I would like to be able to describe a particles path before collisions with greater precision. We can calculate the "mean" free path of a particle before colliding moving particles, but I can't find anything about the standard deviation of these paths.
Being able to calculate the standard deviation would allow us to answer questions like "what is the chance a particle undergoes a collision in some time interval $t$" and the like.