ESTIMATING MODELS WITH SAMPLE SELECTION BIAS - A SURVEY

Authors
Citation
F. Vella, ESTIMATING MODELS WITH SAMPLE SELECTION BIAS - A SURVEY, The Journal of human resources, 33(1), 1998, pp. 127-169
Citations number
104
Categorie Soggetti
Economics,"Industrial Relations & Labor
ISSN journal
0022166X
Volume
33
Issue
1
Year of publication
1998
Pages
127 - 169
Database
ISI
SICI code
0022-166X(1998)33:1<127:EMWSSB>2.0.ZU;2-M
Abstract
This paper surveys the available methods for estimating models with sa mple selection bias. I initially examine the fully parameterized model proposed by Heckman (1979) before investigating departures in two dir ections. First, I consider the relaxation of distributional assumption s. In doing so I present the available semi-parametric procedures. Sec ond, I investigate the ability to tackle different selection rules gen erating the selection bias. Finally, I discuss how the estimation proc edures applied in the cross-sectional case can be extended to panel da ta.