Senior Data Analyst / ML Engineer
Kcell
Kazakhstan-based mobile telecommunications operator.
Feb 2025 — PresentBuilt and productionised subscriber decision and forecasting models for ~3M users, including 86% DPI traffic classification and forecasts accurate to within 1%.
• Designed a two-stage decision system over ~3M subscribers: stage one predicts whether a recurring charge will be paid, stage two predicts the day within a 30-day billing cycle — a delayed-feedback problem where the signal only resolves weeks after scoring. • Converted model output into operational decisions: tuned classification thresholds against business cost and built a quota-based allocation function distributing predicted payment days under capacity constraints.
