Journal article | Zeitschriftenartikel
Consistency of Heckman-type two-step Estimators for the Multivariate Sample-Selection Model
This analysis shows that multivariate generalizations to the classical Heckman (1976 and 1979) two-step estimator that account for cross-equation correlation and use the inverse Mills ratio as correction-term are consistent only if certain restrictions apply to the true error-covariance structure. An alternative class of generalizations to the classical Heckman two-step approach is derived that condition on the entire selection pattern rather than selection in particular equations and, therefore, use modified correction-terms. It is shown that this class of estimators is consistent. In addition, Monte-Carlo results illustrate that these estimators display a smaller mean square prediction error.
- Umfang
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Seite(n): 3895-
- Sprache
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Englisch
- Anmerkungen
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Status: Postprint; begutachtet (peer reviewed)
- Erschienen in
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Applied Economics, 42(30)
- Ereignis
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Geistige Schöpfung
- (wer)
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Tauchmann, Harald
- Ereignis
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Veröffentlichung
- (wann)
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2009
- DOI
- URN
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urn:nbn:de:0168-ssoar-241938
- Rechteinformation
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GESIS - Leibniz-Institut für Sozialwissenschaften. Bibliothek Köln
- Letzte Aktualisierung
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21.06.2024, 16:26 MESZ
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Objekttyp
- Zeitschriftenartikel
Beteiligte
- Tauchmann, Harald
Entstanden
- 2009