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Appendix A: Data Selection

This appendix details the different steps of the data selection process. First selection on age and
employment status (full-time, regular part-time or training within the firm). Exclusion of self-employed
workers and computation of weights as relative to the mean weight. The sample size is 32493 observa-
tions (6171 workers).

Missing variables on firm characteristics (especially firm size) and corrections for intersections be-
tween industries and between occupations reduced the sample size substantially. Moreover, the con-
struction of dummies for ranks within occupations and the use of first and second lag of the variables
lead to supplementary exclusions of observations. The final number of observations is 11929. Further
selection of workers who remain within their firm (without change or with intra-firm job change) gives
a sample size of 11159 observations (3487 workers).

Sample Statistics (Weighted) GSOEP- All Workers

Real monthly Wage (DM 1985) after Tax

2280.9

Years in School

11.5

Age

36.2

Percentage Female

42.3

Percentage German

90.9

Percentage Blue-Collars

40.2

Percentage White-Collars

47.5

Percentage Civil Servant

9.8

Percentage Trainees

2.5

Number of Observations

32492

Number of Individuals

6171

Sample Statistics (Weighted) GSOEP- Workers Within Firm

Real monthly Wage (DM 1985) after Tax

2177.72

Years in School

11.1

Age

41.7

Percentage Female

38.5

Percentage German

70.3

Percentage Blue-Collars

53.4

Percentage White-Collars

38.4

Percentage Civil Servant

8.2

Number of Observations

11159

Number of Workers

3487

35



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