It should be fairly anti-symmetric, since the dynamics of losing are similar to those of winning. So instead of exponential looking, it's shaped like exp(rank)

It should be fairly anti-symmetric, since the dynamics of losing are similar to those of winning. So instead of exponential looking, it's shaped like exp(rank) - exp(-rank). (just confirmed this with a quick simulation)