TSLS estimates of labour market concentration on vacancy competencies demand (TF-IDF measure)
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0009 | −0.0025** | −0.0006 | 0.0009 | 0.0030** |
| (0.0009) | (0.0008) | (0.0005) | (0.0009) | (0.0010) | |
| Year FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| Prov. FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| Ind. FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| ISCO4 FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| MDV | 0.078 | 0.306 | 0.008 | 0.302 | 0.154 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| F | 111,822 | 111,822 | 111,822 | 111,822 | 111,822 |
| N | 553,030 | 553,030 | 553,030 | 553,030 | 553,030 |
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0009 | −0.0025** | −0.0006 | 0.0009 | 0.0030** |
| (0.0009) | (0.0008) | (0.0005) | (0.0009) | (0.0010) | |
| Year FE | |||||
| Prov. FE | |||||
| Ind. FE | |||||
| ISCO4 FE | |||||
| MDV | 0.078 | 0.306 | 0.008 | 0.302 | 0.154 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| F | 111,822 | 111,822 | 111,822 | 111,822 | 111,822 |
| N | 553,030 | 553,030 | 553,030 | 553,030 | 553,030 |
Note(s): Each observation consists in a vacancy. This table reports the TSLS regression outputs using as dependent variables the TF-IDF intensity measure of the broader skill classification (group 1) described in section 4. 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