Table 9.
The point estimates of the differences in the probability of overqualification across ancestry groups from LPMs, standard errors in parentheses
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
| Model4 | Model5 | Model6 | Model7 | |
| Ancestry | ||||
| (Reference = Sweden) | ||||
| Finland | 0.010*** | 0.001 | 0.010*** | 0.003 |
| (0.002) | (0.002) | (0.001) | (0.002) | |
| Other Nordic | 0.008** | 0.001 | 0.009*** | 0.002 |
| (0.002) | (0.003) | (0.002) | (0.003) | |
| Other Western | 0.040*** | 0.048*** | 0.016*** | 0.048*** |
| (0.003) | (0.004) | (0.002) | (0.004) | |
| East-Eu | 0.042*** | 0.044*** | 0.016*** | 0.040*** |
| (0.003) | (0.004) | (0.002) | (0.004) | |
| Former Yugoslavia | 0.018*** | − 0.003 | 0.001 | − 0.002 |
| (0.003) | (0.004) | (0.002) | (0.004) | |
| South-Eu | 0.021*** | 0.015** | 0.004 | 0.015* |
| (0.004) | (0.006) | (0.003) | (0.006) | |
| MENA | 0.027*** | − 0.010** | − 0.003 | − 0.013*** |
| (0.003) | (0.004) | (0.002) | (0.004) | |
| Iran | 0.071*** | 0.025** | 0.009 | 0.030*** |
| (0.006) | (0.008) | (0.005) | (0.009) | |
| Turkey | 0.010* | − 0.026*** | − 0.004 | − 0.022*** |
| (0.004) | (0.005) | (0.002) | (0.005) | |
| Other | 0.039*** | − 0.002 | 0.005* | 0.001 |
| (0.003) | (0.004) | (0.002) | (0.004) | |
| G2.5 | ||||
| (Reference = No) | ||||
| Yes | − 0.012*** | − 0.013*** | − 0.010*** | − 0.014*** |
| (0.002) | (0.002) | (0.001) | (0.002) | |
| Gender | ||||
| (Reference = Men) | ||||
| Women | − 0.049*** | 0.001* | − 0.012*** | 0.001* |
| (0.001) | (0.001) | (0.000) | (0.001) | |
| Educational attainment | ||||
| (Reference = Upper secondary) | ||||
| Tertiary | 0.231*** | 0.303*** | 0.280*** | 0.303*** |
| (0.001) | (0.001) | (0.001) | (0.001) | |
| Age | 0.017*** | 0.017*** | − 0.003*** | 0.017*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Age squared | − 0.000*** | − 0.000*** | 0.000*** | − 0.000*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Region | ||||
| (Reference = Rural) | ||||
| Suburban | − 0.003** | − 0.004*** | − 0.005*** | − 0.004*** |
| (0.001) | (0.001) | (0.001) | (0.001) | |
| Urban | 0.017*** | 0.015*** | − 0.001** | 0.015*** |
| (0.001) | (0.001) | (0.000) | (0.001) | |
| Interaction terms | ||||
| Finland & Women | 0.005 | − 0.001 | 0.004 | |
| (0.003) | (0.001) | (0.003) | ||
| Other Nordic & Women | 0.009* | 0.000 | 0.009* | |
| (0.004) | (0.002) | (0.004) | ||
| Other Western & Women | 0.004 | − 0.002 | 0.007 | |
| (0.005) | (0.002) | (0.005) | ||
| East-Eu & Women | − 0.007 | − 0.006* | − 0.005 | |
| (0.006) | (0.003) | (0.006) | ||
| Former Yugoslavia & Women | − 0.005 | 0.006* | − 0.004 | |
| (0.006) | (0.003) | (0.006) | ||
