Concave-monotone treatment response and monotone treatment selection : with an application to the returns to schooling
Tsunao Okumura, Emiko Usui
This paper identifies sharp bounds on the mean treatment response and average treatment effect under the assumptions of both the concave-monotone treatment response (concave-MTR) and the monotone treatment selection (MTS). We use our bounds and the U.S. National Longitudinal Survey of Youth 1979 to estimate mean returns to schooling. Our upper-bound estimates are substantially smaller than (i) estimates using only the concave-MTR assumption of Manski (1997), and (ii) estimates using only the MTR and MTS assumptions of Manski and Pepper (2000). Our upper-bound estimates fall in the range of the point estimates given in previous studies that assume linear wage functions.
Year of publication: |
March 2014
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Authors: | Okumura, Tsunao ; Usui, Emiko |
Published in: |
Quantitative economics : QE ; journal of the Econometric Society. - Oxford [u.a.] : Wiley, ISSN 1759-7331, ZDB-ID 2569569-1. - Vol. 5.2014, 1, p. 175-194
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Subject: | Nonparametric methods | partial identification | sharp bounds | treatment response | returns to schooling | Bildungsertrag | Returns to education | Nichtparametrisches Verfahren | Nonparametric statistics | Schätzung | Estimation | Statistischer Test | Statistical test | Schätztheorie | Estimation theory | IV-Schätzung | Instrumental variables |
Saved in:
freely available
Type of publication: | Article |
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Type of publication (narrower categories): | Aufsatz in Zeitschrift ; Article in journal |
Language: | English |
Other identifiers: | 10.3982/QE268 [DOI] hdl:10419/150363 [Handle] |
Classification: | C14 - Semiparametric and Nonparametric Methods ; J24 - Human Capital; Skills; Occupational Choice; Labor Productivity |
Source: | ECONIS - Online Catalogue of the ZBW |
Persistent link: https://www.econbiz.de/10011757195