In any long-distance run, from the half marathon to ultras, the winner isn’t the runner who looks the best right off the starting line, but the one who stays the strongest as the miles stack up.

Women have stood at the top of podiums for decades, from the mile through the ultramarathon. But recently, they’ve attained more outstanding performances—especially at long-distance races like ...