OLS estimates of labour market concentration on skill/competency demand (group 1), TF-IDF measure
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0009* | −0.0009* | −0.0003 | 0.0008* | 0.0008 |
| (0.0004) | (0.0004) | (0.0002) | (0.0004) | (0.0004) | |
| Year FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| Prov. FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| Ind. FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| ISCO4 FE | ✓ | ✓ | ✓ | ✓ | ✓ |
| MDV | 0.099 | 0.082 | 0.017 | 0.094 | 0.103 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| R2 | 0.133 | 0.140 | 0.017 | 0.124 | 0.112 |
| N | 553,030 | 553,030 | 553,030 | 553,030 | 553,030 |
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0009* | −0.0009* | −0.0003 | 0.0008* | 0.0008 |
| (0.0004) | (0.0004) | (0.0002) | (0.0004) | (0.0004) | |
| Year FE | |||||
| Prov. FE | |||||
| Ind. FE | |||||
| ISCO4 FE | |||||
| MDV | 0.099 | 0.082 | 0.017 | 0.094 | 0.103 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| 0.133 | 0.140 | 0.017 | 0.124 | 0.112 | |
| N | 553,030 | 553,030 | 553,030 | 553,030 | 553,030 |
Note(s): Each observation consists in a vacancy. This table reports the OLS 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