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Modelling the occupational and educational choices of young people in Poland using Bayesian multinomial logit models

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  • Grzenda Wioletta

    (SGH Warsaw School of Economics, Collegium of Economic Analysis, Institute of Statistics and Demography, Warsaw, ; Poland)

Abstract
Binomial logit models are commonly used in the analysis of the situation of respondents on the labour market. Consequently, in most cases researchers consider two states: of being unemployed and employed or economically inactive and active. This paper focuses on the situation of young people aged 18 to 29 on the labour market in Poland. A major part of the people who comprise the studied group are still in education or combine education with work. Therefore, the participants of the research were divided into the following groups: the employed and not learning, those combining education with work, the unemployed, learners/students only, and those economically inactive and not at school. The model allowing an analysis which includes both the most common division into working and nonworking persons as well as the division proposed in this study is a nested logit model. This model has a hierarchical structure and is a special case of a multinomial logit model. In this paper, all models were estimated within the Bayesian approach. The findings show that continuing education by young people may result from their problems with finding a job; moreover, combining work with education is not the preferred form of professional activity. In addition, the study examines the inequalities observed on the Polish labour market.

Suggested Citation

  • Grzenda Wioletta, 2021. "Modelling the occupational and educational choices of young people in Poland using Bayesian multinomial logit models," Statistics in Transition New Series, Statistics Poland, vol. 22(3), pages 175-191, September.
  • Handle: RePEc:vrs:stintr:v:22:y:2021:i:3:p:175-191:n:10
    DOI: 10.21307/stattrans-2021-033
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    References listed on IDEAS

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    1. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    2. Rosalia Castellano & Antonella Rocca, 2017. "The dynamic of the gender gap in the European labour market in the years of economic crisis," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(3), pages 1337-1357, May.
    3. Small, Kenneth A & Hsiao, Cheng, 1985. "Multinomial Logit Specification Tests," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 26(3), pages 619-627, October.
    4. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    5. Cramer,J. S., 2011. "Logit Models from Economics and Other Fields," Cambridge Books, Cambridge University Press, number 9780521188036, September.
    6. Adriana Ana Maria Davidescu & Monica Roman & Vasile Alecsandru Strat & Mihaela Mosora, 2019. "Regional Sustainability, Individual Expectations and Work Motivation: A Multilevel Analysis," Sustainability, MDPI, vol. 11(12), pages 1-23, June.
    7. Lahiri, Kajal & Gao, Jian, 2002. "Bayesian analysis of nested logit model by Markov chain Monte Carlo," Journal of Econometrics, Elsevier, vol. 111(1), pages 103-133, November.
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