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Left-Censoring in Duration Data: Theory and Applications

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Author Info
Anna Christina D'Addio
Michael Rosholm () (Department of Economics, University of Aarhus, Denmark)

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Abstract

In this paper, we discuss how to best exploit the information contained in spells that are in progress when an observation period begins, that is, left-censored and left-truncated duration data. We provide a survey of censoring and truncation mechanisms in event history models. We describe some approaches that have been suggested in the literature to deal with left-censoring. Our contribution is the description of ways to use additional information to obtain more efficient parameter estimates using the left-censored informations, and particularly, the derivation of the associated likelihood expressions. In order to use the information efficiently, we often resort to the stationarity assumption. Hence, we provide a Hausman test for this assumption. The second part of the paper briefly presents some empirical examples which demonstrates the efficiency gains associated with the use of the information contained in the left-censored observations. In particular, we show how the use of some additional pieces of information allows us to obtain more efficient estimates of the parameters of interest. In doing this, we use the information reported in the waves 1990-1992 of the French Labour Force Surveys on young French individuals.

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Publisher Info
Paper provided by School of Economics and Management, University of Aarhus in its series Economics Working Papers with number 2002-5.

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Handle: RePEc:aah:aarhec:2002-5

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Related research
Keywords: left-censoring; left-truncation; conditional likelihood; hazard rate; stationarity;

Find related papers by JEL classification:
C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation
C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis
C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Microeconomic Data

Cited by:
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  1. Anna Christina D'Addio & Bo E. Honoré, . "Duration Dependence and Timevarying Variables in Discrete Time Duration Models," Economics Working Papers 2002-13, School of Economics and Management, University of Aarhus. [Downloadable!]
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  2. Jakobsen, Vibeke & Rosholm, Michael, 2003. "Dropping out of School? A Competing Risks Analysis of Young Immigrants’ Progress in the Educational System," IZA Discussion Papers 918, Institute for the Study of Labor (IZA). [Downloadable!]
  3. Ana Flávia Machado & Rafael Perez Ribas, 2008. "Do Changes in the Labour Market Take Families out of Poverty? Determinants of Exiting Poverty in Brazilian Metropolitan Regions," Working Papers 44, International Policy Centre for Inclusive Growth. [Downloadable!]
  4. Brenton, Paul & Saborowski, Christian & von Uexkull, Erik, 2009. "What explains the low survival rate of developing country export flows ?," Policy Research Working Paper Series 4951, The World Bank. [Downloadable!]
  5. Georges Dionne & Benoit Dostie, 2007. "Estimating the Effect of a Change in Insurance Pricing Regime on Accidents with Endogenous Mobility," Cahiers de recherche 0728, CIRPEE. [Downloadable!]
    Other versions:
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