Method over promises.
I bring two instincts to every engagement: a researcher's discipline about what's actually true, and a practitioner's bias toward systems that work in the real world. Trust is earned through process, not promises — here's the path each engagement follows.
- 01
Understand
Deep discovery of your goals, data, constraints, and the real problem beneath the stated one — the way a research question gets framed before any answer.
- 02
Frame
Translate between the boardroom and the system. Define what success means, what's feasible now, and where the durable advantage actually lives.
- 03
Prototype
Build the smallest thing that proves the value, with evaluation designed in from the start — not bolted on after.
- 04
Productionize
Harden, integrate, and migrate the data. This is where twenty years of data-systems practice turns a prototype into something dependable.
- 05
Transfer
Teach your team to carry it forward. As an educator, my measure of success is your independence — not your dependence on me.