Instrumentation, experimentation, semantic layers, and the operational details that make analysis trustworthy.
Operating mode
My work tends to live in the space between technical depth and practical consequence. I care about the machinery behind good decisions: how data is produced, how assumptions travel through systems, how incentives shape behavior, and how product teams decide what to build next.
This site is a notebook for that kind of thinking. Some posts are technical, some are reflective, and some are attempts to put structure around ideas that are still forming.
Practical paths from models and prototypes to reliable product behavior, with attention to evaluation and feedback loops.
Turning ambiguous business questions into useful frames, measurable bets, and decisions teams can act on.
Background
Now
Principal Data Scientist, US Mobile
Working across data, product, and systems questions in a domain where operational clarity matters.
Before
Meta and Turo
Led and partnered with analysts, strategists, and marketers on growth, measurement, and complex decision systems.
Foundation
Berkeley M.Eng.
A technical base shaped by engineering discipline, applied problem solving, and systems thinking.
Working principles
- Model the system before optimizing the metric.
- Prefer mechanisms over vibes, especially when decisions compound.
- Write to make the implicit structure visible.
- Keep the toolchain boring when the problem is already hard.
Elsewhere
The best way to reach me is still email: hello@hamzakhawar.com.