Kathy is a data scientist working on innovation policy at the World Bank. She leads the analytics effort for the ecosystem mapping project, which includes creating custom survey instruments, architecting open source collection processes, designing database schemas, building data and policy frameworks, and developing interactive visualizations for publication. Her work utilizes geospatial and multi-entity dynamic graph data in cities such as Beirut, Dar es Salaam, and Ramallah.