‣ Developed a data analysis system across multiple platforms (mobile/desktop) using automated collections of live prediction data to calculate delay amounts for San Francisco Muni light-rail routes/stops‣ Implemented a middle-tier server to proxy requests between clients and pre-aggregated data collected from NextBus in order to abstract and control dependencies on the NextBus API‣ Dockerized API/server layer to support a modular and scalable system architecture‣ Designed web client using React and Bootstrap for mobile-friendly browsing Tech Stack: React • Bootstrap • Node • PostgreSQL • AWS • Docker • NextBus API

‣ Composed industry research reports detailing market trends, key competitors, and risks of the investment area to understand market penetration, advise clients on target rich sectors, and develop strategies for target acquisition‣ Identified platform and add-on acquisitions per investment thesis for private equity clients