1. Practitioner-Led Code Review
Hands-on Python, SQL, and PyTorch architecture reviews conducted by experienced data practitioners.
2. Production & Scalability Audit
Evaluating candidate experience with distributed clusters, model drift, latency, and automated CI/CD.
3. Business Translation & ROI
Testing candidate ability to translate complex mathematical models into executive business and P&L outcomes.
4. Shortlist Delivery (Days 7–10)
Delivering 3 to 5 hire-ready, interview-prepared senior candidates with comprehensive technical scorecards.