Evidence Performed by Shayne Vacher-Moffeit

Designed the product strategy, system architecture, and technical roadmap for the Career Skills Mapper platform. Conducted a rigorous technological suitability evaluation, defending the selection of graph databases (Neo4j/AuraDB) over relational SQL models by treating skill-to-role relationships as first-order entities. Mapped a high-level system component view spanning external user interfaces, administrative management systems, and subscription monetization engines. Formulated technology upgrade paths for future multi-tenant expansion while actively assessing operational, compliance, and security risk contingencies.