This is also very unlike the outcome of donating to a charity, which I can believe is approximately log-normal.

This can't be right, because log-normal variables are never negative, and charitable interventions do backfire (e.g. Scared Straight, or any health-care program that promotes quackery over real treatment) a non-negligible percentage of the time.