A study of 1.8 million marathon finishers found that peak running speeds happen between 39 and 50 degrees, the exact range fall's first cold snap delivers. Those numbers hold up in the heat, too. A separate study found elite finishers' times slow by more than 4% as conditions warm, with recreational runners losing even more ground.