A healthcare / clinical research organization needed to harmonize complex source datasets into a standardized data model for downstream analytics, reporting, and research workflows. The source data contained a large number of variables with inconsistent naming conventions, incomplete descriptions, mixed data types, missing value codes, and domain specific clinical meanings.