The authors evaluate whether gender differences in the likelihood of obtaining a tenure track job, promotion to tenure, and promotion to full professor explain these facts using the 1973-2001 Survey of Doctorate Recipients. They find that women are less likely to take tenure track positions in science, but the gender gap is entirely explained by fertility decisions.
Link
http://papers.nber.org/papers/W12691