Previous experience supporting Department of Veterans Affairs (VA) healthcare data systems, including VX130, Oracle Health Millennium, or the Corporate Data Warehouse (CDW), and familiarity with InterSystems IRIS, Caché, mirrored database architectures, or EHR data migration and cutover verification activities. Experience using AI-assisted tools such as GitHub Copilot to develop and optimize SQL queries, generate data validation and reconciliation scripts, identify anomalies, analyze trends, and produce technical documentation, with an understanding of AI output validation, PHI/PII protection, and responsible AI practices within federal healthcare environments.