Shiyi He developed and delivered the UMUX-Lite usability questionnaire feature for the revisit-studies/study repository, focusing on enabling rapid usability assessments in time-constrained research contexts. The work involved designing a reusable configuration pattern that streamlines the integration of UX measurement instruments, supporting faster and more data-driven product decisions. Using front end development skills and working with JSON and Markdown, Shiyi ensured the questionnaire could be easily configured and deployed for various studies. The feature enhanced the repository’s usability testing capabilities, aligning with business goals of accelerating evaluation cycles. During this period, efforts centered on feature delivery rather than bug fixes.