Overview

Problem

Despite having access to detailed energy data:

Core issue:

Data existed, but it did not translate into decisions or behavior change. High customer churn driven by unexpected billing and lack of consumption awareness

Key insight

Goals / success metrics

Process

I designed a system at two levels: