of Economic Research, Inc.
- Fruhwirth-Schnatter, Sylvia & Kaufmann, Sylvia, 2008.
"Model-Based Clustering of Multiple Time Series,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 26, pages 78-89, January.
- Oddbjørn Raaum & Knut Røed, 2006. "Do Business Cycle Conditions at the Time of Labor Market Entry Affect Future Employment Prospects?," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 193-210, May.
- Paul Oyer, 2006. "Initial Labor Market Conditions and Long-Term Outcomes for Economists," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 143-160, Summer.
- Juarez, Miguel A. & Steel, Mark F. J., 2006. "Model-based Clustering of non-Gaussian Panel Data," MPRA Paper 880, University Library of Munich, Germany.
- Konrad Banachewicz & André Lucas & Aad van der Vaart, 2008. "Modelling Portfolio Defaults Using Hidden Markov Models with Covariates," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 155-171, 03.
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