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Count data models with selectivity

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R. Winkelmann

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Abstract

This paper shows how truncated, censored, hurdle, zero inflated and underreported count models can be interpreted as models with selectivity. Until recently, users of such count data models have commonly imposed independence brtween the count generating mechanism and the selection mechanism. Such an assumption is unrealistic in most applications, and various models with endogenous selectivity (correlation between the count and the selection equations) are presented. The methods are illustrated in an application to labor mobility where the dependent variable is the number of individual job changes during a ten year period.

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Publisher Info
Article provided by Taylor and Francis Journals in its journal Econometric Reviews.

Volume (Year): 17 (1998)
Issue (Month): 4 ()
Pages: 339-359
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Handle: RePEc:taf:emetrv:v:17:y:1998:i:4:p:339-359

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Related research
Keywords: Poisson distribution; sample selection; underreporting; labor mobility; JEL Classification:C25; C42;

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  1. Tom Van Ourti, 2004. "Measuring horizontal inequity in Belgian health care using a Gaussian random effects two part count data model," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 705-724. [Downloadable!]
  2. Sergi Jiménez-Martín & José M. Labeaga & Maite Martínez-Granado, 2002. "Latent class versus two-part models in the demand for physician services across the European Union," Health Economics, John Wiley & Sons, Ltd., vol. 11(4), pages 301-321. [Downloadable!]
  3. Alfonso Miranda & Massimiliano Bratti, 2006. "Non-pecuniary returns to higher education: The effect on smoking intensity in the UK," Keele Economics Research Papers KERP 2006/04, Centre for Economic Research, Keele University. [Downloadable!]
  4. Alfonso Miranda & Massimiliano Bratti, 2006. "Non-Pecuniary Returns to Higher Education:," IZA Discussion Papers 2090, Institute for the Study of Labor (IZA). [Downloadable!]
  5. Georgios Papadopoulos & J. M. C. Santos Silva, 2008. "Identification issues in models for underreported counts," Economics Discussion Papers 657, University of Essex, Department of Economics. [Downloadable!]
  6. Sergi Jiménez-Martín & José M. Labeaga & Maite Martínez-Granado, 2003. "An Empirical Analysis of the Demand for Physician Services Across the European Union," Economic Working Papers at Centro de Estudios Andaluces E2003/45, Centro de Estudios Andaluces. [Downloadable!]
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