It's funny you say random because if consumer choice was actually random with some known distribution it would be extremely predictable, no ML needed.

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.