Non Invasive Data Governance- The Path Of Least Resistance And Greatest Success Hot! Here

These approaches can lead to:

The core failure is a misunderstanding of human nature. People do not resist governance; they resist administrative overhead that does not serve their immediate goals. A salesperson does not wake up wanting to violate data quality. They wake up wanting to close a deal. If the governance process slows down the deal, they will bypass it. These approaches can lead to: The core failure

The model assumes an organization has a baseline level of data literacy and process maturity. In highly dysfunctional, siloed, or "Wild West" data environments, the "non-invasive" approach can be too passive. If no one currently has accountability, formalizing "existing behavior" simply formalizes chaos. They wake up wanting to close a deal

Assume some form of governance already exists (formally or informally) and build upon it. In highly dysfunctional, siloed, or "Wild West" data

That is the greatest success: accurate financial reporting without a single new hire.

: Instead of "assigning" new stewardship roles, NIDG "recognizes" individuals who are already doing the work.

people in roles they already perform (defining, producing, or using data) rather than handing them new titles. Process over Project: