For data leaders
Governance that survives the second quarter
If you answer for master data quality, the problem is rarely the tool: it is rules without owners, exceptions without records, and indicators nobody measures. 4MDG works on the process — who registers, who approves, what blocks — and makes the rule hold in the system.
What changes
What you get
Indicators per domain
Duplication, completeness and approval time per domain, measured where registration actually happens.
Exceptions with an owner
Who approved, on what grounds and when. That is what turns "we made an exception" into an auditable decision.
Rules in the system
A mandatory field the system does not enforce is an optional field. Governance closes that gap.Talk to our specialists
Questions
Frequently asked questions
By the drop in rework on the chosen domain: records approved on the first pass, duplicates caught at entry, and time between request and approval. All three are countable from month one.
No. Records are created and approved in the governed flow and reach the ERP already valid.
Next step
Talk to the people who implement it
Start with the domain that hurts most. The assessment measures the current state and shows where the rework is.