Arbeitspapier
Treatment effect estimation with covariate measurement error
This paper investigates the effect that covariate measurement error has on a conventional treatment effect analysis built on an unconfoundedness restriction that embodies conditional independence restrictions in which there is conditioning on error free covariates. The approach uses small parameter asymptotic methods to obtain the approximate generic effects of measurement error. The approximations can be estimated using data on observed outcomes, the treatment indicator and error contaminated covariates providing an indication of the nature and size of measurement error effects. The approximations can be used in a sensitivity analysis to probe the potential effects of measurement error on the evaluation of treatment effects.
- Sprache
-
Englisch
- Erschienen in
-
Series: cemmap working paper ; No. CWP25/09
- Klassifikation
-
Wirtschaft
- Thema
-
measurement error
potential outcomes
small sigma asymptotics
treatment effects
Statistischer Fehler
Schätztheorie
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Battistin, Erich
Chesher, Andrew
- Ereignis
-
Veröffentlichung
- (wer)
-
Centre for Microdata Methods and Practice (cemmap)
- (wo)
-
London
- (wann)
-
2009
- DOI
-
doi:10.1920/wp.cem.2009.2509
- Handle
- Letzte Aktualisierung
-
10.03.2025, 11:44 MEZ
Datenpartner
Dieses Objekt wird bereitgestellt von:
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Objekttyp
- Arbeitspapier
Beteiligte
- Battistin, Erich
- Chesher, Andrew
- Centre for Microdata Methods and Practice (cemmap)
Entstanden
- 2009
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