Arbeitspapier
Where have all the data gone? Stochastic production frontiers with multiply imputed German establishment data
In this paper, stochastic production frontier models are estimated with IAB establishment data from waves 2002 and 2003 to find important determinants of productivity and ineffciency. The data suffer from nonresponse in the most important variables (output, capital and labor) leading to the loss of 25 % of the observations and possibly imprecise estimates and invalid test statistics. Therefore, the missing values are multiply imputed. Analyzes of the estimation results show that, particularly in the ineffciency submodel, working with multiply imputed data reveals some interesting and plausible results which are not available when ignoring missing observations.
- Language
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Englisch
- Bibliographic citation
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Series: IAB-Discussion Paper ; No. 15/2005
- Classification
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Wirtschaft
Statistical Simulation Methods: General
Single Equation Models; Single Variables: Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
- Subject
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IAB-Betriebspanel
Schätzung
Fehler
Datenaufbereitung
angewandte Statistik
- Event
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Geistige Schöpfung
- (who)
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Jensen, Uwe
Rässler, Susanne
- Event
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Veröffentlichung
- (who)
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Institut für Arbeitsmarkt- und Berufsforschung (IAB)
- (where)
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Nürnberg
- (when)
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2005
- Handle
- Last update
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10.03.2025, 11:43 AM CET
Data provider
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. If you have any questions about the object, please contact the data provider.
Object type
- Arbeitspapier
Associated
- Jensen, Uwe
- Rässler, Susanne
- Institut für Arbeitsmarkt- und Berufsforschung (IAB)
Time of origin
- 2005