Looking at the adjusted gender pay gap. Searching for direct discrimination in Spain
DOI:
https://doi.org/10.3989/ris.2023.81.3.22.00490Keywords:
General Linear Model, Gender Inequality, Hidden Gap, Pay DiscriminationAbstract
We investigate the hidden gender gap, the unexplained wage inequality that could be related to direct discrimination. A General Linear Model combining the variables of the 2018 Spanish Structure of Earnings Survey is estimated to construct typologies with maximum pay gap. We build a matrix with all combinations of explanatory variables including sex (>3 million rows). We predict salary with the model and calculate the wage gap between rows whose only difference is sex. We order rows selecting those with the maximum pay gap (≥ 99th percentile) to identify typologies. Therefore, we are able to adjust the calculation of the hidden gap (13.1%) and identify the type of occupation where it mostly occurs (permanent jobs, in companies of 1 to 49 workers in the industrial sector of the Northwest of Spain). Additionally, we highlight the characteristics of women who suffer most from it (women ≥ 50 years with medium and high education).
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Ministerio de Ciencia e Innovación
Grant numbers RTI2018-095888-B-I00D