Count data models with selectivity
- 1 January 1998
- journal article
- research article
- Published by Taylor & Francis in Econometric Reviews
- Vol. 17 (4) , 339-359
- https://doi.org/10.1080/07474939808800422
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.Keywords
This publication has 20 references indexed in Scilit:
- Markov chain Monte Carlo analysis of underreported count data with an application to worker absenteeismEmpirical Economics, 1996
- Modeling household fertility decisions: Estimation and testing of censored regression models for count dataEmpirical Economics, 1995
- A comparison of alternative models of prescription drug utilizationHealth Economics, 1995
- RECENT DEVELOPMENTS IN COUNT DATA MODELLING: THEORY AND APPLICATIONJournal of Economic Surveys, 1995
- An Econometric Model of the Two-Part Decisionmaking Process in the Demand for Health CareThe Journal of Human Resources, 1995
- A count‐amount model with endogenous recording of observationsJournal of Applied Econometrics, 1993
- Zero-Inflated Poisson Regression, with an Application to Defects in ManufacturingTechnometrics, 1992
- Theoretical and Empirical Advantages of Truncated Count Data Estimators for Analysis of Deer Hunting in CaliforniaAmerican Journal of Agricultural Economics, 1990
- Specification and testing of some modified count data modelsJournal of Econometrics, 1986
- A Computationally Efficient Quadrature Procedure for the One-Factor Multinomial Probit ModelEconometrica, 1982