All data is stored in modular TypeScript files under src/lib/career-map/. To add new records, edit the corresponding file directly. To migrate to a database (PostgreSQL/Neo4j), export the JSON and import into your DB. The graph structure supports education → stream → degree → specialization → career relationships with full metadata (salary, exams, scholarships, universities).
Career Guidance Disclaimer: AI-generated career guidance is for informational purposes only. Job market conditions, salary benchmarks, and hiring trends are estimates based on available data. Verify all information independently and consult with career professionals for personalized advice.