Anonymized firm data under test: evidence from a replication study

Joachim Wagner

Anonymized firm data under test: evidence from a replication study

Research output: Working paper › Working papers

Standard

Anonymized firm data under test: evidence from a replication study. / Wagner, Joachim.
Lüneburg: Institut für Volkswirtschaftslehre der Universität Lüneburg, 2003. (Arbeitsbericht; No. 300).

Research output: Working paper › Working papers

Harvard

Wagner, J 2003 'Anonymized firm data under test: evidence from a replication study' Arbeitsbericht, no. 300, Institut für Volkswirtschaftslehre der Universität Lüneburg, Lüneburg.

APA

Wagner, J. (2003). Anonymized firm data under test: evidence from a replication study. (Arbeitsbericht; No. 300). Institut für Volkswirtschaftslehre der Universität Lüneburg.

Vancouver

Wagner J. Anonymized firm data under test: evidence from a replication study. Lüneburg: Institut für Volkswirtschaftslehre der Universität Lüneburg. 2003. (Arbeitsbericht; 300).

Bibtex

@techreport{08821c918c2b4eb19c78e6a050f78d8f,

title = "Anonymized firm data under test: evidence from a replication study",

abstract = "This paper contributes to the literature on the use of anonymized firm level data by reporting results from a replication study. To test for the practical usefulness of anonymized data I selected two of my published papers based on different cross sections of firm data. The data used there were anonymized by micro aggregation. I replicated the analyses reported in the papers with the anonymized data, and then compared the results to those produced with the original data. Frequently, the reported levels of statistical significance differ. Furthermore, statistically significant coefficients sometimes differ by order of mangitude. Therefore, at least for the moderate sample sizes used here micor-aggregated firm data should not be considered as a tool for empirical research.",

keywords = "Economics, Betriebsstatistik ",

author = "Joachim Wagner",

year = "2003",

language = "English",

series = "Arbeitsbericht",

publisher = "Institut f{\"u}r Volkswirtschaftslehre der Universit{\"a}t L{\"u}neburg",

number = "300",

type = "WorkingPaper",

institution = "Institut f{\"u}r Volkswirtschaftslehre der Universit{\"a}t L{\"u}neburg",

}

RIS

TY - UNPB

T1 - Anonymized firm data under test: evidence from a replication study

AU - Wagner, Joachim

PY - 2003

Y1 - 2003

N2 - This paper contributes to the literature on the use of anonymized firm level data by reporting results from a replication study. To test for the practical usefulness of anonymized data I selected two of my published papers based on different cross sections of firm data. The data used there were anonymized by micro aggregation. I replicated the analyses reported in the papers with the anonymized data, and then compared the results to those produced with the original data. Frequently, the reported levels of statistical significance differ. Furthermore, statistically significant coefficients sometimes differ by order of mangitude. Therefore, at least for the moderate sample sizes used here micor-aggregated firm data should not be considered as a tool for empirical research.

AB - This paper contributes to the literature on the use of anonymized firm level data by reporting results from a replication study. To test for the practical usefulness of anonymized data I selected two of my published papers based on different cross sections of firm data. The data used there were anonymized by micro aggregation. I replicated the analyses reported in the papers with the anonymized data, and then compared the results to those produced with the original data. Frequently, the reported levels of statistical significance differ. Furthermore, statistically significant coefficients sometimes differ by order of mangitude. Therefore, at least for the moderate sample sizes used here micor-aggregated firm data should not be considered as a tool for empirical research.

KW - Economics

KW - Betriebsstatistik

M3 - Working papers

T3 - Arbeitsbericht

BT - Anonymized firm data under test: evidence from a replication study

PB - Institut für Volkswirtschaftslehre der Universität Lüneburg

CY - Lüneburg

ER -

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Wagner, J., 2025, (Accepted/In press) In: Jahrbucher fur Nationalokonomie und Statistik. 2025, 10 p.

Research output: Journal contributions › Journal articles › Research › peer-review