Projects
⚾🏀 Sports Science Projects
Baseball Player Clustering Analysis
Performed hierarchical clustering analysis integrating ArmCare, VALD Force Deck, Trackman, and previous season statistics to identify performance profiles and understand how best players perform across measurable metrics.
Python Hierarchical Clustering Baseball Trackman VALD ForceDecksBasketball Program Development Score
Built a model to evaluate which college basketball programs get the most out of the talent they recruit - quantifying program development efficiency using player progression metrics.
Python Data Modeling Basketball NCAANBA Player Archetype Evolution (ML)
Applying machine learning to explore how player archetypes within the NBA have evolved over time - identifying positional and performance trends through unsupervised learning methods.
Machine Learning NBA Python ClusteringFatigue & Basketball Shooting Performance
Investigating the impact of fatigue on basketball players' shot success and shot kinematics - combining biomechanical data with performance outcomes to understand how fatigue affects shooting mechanics.
Kinematics Basketball Fatigue Motion Capture🤖 ML & Coding Projects
Biomechanics Data Analysis Pipeline
Developing Python-based pipelines for processing and analyzing motion capture, EMG, and force data from musculoskeletal research studies - improving workflow efficiency across multiple ongoing research projects.
Python Motion Capture EMG Data PipelineAI-Powered Athletics Databank
Contributing to the UF AI-Powered Athletics initiative by building experimental protocols and obtaining athlete consent to make NCAA athlete data accessible for data-driven sports science research.
AI Data Science NCAA🔬 Engineering & Science Projects
Wearable Orthopedic Device
Student-led exploration of a prospective wearable device to support bone health in adults, children, and elderly populations including those with disabilities. Published in AHFE 2019.
Wearables OrthopedicsCarbon Nanotubes for VLSI Interconnects
Explored carbon nanotubes as a promising alternative for VLSI interconnects, analyzing structural properties and performance advantages. Published in IEEE MWSCAS 2019.
IEEE Nanotechnology Computer EngineeringPhotoluminescent Phosphor Materials
Synthesized and characterized novel rare-earth free anti-perovskite phosphors with self-activated photoluminescent properties for potential LED and fluorescent lighting applications.
Materials Science ChemistryCircular Economy Laboratory Design
Designed sustainable introductory laboratory experiments where waste products from one experiment serve as starting materials for the next, implementing circular economy principles in STEM education.
Green Chemistry Sustainability STEM Education