Duration dependence and time varying variables in discrete time duration models

This paper considers estimation of a dynamic discrete choice model with second order state dependence in the presence of strictly exogenous time-varying explanatory variables. We propose a new method for estimating such models, and a small Monte Carlo study suggests that the method performs well in practice. The method is used to test for duration dependence in labour market spells for young people in France. The novelty in the application is that we are able to control for time-varying explanatory variables. In a discrete time duration model, duration dependence will result in second order state dependence, and the paper therefore also adds to the literature on estimation of duration models with unobserved heterogeneity. (This abstract was borrowed from another version of this item.)

[1]  S. Cazes,et al.  Le chômage des jeunes en France : un état des lieux , 1997 .

[2]  J. Heckman Heterogeneity and State Dependence , 1981 .

[3]  J. Hahn THE INFORMATION BOUND OF A DYNAMIC PANEL LOGIT MODEL WITH FIXED EFFECTS , 2001, Econometric Theory.

[4]  Bo E. Honoré,et al.  Estimation of cross sectional and panel data censored regression models with endogeneity , 2004 .

[5]  Gary Chamberlain,et al.  Longitudinal Analysis of Labor Market Data: Heterogeneity, omitted variable bias, and duration dependence , 1985 .

[6]  Charles F. Manski,et al.  SEMIPARAMETRIC ANALYSIS OF RANDOM EFFECTS LINEAR MODELS FROM BINARY PANEL DATA , 1987 .

[7]  Ekaterini Kyriazidou,et al.  Estimation of a Panel Data Sample Selection Model , 1997 .

[8]  Youth labour markets in 23 countries: a comparison using micro data , 1996 .

[9]  M. Spence Job Market Signaling , 1973 .

[10]  R. Layard,et al.  Unemployment: Macroeconomic Performance and the Labour Market , 1991 .

[11]  Bo E. Honoré,et al.  Estimation of tobit-type models with individual specific effects , 2000 .

[12]  Michael Rosholm,et al.  Left Censoring in Duration Data: Theory and Applications , 2002 .

[13]  Dean Hyslop,et al.  A Non-Experimental Analysis of True State Dependence in Monthly Welfare Participation Sequences , 1999 .

[14]  J. L. Porket Unemployment: macroeconomic performance and the labour market , 1992 .

[15]  T. Magnac Subsidised Training and Youth Employment: Distinguishing Unobserved Heterogeneity from State Dependence in Labour Market Histories , 2000 .

[16]  J. Horowitz A Smoothed Maximum Score Estimator for the Binary Response Model , 1992 .

[17]  K. Arrow Higher education as a filter , 1973 .

[18]  E. B. Andersen,et al.  Asymptotic Properties of Conditional Maximum‐Likelihood Estimators , 1970 .

[19]  Bo E. Honoré,et al.  Panel Data Discrete Choice Models with Lagged Dependent Variables , 2000 .

[20]  Pradeep K. Chintagunta,et al.  Panel data analysis of household brand choices , 2001 .

[21]  Bo E. Honoré Nonlinear models with panel data , 2002 .