biostatistics , Data Governance, Data Privacy, AI training data pipelines, research informatics, metadata standards, Clinical Data Management, AI models, security compliance frameworks, AI ML data workflows, regulatory expectations, data quality evaluation, regulatory frameworks, data annotation, Access Control, data policies