CareerSignal
View liveData-driven employability reports for school counselors: career, major, and college recommendations grounded in real labor-market and education data.
The hard part
Multi-tenant RBAC across three permission tiers (admin / counselor / student), a recommendation engine that matches students to majors and careers using cosine similarity over O*NET knowledge-area profiles, and integrating messy real-world reference data (CIP codes, SOC occupation crosswalks, MSA-level labor market stats, and College Scorecard data) into one coherent, query-efficient data model.