Discipline
Architecture, Data & Integration Systems
Job requirement
Predictive Mobility & Network Planning Platforms
Deploys and tunes mobility forecasting algorithms, validating outputs against operational baselines to inform network planning and resource allocation.
Expected at Mid
3 / 5Predictive modeling requires specialized data science expertise; the Director needs independent proficiency to validate outputs and align forecasts with budget and operational constraints.
Interview round: Hiring Manager: IT Strategy & Operational Oversight
Positive indicators
- References baseline data for validation
- Converts forecasts into concrete recommendations
- Monitors model drift and accuracy over time
- Aligns predictions with fiscal planning cycles
- Facilitates cross-functional planning discussions
Negative indicators
- Accepts model outputs without validation
- Fails to translate data into actionable plans
- Ignores accuracy tracking or KPI alignment
- Disregards budget or resource constraints
- Presents forecasts as absolute certainties

