In reply to Thomas E Wright, MD.

Good for you. Thanks for sharing. There are some equations that describe the shape if the cumulative distribution for certain distributions (most famously, the normal distribution). But, no, in general, there isn't a single equation that describes these shapes. The curve shapes for a very competitive races (many runners in packs) will differ from the shapes of less competitive races (a few leaders and lots of stragglers).