Research that supports my work in data, GIS, technology planning, and public service. Operational details are intentionally kept general.
These are my two main research studies. Each complete document can be read without leaving the portfolio.
A research brief examining how spatial analytics and responsible AI concepts can strengthen risk intelligence, planning, and decision support.
A research overview of analytics, GIS, automation, decision tools, and practical approaches to adopting technology in public service.
Other subjects that shape how I build, test, and explain data-driven tools.
Studying how GIS and historical information can support realistic, explainable planning.
Exploring transparent classifications, validation, documentation, and human review for decision-support tools.
Researching ways to make recurring maps, reports, and data checks more consistent and easier to maintain.
Comparing planning assumptions across changing conditions while keeping outputs clear and reviewable.