Glass ceiling or sticky floor? Evidence from a distributional approach of the gender wage gap among PhD holders in South Korea

Abstract

This study examines the gender wage gap, to explore whether a glass ceiling (large unexplained wage gaps in the upper percentiles) or sticky floor (large unexplained wage gaps in the lower percentiles) exists in the wage distribution of the most educated Koreans. This study focuses on seeking these distributional patterns for a theoretically homogeneous gender group, relying on a smaller dataset of PhD holders. Counterfactual methods combining recentered influence function decomposition with propensity score matching allow us to estimate how the wage gap between statistically similarly matched males and females, varies across the unconditional wage distribution. There is evidence of a strong sticky floor and a limited glass ceiling among Korean PhD holders. Results show that a negative relationship between a high level of education and the gender wage gap cannot be taken for granted, at least in South Korea. Even female PhD holders suffer from gender discrimination, especially when they are at the bottom end of the wage distribution.