“…More directly related to our work, suggestive evidence that computerization may have led to more pronounced employment polarization for women and larger employment gains in high-skill occupations for women relative to men was first noted by Autor and Wasserman (2013) and investigated in follow-up work by Cerina et al (2021). Recent work by Chuan and Zhang (2023) explores how automation di↵erentially a↵ects the job opportunities of non-college men and women, and the resulting implications for college enrollment. They show that the decline in routine-occupations as a result of automation led to a more pronounced decline in job opportunities for non-college women relative to non-college men, and argue that this is a key explanation for the larger increase in female college enrollment relative to men from 1980 to 2000.…”