Table 1.
Characteristics of workers by gender and type of employer
| Variable | Men | Women | ||||||
|---|---|---|---|---|---|---|---|---|
| Foreign firms | Domestic firms | Foreign firms | Domestic firms | |||||
| Mean | StdDev | Mean | StdDev | Mean | StdDev | Mean | StdDev | |
| Real total monthly earnings (Zlotys) | 7644.0 | 6626.5 | 5075.8 | 4371.3 | 6223.5 | 5235.2 | 3986.6 | 3067.2 |
| Log (real total monthly earnings) | 8.715 | 0.637 | 8.342 | 0.564 | 8.538 | 0.585 | 8.144 | 0.491 |
| Age (years) | 33.8 | 8.2 | 35.2 | 10.0 | 32.8 | 7.4 | 35.1 | 9.3 |
| Secondary school (%) | 2.3 | 14.9 | 3.3 | 17.8 | 2.4 | 15.4 | 5.0 | 21.8 |
| Post-secondary school/no degree (%) | 18.7 | 39.0 | 24.6 | 43.0 | 11.1 | 31.4 | 15.1 | 35.8 |
| Undergrad degree (%) | 16.9 | 37.5 | 16.0 | 36.7 | 13.9 | 34.6 | 14.1 | 34.8 |
| Incomplete Master’s degree (%) | 3.9 | 19.4 | 3.5 | 18.3 | 3.6 | 18.7 | 2.8 | 16.5 |
| Master’s degree (%) | 24.6 | 43.1 | 22.7 | 41.9 | 51.9 | 50.0 | 48.9 | 50.0 |
| Master’s in engineering (%) | 29.7 | 45.7 | 22.6 | 41.8 | 15.6 | 36.3 | 12.0 | 32.5 |
| Postgraduate training (%) | 15.9 | 36.6 | 14.0 | 34.7 | 25.2 | 43.4 | 23.8 | 42.6 |
| MBA (%) | 2.3 | 14.9 | 1.1 | 10.3 | 1.6 | 12.7 | 0.6 | 7.8 |
| Good or very good knowledge of English (%) | 72.4 | 44.7 | 54.2 | 49.8 | 75.6 | 42.9 | 52.7 | 49.9 |
| Number of other foreign languages known at the good or very good levels* | 0.197 | 0.449 | 0.185 | 0.434 | 0.299 | 0.533 | 0.237 | 0.477 |
| Independent job search (%) | 53.7 | 49.9 | 52.9 | 49.9 | 56.1 | 49.6 | 54.6 | 49.8 |
| Job search through employment bureau (%) | 0.9 | 9.6 | 3.2 | 17.5 | 1.4 | 11.7 | 5.5 | 22.9 |
| Internal job recruitment (%) | 22.7 | 41.9 | 28.3 | 45.0 | 21.2 | 40.8 | 26.1 | 43.9 |
| Job promotion (%) | 6.9 | 25.3 | 1.8 | 13.4 | 6.3 | 24.4 | 1.5 | 12.2 |
| Instrumental variables (IV): | ||||||||
| Ahpar (%) | 27.7 | 44.7 | 30.9 | 46.2 | 24.3 | 42.9 | 26.9 | 44.4 |
| Gerpar (%) | 17.1 | 37.7 | 18.9 | 39.1 | 16.4 | 37.0 | 19.1 | 39.3 |
| Gerww2 (%) | 21.2 | 40.9 | 17.8 | 38.2 | 19.3 | 39.4 | 19.2 | 39.4 |
| Observations | 118,894 | 208,417 | 74,201 | 174,996 | ||||
1 Notes: Males were born years 1949–1999 and range in age from 18 to 64 at the time of the survey; females were born years 1954–1999 and range in age from 18 to 59 at the time of the survey. The reference educational group consists of those with secondary, basic vocational, lower secondary, or basic educational credentials. Not summarized in this table are 22 industry and 26 department dummy variables.
Table 2.
(Log) monthly-earning returns to foreign-firm employment
| Specifications | Men | Women | ||
|---|---|---|---|---|
| Without industry and department controls | With industry and department controls | Without industry and department controls | With industry and department controls | |
| Panel A: OLS estimation without using the IV variables as controls | ||||
| Foreign ownership | 0.2315*** (0.0019) | 0.2252*** (0.0019) | 0.2621*** (0.0022) | 0.2315*** (0.0023) |
| Observations | 279,094 | 279,081 | 192,061 | 192,048 |
| Panel B: OLS estimation with using the IV variables as controls | ||||
| Foreign ownership | 0.2302*** (0.0019) | 0.2231*** (0.0019) | 0.2581*** (0.0022) | 0.2256*** (0.0022) |
| Observations | 279,094 | 279,081 | 192,061 | 192,048 |
| Panel C: Traditional 2SLS estimation | ||||
| Foreign ownership | 0.5398*** (0.0299) | 0.7161*** (0.0314) | 1.3936*** (0.0575) | 1.5407*** (0.0557) |
| Hausman test | 117.96*** | 309.33*** | 957.97*** | 1,589.47*** |
| Observations | 279,094 | 279,081 | 192,061 | 192,048 |
| Panel D: RX-2SLS estimation | ||||
| Foreign ownership | 0.3557*** (0.0721) | 0.1253* (0.0688) | 0.6020*** (0.0717) | 0.6534*** (0.0634) |
| Hausman test | 3.04* | 2.02 | 23.85*** | 48.00*** |
| Observations | 327,311 | 327,296 | 249,197 | 249,182 |
1 Notes: The dependent variable is inflation-adjusted log monthly earnings, and Foreign ownership is instrumented by three regional dummy variables. Males were born years 1949–1999 and range in age from 18 to 64 at the time of the survey; females were born years 1954–1999 and range in age from 18 to 59 at the time of the survey. The Hausman test for exogeneity is constructed as the Wald test for whether the residuals from the first-stage regression have a zero coefficient when augmented to the structural model for log monthly earnings (estimated by OLS for the purpose of the Hausman test). Robust standard errors are reported in parentheses.