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Využití metod analýzy přežití pro modelování doby nezaměstnanosti v České republice
[The Use of Survival Analysis Methods for the Modelling of Unemployment in the Czech Republic]

Author

Listed:
  • Adam Čabla
  • Ivana Malá

Abstract

Unemployment belongs to the most serious economic and social problems of developed countries. The problem can be described by the unemployment rate or number of the unemployed, in this text a duration of unemployment is of interest. The unemployment duration in the Czech Republic in 2008, 2010 and 2014 is analysed with the use of survival analysis methods and a finite mixture of lognormal distributions is used to describe an overall distribution of unemployment spell as well as the component distributions given by gender and education of the unemployed. Data from the Labour Force Sample Survey (performed by the Czech Statistical Office) are used for the statistical analysis. The unemployment duration is given in the questionnaire of the survey in intervals, we supposed the data to be right or interval censored, exact values of the unemployment duration are not included in the data. The strong positive effect of education on the duration of unemployment is quantified, as well as a less distinctive gender gap. An increase in unemployment duration is quantified for the period of economic crisis with respect to periods before (2008) and after (2014) the crisis.

Suggested Citation

  • Adam Čabla & Ivana Malá, 2017. "Využití metod analýzy přežití pro modelování doby nezaměstnanosti v České republice [The Use of Survival Analysis Methods for the Modelling of Unemployment in the Czech Republic]," Politická ekonomie, Prague University of Economics and Business, vol. 2017(4), pages 501-519.
    • Handle: RePEc:prg:jnlpol:v:2017:y:2017:i:4:id:1157:p:501-519
    DOI: 10.18267/j.polek.1157
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    References listed on IDEAS

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    1. Fay, Michael P. & Shaw, Pamela A., 2010. "Exact and Asymptotic Weighted Logrank Tests for Interval Censored Data: The interval R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 36(i02).
    2. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 45(1 (Spring), pages 229-299.
    3. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 229-299.
    4. Knut Røed & Peter Jensen & Anna Thoursie, 2008. "Unemployment duration and unemployment insurance: a comparative analysis based on Scandinavian micro data," Oxford Economic Papers, Oxford University Press, vol. 60(2), pages 254-274, April.
    5. Alan B. Krueger & Andreas Mueller, 2011. "Job Search and Job Finding in a Period of Mass Unemployment: Evidence from High-Frequency Longitudinal Data," Working Papers 1295, Princeton University, Department of Economics, Center for Economic Policy Studies..
    6. Hunt, Jennifer, 1995. "The Effect of Unemployment Compensation on Unemployment Duration in Germany," Journal of Labor Economics, University of Chicago Press, vol. 13(1), pages 88-120, January.
    7. Olympia Bover & Manuel Arellano & Samuel Bentolila, 2002. "Unemployment Duration, Benefit Duration and the Business Cycle," Economic Journal, Royal Economic Society, vol. 112(479), pages 223-265, April.
    8. Krueger, Alan B. & Mueller, Andreas I., 2011. "Job Search and Job Finding in a Period of Mass Unemployment: Evidence from High-Frequency Longitudinal Data," IZA Discussion Papers 5450, Institute of Labor Economics (IZA).
    9. Štěpán Jurajda & Frederick J. Tannery, 2003. "Unemployment Durations and Extended Unemployment Benefits in Local Labor Markets," ILR Review, Cornell University, ILR School, vol. 56(2), pages 324-348, January.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    unemployment duration; censored data; finite mixture of probability distributions; survival analysis;
    All these keywords.

    JEL classification:

    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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