Harvard Business Review | By Erling Barth, Claudia Goldin (Henry Lee Professor of Economics), Sari Pekkala Kerr, and Claudia Olivetti. To gain understand gender pay gap, it is instructive to learn how men's and women's earnings evolve over the first 20 years of their careers, the authors write. What their own research has found.