| South-Eu & Women | − 0.005 | 0.007 | − 0.004 | |
| (0.009) | (0.004) | (0.009) | ||
| MENA & Women | 0.025*** | 0.016*** | 0.027*** | |
| (0.006) | (0.003) | (0.006) | ||
| Iran & Women | 0.029* | 0.011 | 0.028* | |
| (0.013) | (0.007) | (0.014) | ||
| Turkey & Women | − 0.001 | 0.005 | − 0.007 | |
| (0.008) | (0.003) | (0.008) | ||
| Other & Women | 0.015** | 0.013*** | 0.014** | |
| (0.005) | (0.003) | (0.005) | ||
| Finland & Tertiary | 0.019*** | 0.007 | 0.017*** | |
| (0.004) | (0.004) | (0.004) | ||
| Other Nordic & Tertiary | 0.008 | 0.002 | 0.007 | |
| (0.007) | (0.006) | (0.007) | ||
| Other Western & Tertiary | − 0.039*** | 0.013* | − 0.039*** | |
| (0.006) | (0.005) | (0.006) | ||
| East-Eu & Tertiary | − 0.022** | 0.019** | − 0.014 | |
| (0.008) | (0.006) | (0.008) | ||
| Former Yugoslavia & Tertiary | 0.052*** | 0.018* | 0.051*** | |
| (0.010) | (0.009) | (0.010) | ||
| South-Eu & Tertiary | − 0.005 | − 0.017 | − 0.004 | |
| (0.012) | (0.010) | (0.012) | ||
| MENA & Tertiary | 0.055*** | − 0.011 | 0.060*** | |
| (0.012) | (0.010) | (0.012) | ||
| Iran & Tertiary | 0.060** | 0.039* | 0.037 | |
| (0.019) | (0.017) | (0.020) | ||
| Turkey & Tertiary | 0.102*** | − 0.016 | 0.102*** | |
| (0.014) | (0.012) | (0.015) | ||
| Other & Tertiary | 0.071*** | 0.037*** | 0.077*** | |
| (0.009) | (0.008) | (0.009) | ||
| Women & Tertiary | − 0.137*** | − 0.078*** | − 0.137*** | |
| (0.001) | (0.001) | (0.001) | ||
| Finland & Women & Tertiary | 0.006 | 0.012* | 0.009 | |
| (0.006) | (0.005) | (0.006) | ||
| Other Nordic & Women & Tertiary | − 0.001 | 0.009 | − 0.001 | |
| (0.009) | (0.007) | (0.009) | ||
| Other Western & Women & Tertiary | 0.031*** | 0.009 | 0.026** | |
| (0.009) | (0.007) | (0.009) | ||
| East-Eu & Women & Tertiary | 0.041*** | 0.019* | 0.043*** | |
| (0.010) | (0.008) | (0.010) | ||
| Former Yugoslavia & Women & Tertiary | 0.038** | 0.017 | 0.037** | |
| (0.014) | (0.011) | (0.014) | ||
| South-Eu & Women & Tertiary | 0.043** | 0.041** | 0.041* | |
| (0.016) | (0.013) | (0.017) | ||
| MENA & Women & Tertiary | 0.031* | 0.030* | 0.023 | |
| (0.015) | (0.013) | (0.016) | ||
| Iran & Women & Tertiary | 0.024 | 0.010 | 0.037 | |
| (0.027) | (0.023) | (0.028) | ||
| Turkey & Women & Tertiary | − 0.002 | 0.018 | − 0.003 | |
| (0.019) | (0.015) | (0.019) | ||
| Other & Women & Tertiary | 0.019 | 0.002 | 0.017 | |
| (0.012) | (0.010) | (0.012) | ||
| Constant | − 0.244*** | − 0.261*** | 0.071*** | − 0.261*** |
| (0.003) | (0.003) | (0.002) | (0.003) | |
| Observations | 2,763,905 | 2,763,905 | 2,763,905 | 2,763,905 |
| Adjusted R-squared | 0.085 | 0.090 | 0.129 | 0.090 |
*p < 0.05, **p < 0.01, ***p < 0.001