data governance traffic sign on blue sky

data governance management policy compliance security privacy quality standards framework strategy regulations controls processes procedures integrity stewardship risk protection lifecycle usage access sharing accuracy consistency availability lineage metadata ownership classification retention disposal archiving policies regulatory program model council structure master information corporate practices accountability transparency audit oversight ethics monitoring reporting tools software solutions implementation metrics roles responsibilities benefits challenges maturity assessment improvement trends