Our consultants identified customers at risk of leaving by building predictive models. In addition, we performed churn analyses for the utility industry by analyzing the data, including addresses, gas consumption, products, contract terms, and more. Additionally, we worked on a “Churn Probability” number as accurately as possible. Thus, our findings suggest that there is a 59.93% probability that customers will leave.