Robinson pursued professional study, earning her Juris Doctor degree from Harvard Law School in 1988. At Harvard, Robinson participated in demonstrations advocating the hiring of professors who were members of minority groups. She worked for the Harvard Legal Aid Bureau, assisting low-income tenants with housing cases.