Performed mapping and data analysis on the geographical distribution of transit stops and client locations (home and work), focusing on transit accessibility. Delivered a web app featuring an interactive map of predicted bus routes and the shortest driving distances for all clients, using Network package in Arcgis Pro and GTFS data fetched from transit agencies.Developed a 10-page financial coaching resource guide on accessible checking accounts, credit-building, and high-yield savings products.

Summarized key insights from credit-builder loans implemented in three urban areas to inform similar programs implemented by Detroit non-profit GreenPath Financial Wellness.Described and visualized housing and population health status in Detroit Warrendale Neighborhood to provide neighborhood portraits for Detroit non-profit International Institute of Metro Detroit and informed its home repair loan program.

Analyzed survey data and lending profile to evaluate the effectiveness of financial training programs on borrowers’ financial readiness, with focus on racial and gender equity.Performed spatial analysis on the neighborhood impact (commercial space activated, types of businesses created) of the Microlending program implemented by ProsperUs.