Field Workforce Route & Mileage Risk Analysis
Field sales representatives historically recorded daily client visits on paper sign-in sheets, providing zero spatial visibility for HR or Finance. When mobile GPS check-in was introduced, it generated large volumes of coordinate points but immediately created operational ambiguity.
Why: Physical proximity alone cannot prove client meeting intent. In dense medical clusters, snapping creates arbitrary false positives.
The model organizes raw daily records into structured workday event groups, compares actual claims against baseline route models, and evaluates candidate locations transparently. Crucially, raw location records may be ambiguous or represent multiple plausible locations (e.g., dense clinic buildings). The system preserves this uncertainty by calculating confidence scores rather than converting uncertain data into a false binary conclusion.