A Copula Duration Model with Dependent States and Spells

Simon M. S. Lo, Shuolin Shi, Ralf Wilke

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Abstract

A nested Archimedean copula model for dependent states and spells is introduced and the link to a classical survival model with frailties is established. The model relaxes an important restriction of classical survival models as unobservable heterogeneities are permitted to be correlated with the observable covariates. Its modular structure has practical advantages as the different components can be separately specified and estimation can be done sequentially or separately. This makes the model versatile and adaptable in empirical work. An application to labour market transitions with linked administrative data supports the need for a flexible specification of the dependence structure and the model for the marginal survivals. The conventional Markov Chain Model is shown to give sizeably biased results in the application.
Original languageEnglish
Article number108104
JournalComputational Statistics & Data Analysis
Volume204
Number of pages17
ISSN0167-9473
DOIs
Publication statusPublished - Apr 2025

Bibliographical note

Published online: 28 November 2024.

Keywords

  • Hierarchical copula
  • Frailty
  • Pseudo maximum likelihood estimation

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