OLS estimates of labour market concentration on No. skills, experience and education, separated by occupation-skill level
| No competencies per ad | Experience | Graduate | ||||
|---|---|---|---|---|---|---|
| Low | High | Low | High | Low | High | |
| log(HHI) | −0.0118 | 0.1214*** | −0.0414*** | −0.0601*** | 0.0047*** | 0.0076*** |
| (0.0078) | (0.0193) | (0.0093) | (0.0114) | (0.0008) | (0.0013) | |
| Year FE | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Prov. FE | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Ind. FE | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| ISCO4 FE | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| MDV | 3.409 | 9.643 | 2.655 | 3.287 | 0.111 | 0.378 |
| mean(HHI*10k) | 1,298 | 1,340 | 1,177 | 1,249 | 1,298 | 1,340 |
| R2 | 0.311 | 0.409 | 0.114 | 0.064 | 0.115 | 0.183 |
| N | 273,788 | 279,239 | 187,282 | 187,839 | 273,788 | 279,239 |
| No competencies per ad | Experience | Graduate | ||||
|---|---|---|---|---|---|---|
| Low | High | Low | High | Low | High | |
| log(HHI) | −0.0118 | 0.1214*** | −0.0414*** | −0.0601*** | 0.0047*** | 0.0076*** |
| (0.0078) | (0.0193) | (0.0093) | (0.0114) | (0.0008) | (0.0013) | |
| Year FE | ||||||
| Prov. FE | ||||||
| Ind. FE | ||||||
| ISCO4 FE | ||||||
| MDV | 3.409 | 9.643 | 2.655 | 3.287 | 0.111 | 0.378 |
| mean(HHI*10k) | 1,298 | 1,340 | 1,177 | 1,249 | 1,298 | 1,340 |
| 0.311 | 0.409 | 0.114 | 0.064 | 0.115 | 0.183 | |
| N | 273,788 | 279,239 | 187,282 | 187,839 | 273,788 | 279,239 |
Note(s): Each observation consists in a vacancy. This table reports the OLS regression outputs separated fr high and low skill occupations using as dependent variables (1) No. competencies per ad, (2) Experience and (3) Graduate which define (1) the number of competencies demanded in the vacancy, (2) the midpoint-approximation years of experience demanded and if the vacancy demands (3) at least a bachelor's degree. The independent variable is the log of the employment HHI, measured at the industry (2-digit ATECO code), province (NUTS-3) and year level. All the regressions also include occupation (ISCO 4-dig) fixed effects. Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1
Source(s): Authors' calculation on AIDA and Wollybi data in 2015–2018 period