Active application of probability modeling helps to increase performance, predict occasional failures in the functioning and as a result to reduce maintenance costs. The efficiency of the machine learning algorithms in the failure prediction is reliable and best.

For people who rely on these companies as their energy source the situation gets critical. As a result, general reliability and image of the energy provider may suffer.