Proof of Concept

Telco Behaviour Intelligence

BRI × Telkomsel — does telco signal data actually help classify credit & fraud risk? Drop in a scored file to find out.

Drop your scored CSV here Output of score_266.py — e.g. 266_scored.csv
Load a scored CSV above to populate the dashboard.

Overview

Headline read on whether telco signal data separates risk within this population.

Heuristic score, not yet validated against known-outcome labels — see label-based validation results separately before treating these as accuracy figures.

% of records flagged into a risk / mismatch band, per use case

Excludes Marketing (not a risk metric). Read this next to coverage on the right — a low catch rate with low coverage means "not enough data yet," not "telco signal doesn't work."

Use Cases

Band distribution and data coverage for all use cases.

Signal Drivers

Most common reason codes behind the scores across the loaded population.

Record Explorer

Look up one hashed phone ID and see exactly which signals produced its score — full point-by-point breakdown, no black box.

Score breakdown