Dataset specification
Define required fields, accountable owners, permitted uses and quality expectations.
DATA, RISK & PERFORMANCE
Reusable datasets for operations and reporting.
Create governed period datasets with defined ownership, validation, lineage and version history so approved information can be reused across operations, reporting and oversight.
Overview
Reusable controlled datasets are governed data products designed to feed multiple workflows—NAV oversight, regulatory reporting, risk, performance, management reporting—without repeated manual reconstruction.
Our capabilities
Approved snapshot
Create an approved period snapshot with source lineage and validation evidence.
Reuse interfaces
Provide governed interfaces so one approved dataset can serve multiple workflows.
Version/history
Retain period snapshots, rule versions, approvals and change history.
Service coverage
Core records
- Validated source data
- Definitions/mappings
- Approval status
Operating activities
| Step | Activity | What happens |
|---|---|---|
| 1 | Design | Define dataset. |
| 2 | Build | Transform approved sources. |
| 3 | Validate | Run quality/reconciliation. |
| 4 | Approve | Lock version. |
| 5 | Reuse | Feed downstream services. |
| 6 | Archive | Retain reproducibility. |
Reporting and oversight
- Controlled dataset
- Data dictionary
- Version history
- Downstream usage map
What clients gain
Defined dataset specification
Define required fields, accountable owners, permitted uses and quality expectations.
Approved period snapshot
Create an approved period snapshot with source lineage and validation evidence.
Reuse across workflows
Provide governed interfaces so one approved dataset can serve multiple workflows.
Traceable versions and history
Retain period snapshots, rule versions, approvals and change history.
Governance and integration
Reusable Controlled Datasets is delivered through defined responsibilities, controlled records and documented review. Material exceptions, judgements and approvals remain visible and attributable throughout the operating process.
- Immutable approved version.
- Lineage.
- Access permissions.
- No downstream silent mutation.
Expertise and delivery
Experts behind the service.
Relevant professionals support service design, exception review and delivery governance where specialist judgement is required.
Meet our Experts & ProfessionalsTechnology that supports control.
Controlled data, workflow and review capabilities support consistent execution, transparent oversight and traceable evidence.
Explore Technology & ExpertiseConfigured around your operating model.
Services can be delivered through managed operations, technology enablement, co-sourced delivery or transition support.
See How We WorkFrequently asked questions
Why is this a capability?
It is the mechanism that allows AI/automation and reporting to scale without rebuilding data every time.
Can different teams use the same data?
Yes with role-based access and purpose-specific views while preserving the core approved dataset.
Discuss Reusable Controlled Datasets
Start with one workflow, one operating issue or one provider transition. We will map the current process, responsibility boundaries, required data and a practical first engagement.