Investigating non-ignorable drop-out in panel studies of residential mobility
Washbrook, Elizabeth; Clarke, Paul S.; and Steele, Fiona
(2014)
Investigating non-ignorable drop-out in panel studies of residential mobility
Journal of the Royal Statistical Society. Series C: Applied Statistics, 63 (2).
pp. 239-266.
ISSN 0035-9254
We consider the effect of non-ignorable dropout in the analysis of residential mobility in household panel surveys. To investigate the effect of such dropout, we consider two types of selection model: the first allows dropout to depend directly on the individual's potentially missing moving status, and the second is a Heckman-type selection model with correlated errors. We discuss the identification and estimation of these models and use simulations to study the role of exclusion restrictions in minimizing the dependence of inferences on unverifiable parametric assumptions. The models are both applied to data from the British Household Panel Survey.
| Item Type | Article |
|---|---|
| Keywords | bivariate probit,Heckman selection model,informative dropout,instrumental variable,missing data,selection model |
| Departments | Statistics |
| DOI | 10.1111/rssc.12028 |
| Date Deposited | 08 May 2013 13:26 |
| URI | https://researchonline.lse.ac.uk/id/eprint/50115 |
ORCID: https://orcid.org/0000-0001-6417-7444