About the Role
We are looking for a rigorous, systems-minded quantitative leader to own our core commercial intelligence engine end-to-end. This is not a traditional dashboard-building or BI reporting seat. You will define, build, and encode the mathematical logic, unit-economic models, and predictive forecasting systems that power our product and drive real commercial decisions for our brands.
You will sit at the intersection of finance, data science, and product engineering, turning complex commercial data, messy founder inputs, and predictive models into defensible, automated product logic and AI agent workflows.
Key Accountabilities
1. Proprietary Systems: Growth Forecasts & P&Ls;
• Growth Forecasting: Build and own the methodology that takes a brand’s current performance and projects a defensible 12-month forecast, complete with a rigorous assumption set.

• Financial Architecture: Construct brand-level P&Ls; directly from the forecast, mapping revenue, COGS, contribution margin, and operating costs.

• Variance & Calibration: Continuously run models against real outcomes,



measure errors, track actuals against projections, and explain every variance.

2. Productization & Agentic Workflow Design
• Product Logic: Translate sophisticated financial and statistical models into production-ready product logic so the system calculates and delivers outputs natively.

• AI Agent Specification: Define what data agents compute, what internal data/benchmarks they draw on, and what assertions they are strictly barred from making.

• Human-in-the-Loop Orchestration: Replace manual validation with automated product rules while establishing explicit review gates for human sign-off before deliverables ship.

• Data Schemas & Engineering Collaboration: Specify data structures, validation rules, and pipelines across structured commercial inputs, partnering directly with engineering to bring models to life in production.

3. Decision Framing & Commercial Rigor
• Decision-First Modeling:

📌 Global Data Analytics Expert (Bengaluru)
🏢 Valerie Group
📍 Bengaluru