Owner
Building internal tools and moving a blocked initiative forward
At Guaranteed Rate, I acted as product owner for a data-mining tool associated with $1.5B in locked loan volume. The work required turning complexity into priorities, risks, trade-offs, and a path through ambiguity.
Evidence
Scope, separated cleanly
- Technical credibility
- Learned JavaScript and shipped internal tools, including a real-time lobby display of loan locks.
- Program ownership
- Later acted as product owner on a separate data-mining initiative associated with roughly $1.5B in locked loan volume.
- Operating lesson
- Small shipped artifacts created feedback and credibility faster than abstract plans.
The lobby display and the $1.5B data-mining initiative were separate pieces of work. The volume figure describes the initiative’s associated locked loans, not revenue I personally generated.
Engineering & product
What the artifact taught me
Why this belongs in an engineering portfolio
The important part is not that I became a JavaScript expert overnight. I learned enough to cross the boundary from coordinator to builder, put a real tool in front of people, and use that artifact to improve the quality of the product conversation.
The problem
I joined Guaranteed Rate in a high-pressure, engineering-driven culture where credibility came from shipping. I had been hired to help keep teams moving, but early on I was told pretty directly that I was not worth listening to because I could not code.
What I owned
I needed to earn enough technical credibility to be effective with engineers, while still doing the coordination and program work I had been hired to do.
What I did
I learned JavaScript and web development through a very practical apprenticeship with senior engineers. I built internal tools, including a lobby application that visualized loan locks happening in real time, which helped establish that I could build as well as coordinate.
Later, when a major initiative was blocked through the normal engineering leadership path, I helped find an executive route to get the work approved and moving.
What changed
That work ultimately contributed to a data-mining tool associated with roughly $1.5 billion in locked loan volume. More importantly, it shaped the way I still build today: start with the smallest useful thing, get it into people’s hands quickly, and use feedback to decide what deserves to exist next.
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I write about building AI systems in public—what worked, what broke, and what I’d do differently.