Every buyer, seller, and lender on Alt is acting on a number our models produced. Alt Value prices the card. The underwriting model sizes the advance. Those two systems are the difference between a marketplace and a handshake, and they are the closest thing we have to a moat.
We’ve proven model-driven pricing works. This role takes it from working to excellent: more coverage, better accuracy, lower cost to run, faster to refresh. You’ll own the full lifecycle — feature generation, training, validation, deployment, serving, and the monitoring that catches drift before a customer does.
This is not a research seat. The models exist. What they need is someone who treats production as the deliverable.
The metric you own: Model-Based Pricing Coverage — the percentage of cards confidently priced by models rather than by hand. Supporting KPIs: pricing accuracy (% error), pricing freshness (end-to-end orchestration time), and underwriting performance (advance disbursement rate against target default rate).
Most people who are great at this have owned a model in production where being wrong cost money — pricing, risk, credit, or fraud — not a notebook that got handed to someone else to deploy.