Education Data Architecture Implementation

Led the data side of a major education technology footprint: rationalized how learner, program, and operational data move through Salesforce and adjacent systems. Defined integration boundaries, identity and sharing patterns, and reporting-friendly structures so teams could trust one source of truth across recruitment, learner lifecycle, and academic operations. Partnered with stakeholders to align the model with compliance and scale—reducing redundant objects, clarifying ownership of key entities, and enabling reliable analytics without compromising security.