
UX Research / Design
MICHIGAN MARCHING BAND WEBSITE REDESIGN
In this redesign of the Michigan Marching Band website, we overhauled the information architecture, created responsive, fully functioning prototypes, and modernized the design through the use of a design system and components.

Qualitative UX Research
APPLE FITNESS+ USABILITY STUDY
Through this qualitative usability study on Apple Fitness+ (no association with Apple), I gained extensive practical experience running user interviews and usability tests, organizing large amounts of data, and translating interview and user data into usability recommendations.

Quantitative Research
PITTSBURGH 311 DATA RESEARCH
A formal statistical research paper using Python for data import, cleaning, analysis, and visualization export. Analyzed more than 25,000 service requests exploring neighborhood income patterns, statistical limits, and the ethics of interpreting civic data.