My intent is to ask why they had to change the assumption for the underlying distribution from a normal distribution to a logistic distribution. If my formula would still work, then shouldn't the underlying distribution be irrelevant to the Elo ranking system? If my formula does not work, then the explanation of why it doesn't work would explain the importance of updating the assumption from normal distribution to logistic distribution.