Question
How can operators turn high-frequency home-energy telemetry into a small, explainable set of actions?
Context
Why this mattered
A prototype built around one-minute telemetry from 20 homes, with attention to fleet-level visibility, anomaly review, and the limits of small-sample data.
Approach
From ambiguity to evidence
Organized one-minute readings for a 20-home fleet.
Framed monitoring around comparable home-level patterns rather than a single opaque score.
Surfaced explainable triage cues so operators can inspect why a home needs attention.
Findings
What the analysis surfaced
One-minute resolution makes short-lived spikes and recurring patterns visible for review.
Fleet triage is more actionable when each flag is paired with the underlying signal and a clear reason.
The prototype treats findings as decision support, not autonomous control.
Contribution
What I owned
Product and analytics designer; built the prototype and translated telemetry into operator-facing triage.