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hypothesis-driven

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Early undergraduate research project analyzing 2016 Allentown police crime data using Excel‑based methods prior to formal training in R, Python, and SAS. Preserved as a foundational exploration of crime patterns, descriptive statistics, and data cleaning workflows completed during initial development of analytical skills. Conducted in 2016..

  • Updated Sep 9, 2026

Final project for Product School's Product Management Foundations certification. RouteLogic Velocity makes the work fleet coordinators repeat all day faster than texts, WhatsApp and paper: problem hook, research synthesis, journey map, hypothesis, roadmap, PRD, clickable prototype, A/B experiment brief and GTM launch plan.

  • Updated Oct 30, 2026
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