Bill Freeman is a Data Scientist with 12 years of analytical and research experience and 5+ years focused on building data-driven products that solve business problems. He currently applies production ML and analytics at Kohl's while co-founding PureSkill.gg, an AI coach that extracts and analyzes CS:GO replays to give prescriptive, actionable feedback to players. His background spans retail assortment optimization, recommender systems, and high-throughput document classification, and he has a strong foundation in turning messy SQL-based datasets into reliable features and tools used across teams. Prior to industry roles he earned a PhD in Astrophysics and created open-source pipelines and novel methods for separating galaxy and outflow signals—experience that underpins his rigor in experimental design and model validation. Notably, he scaled game-replay collection to multiple terabytes and pioneered algorithms to quantify individual player impact, blending scientific methods with product-driven machine learning. Based in Austin, he combines academic rigor, startup grit, and practical engineering to move ML projects from prototype to production.
12 years of coding experience
11 years of employment as a software developer
Bachelor of Science (BS), Physics with concentration in Astronomy, 3.54, Bachelor of Science (BS), Physics with concentration in Astronomy, 3.54 at Louisiana State University
Master of Science (MS), Physics, 3.5, Master of Science (MS), Physics, 3.5 at University of California, Riverside
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