Projects
Things I've built
A mix of shipped production work and self-directed builds. Tags mark which lens each project sits under; some are early-stage concepts rather than finished products, and are labeled as such.
Customer insights at scale
Software engineering on Microsoft's Dynamics 365 Customer Insights (Audience Insights) platform — large-scale event processing and API systems powering real-time customer data profiles. The same category of infrastructure that underpins a serious learner-data platform.
Steam Game Recommender
A hybrid recommendation system combining collaborative filtering and game-tag similarity to generate personalized Steam game suggestions. Built with Databricks, PySpark, FastAPI, and React.
Game telemetry & metacognition
An early-stage concept exploring what in-game telemetry — attempts, retries, hint usage, time-on-task — can reveal about a learner's metacognitive strategies during problem solving, and how that signal could feed back into adaptive assessment design.
AI-assisted formative assessment
A processfolio prototype that captures how a learner’s thinking develops across attempts, challenges, revision, and transfer. A bounded AI guide provides contextual scaffolding while preserving the learner’s reasoning for educator review.