Normalising non-normal distributions is bad
I was working with the treasury of a bank. They were trying to estimate how much money could flow out of their savings account in a day, worst case. I took their total savings account balance at the end of each day and found the standard deviation. I took thrice the standard deviation, and said, “You can be 99.7% sure that your daily loss won’t be more than 1.5% of the balance.” ...