Setting pay and pricing market by market, calibrated from each market's city dynamics, competition intensity, and operational traits.
Piloting new features in a single market first, then adapting the rollout market by market alongside product and engineering.
Building statistical models that forecast an initiative's impact before it ships, so leadership knows what they're committing to.
Writing my own SQL and dashboards end to end, so I always have quantifiable logic to build decisions on.
Automating analysis work that cuts effort by 90%+, and shipping AI-built products from idea to something people use.
Products I designed and launched myself, Claude and Codex doing the coding while I made every product call.

Right before the World Cup, a football drafting game called 38-0 was all over social media. You'd build a squad, simulate a season, and see if you could go unbeaten. There wasn't a cricket version, so I built Whitewash: draft real squads across eras and try to win every match without a single loss.
visit whitewash.app →
I built Ateri in response to a problem my partner and I faced every day at home: "what's for dinner?" We'd have scattered discussions over text, never had our recipes saved anywhere, and more often than not weren't in sync on what we actually had at home when we were at the store.
visit ateri.app →
Living in Finland, I kept hitting the same wall mid-sentence on a random webpage: a word I half-knew, and no good way to look it up without breaking my reading flow. So I built Sanoja, a browser extension that translates any word you select right where you are, reads it aloud, and quietly saves it into flashcards so the words that trip you up keep coming back until they don't.
75+ installs on the Chrome Web Store

In 5+ years across 17 markets, I've driven 7-figure cost savings, 90%+ efficiency gains with AI, and measurable performance enhancements across courier and vendor operations.
I know how to identify a problem, quantify its extent with data, and then build whatever is needed to act on it — a forecast, a dashboard, a full product. From my own products to tools and processes scaled across teams, I work with AI rather than have it work for me.
The logic never changes. Only the process does.
Open to analyst or operations roles, based in Finland or remote. Here's where to find me: