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IV-Schätzung eines linearen Panelmodells mit anonymisierten Betriebs- und Unternehmensdaten

Year:    2010

Author:    Ronning, Gerd, Rosemann, Martin, Biewen, Elena

Journal of Contextual Economics – Schmollers Jahrbuch, Vol. 130 (2010), Iss. 3 : pp. 357–380

Abstract

Recently researchers in Germany were given the opportunity to use some of the business data provided by the Federal Statistical Office at their own workplace as Scientific Use Files (SUF). One of the anonymisation procedures used for the generation of SUF is multiplicative stochastic noise. Since this method leads to inconsistent estimates of linear panel models the use of correction procedures is necessary. This article analyses the instrument variables estimation as a correction method. As instrument variables we test a) a lagged variable, b) the difference between two lagged variables, and c) an anonymised variable from an additional anonymised data set. We conclude that only the last instrument leads to consistent estimators. We also study numerical problems which arise if the denominator of the estimator tends towards zero.

Received: January 25, 2010

Accepted: September 10, 2010

Journal Article Details

Publisher Name:    Global Science Press

Language:    German

DOI:    https://doi.org/10.3790/schm.130.3.357

Journal of Contextual Economics – Schmollers Jahrbuch, Vol. 130 (2010), Iss. 3 : pp. 357–380

Published online:    2010-07

AMS Subject Headings:    Duncker & Humblot

Copyright:    COPYRIGHT: © Global Science Press

Pages:    24

Keywords:    C01 C13 C23

Author Details

Ronning, Gerd

Rosemann, Martin

Biewen, Elena