OLS estimates of labour market concentration on skill/competency demand (group 1), TF-IDF measure; with time-variant fixed effects
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0008** | −0.0010*** | −0.0002 | 0.0006 | 0.0008* |
| (0.0004) | (0.0004) | (0.0002) | (0.0004) | (0.0004) | |
| Year × Prov | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year × Ind | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year × ISCO4 | ✓ | ✓ | ✓ | ✓ | ✓ |
| 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 | 0.141 | 0.148 | 0.021 | 0.132 | 0.124 |
| N | 552,960 | 552,960 | 552,960 | 552,960 | 552,960 |
| Skills | Knowledge | Ability | Activities | Styles | |
|---|---|---|---|---|---|
| log(HHI) | 0.0008** | −0.0010*** | −0.0002 | 0.0006 | 0.0008* |
| (0.0004) | (0.0004) | (0.0002) | (0.0004) | (0.0004) | |
| Year × Prov | |||||
| Year × Ind | |||||
| Year × ISCO4 | |||||
| MDV | 0.099 | 0.082 | 0.017 | 0.094 | 0.103 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| 0.141 | 0.148 | 0.021 | 0.132 | 0.124 | |
| N | 552,960 | 552,960 | 552,960 | 552,960 | 552,960 |
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