Data & Knowledge Architecture

Liya Shuklin

I design data platforms small teams can actually run.

I build data and knowledge architecture for organizations where the numbers have to hold up — regulated environments, many conflicting sources, and people who need to agree on what's true. Most recently, the analytics platform for a national transit operator, carried by a team of one and a half. Eleven years across public-sector and enterprise data, currently working remotely with international teams.