Accounting for omitted variables in a discrete time panel data model of residential mobility |
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Authors: | Richard B. Davies Andrew R. Pickles |
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Affiliation: | 1. University of Wales Institute of Science and Technology, Cardiff, Wales 2. Northwestern University, 60201, Evanston, IL 3. University of Cambridge, England
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Abstract: | The problems of omitted variables in the empirical analysis of dynamic social processes is explained and alternative approaches to its solution briefly reviewed. The beta-logistic model of Heckman and Willis (1977) is introduced and then generalised for application to processes which include event history effects and time-varying covariates. The problem of initial conditions is explained. The generalised beta-logistic model is applied to residential mobility histories of households from the Michigan Panel Study of Income Dynamics. |
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