Our Clinic team was tasked with developing software and algorithms to automate PilotCity programming. Our solutions involve creating web interfaces with which teachers, students and employers involved in the PilotCity Program can engage as well as designing recommender systems that facilitate the process of matching employers to high school classrooms. Additionally, we are using topic modeling to extract educational priorities from community college and high school syllabi in order to inform work-based learning community partnerships.