Known distribution doesn't mean extremely predictable. For example, if your water consumption is log-Cauchy, I will have a very hard time predicting it because

Known distribution doesn't mean extremely predictable. For example, if your water consumption is log-Cauchy, I will have a very hard time predicting it because the variance is infinite.