OLS estimates of labour market concentration on skill/competency demand (group 2), TF-IDF measure; with time-variant fixed effects
| Cognitive | Hard skills | Organizat | Social | Digital | |
|---|---|---|---|---|---|
| log(HHI) | −0.0009** | 0.0013*** | −0.0006*** | 0.0010*** | −0.0005*** |
| (0.0004) | (0.0004) | (0.0002) | (0.0003) | (0.0002) | |
| Year × Prov | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year × Ind | ✓ | ✓ | ✓ | ✓ | ✓ |
| Year × ISCO4 | ✓ | ✓ | ✓ | ✓ | ✓ |
| MDV | 0.076 | 0.089 | 0.022 | 0.060 | 0.024 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| R2 | 0.041 | 0.088 | 0.066 | 0.097 | 0.058 |
| N | 552,960 | 552,960 | 552,960 | 552,960 | 552,960 |
| Cognitive | Hard skills | Organizat | Social | Digital | |
|---|---|---|---|---|---|
| log(HHI) | −0.0009** | 0.0013*** | −0.0006*** | 0.0010*** | −0.0005*** |
| (0.0004) | (0.0004) | (0.0002) | (0.0003) | (0.0002) | |
| Year × Prov | |||||
| Year × Ind | |||||
| Year × ISCO4 | |||||
| MDV | 0.076 | 0.089 | 0.022 | 0.060 | 0.024 |
| mean(HHI*10k) | 1,319 | 1,319 | 1,319 | 1,319 | 1,319 |
| 0.041 | 0.088 | 0.066 | 0.097 | 0.058 | |
| 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 finer skill classification (group 2) 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