Take stock of the data first
Advisory and rollout for governance strategy, standards and policy
Most data projects stall at the same point: nobody can say where the data comes from, who uses it or whether it can be trusted. We assess maturity against DCMM and DAMA-DMBOK, deliver the governance blueprint, organisation and accountability model, and bring data standards, metadata and master data onto a running platform, so governance has owners and a basis.
Our approach
One team scopes, executes and retests; conclusions are delivered as evidence, not checklists.
Assessed against the national standard and the international framework
Maturity is assessed against both DCMM (GB/T 36073) and DAMA-DMBOK, so the conclusions serve domestic assessment filings and align with a group or overseas headquarters' governance framework.
Policy design and platform rollout by the same team
Consultants and data engineers deliver as one group. Every standard in the policy corresponds to a configuration item on the platform, so policy does not live in documents while the platform runs on different logic.
Phased by business domain, each phase with an acceptable result
No big-bang rollout. The first phase takes one or two core domains through the full cycle of standards, metadata, master data and quality rules, producing a repeatable method before expansion.
Deliverables
Maturity assessment
Current state, gaps and a phased roadmap. The conclusions are yours, independent of any follow-on implementation.
Governance policy pack
Organisation and RACI, process standards, data standards and dictionary, one volume per business domain.
Platform rollout
Metadata, master data and quality rules live, with an operating rhythm and review cadence.
How we deliver
Four stages, each with defined inputs, outputs and a client sign-off.
Assessment
Interviews, document review and system inventory; maturity scores and gap analysis.
Blueprint and roadmap
Governance organisation, policy framework and phasing plan, reviewed and confirmed by management.
First phase rollout
Standards, metadata, master data and quality rules live for the core domains; operating mechanism started.
Operate and expand
Quarterly governance reviews, metric retrospectives, expansion to further domains along the roadmap.
Customer story
Reallysec Empowers Siemens Digital Industries, Leading the Intelligent Future
With visualisation and analytics in place, Siemens DI gained full-path visibility into product master data flows, plus anomaly self-healing.
Frequently asked questions
Notes on scope, execution and delivery standards. Contact us for anything not covered here.
The assessment applies both DCMM (GB/T 36073-2018) and DAMA-DMBOK. DCMM supports domestic assessment filings and policy alignment; DAMA-DMBOK aligns with international governance practice. Capability areas include strategy, organisation, standards, quality, security and application, each scored with a gap analysis.
Start from where you stand
Security, data and AI each start with a review of where you stand. The report and its findings are yours, whether or not the engagement continues.