show that a significant convergence in female participation took place from 1940 to 2010. Historically, urban areas have … demographics and educational attainment explain 74 percent of the convergence for the age 25-39 group, while they explain 40 … percent of the convergence for the age 40-54 group. The increase of non-regular employment explains 60 percent of convergence …