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Joint analysis of occurrence and time to stability after entrance into the Italian labour market: an approach based on a Bayesian cure model with structured stochastic search variable selection
Authors:Alessio Farcomeni  Alessandra Nardi  Elena Fabrizi
Affiliation:1. Dipartimento di Malattie Infettive e Sanità Pubblica , Sapienza - Università di Roma , Roma, Italy;2. Dipartimento di Matematica , Università di Roma - Tor Vergata , Roma, Italy;3. Dipartimento di Economia , Facoltá di Scienze Politiche;4. Universitá degli Studi di Teramo , Teramo, Italy
Abstract:Precarious employment is a serious social problem, especially in those countries, such as Italy, where there are limited benefits from social security. We investigate this phenomenon by analysing the initial part of the career of employees starting with unstable contracts for a panel of Italian workers. Our aim is to estimate the probability of getting a stable job and to detect factors influencing both this probability and the duration of precariousness. To answer these questions, we use an ad hoc mixture cure rate model in a Bayesian framework.
Keywords:Bayesian methods  mixture cure models  model selection  precariousness  structured variable selection  unobserved heterogeneity
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