Table A21

OLS estimates of labour market concentration on skill/competency demand (group 1), TF-IDF measure

SkillsKnowledgeAbilityActivitiesStyles
log(HHI)0.0002−0.0008**−0.0003−0.00010.0009**
 (0.0002)(0.0004)(0.0002)(0.0002)(0.0004)
Skills −0.1357***−0.0082***0.9112***−0.0770***
  (0.0032)(0.0011)(0.0048)(0.0035)
Knowledge−0.0267*** −0.0133***0.0051***−0.0304***
 (0.0006) (0.0006)(0.0006)(0.0023)
Ability−0.0039***−0.0320*** 0.0009*−0.0269***
 (0.0005)(0.0009) (0.0005)(0.0014)
Activities0.9022***0.0254***0.0019* −0.0915***
 (0.0015)(0.0031)(0.0010) (0.0033)
Styles−0.0100***−0.0201***−0.0074***−0.0120*** 
 (0.0006)(0.0015)(0.0005)(0.0004) 
Year FE
Prov. FE
Ind. FE
ISCO4 FE
MDV0.0990.0820.0170.0940.103
mean(HHI*10k)1,3191,3191,3191,3191,319
R20.8510.1530.0170.8490.130
N553,030553,030553,030553,030553,030

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 main independent variable is the log of the employment HHI, measured at the industry (2-digit ATECO code), province (NUTS-3), and year level. The regressions are further control for the demand of all the other competencied, measured with the TF-IDF measure. 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

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