The number of women in the legal profession has grown tremendously over the last 40 years, with women now representing about half of all law school graduates. Despite the decades‐long pipeline of women into the profession, women's representation among law firm partnerships remains dismally low. One key reason identified for women's minority presence among law firm partners is the high level of attrition of women associates from law firms. This high rate of female attrition undermines efforts to achieve gender equality in the legal profession. Using a survey of 1,270 law graduates, we employ piecewise constant exponential hazard regression models to explore gendered career paths from private law practice. Our analysis reveals that, for both men and women, the time leading up to partnership decisions sees many lawyers exit private practice, but women continue to leave private practice long after partnership decisions are made. Gender differences in leaving private practice also surface with reference to cohorts, areas of law, billable hours, firm sizes, and career gaps. Notably, working in criminal law augmented women's risk of leaving private practice, but not for men, while taking time away from practice for reasons other than parental leaves, hastens both men's and women's exits from private practice.