Traceability matrix linking expert workshop themes to DDIF framework components
| Expert workshop themes | Initiation and planning | Data standards | Technology integration | DPP/DMB creation | Lifecycle monitoring | End-of-life and circularity | Reporting and sharing | Governance and review |
|---|---|---|---|---|---|---|---|---|
| Lifecycle data continuity gaps (loss of data across A–D stages) | ✓ | ✓ | ✓ | |||||
| Interoperability and standards issues (fragmented tools, formats) | ✓ | ✓ | ✓ | ✓ | ✓ | |||
| Unclear stakeholder roles and ownership (data access, responsibility) | ✓ | |||||||
| Weak end-of-life feedback loops (design not informed by end-of-life data) | ✓ | ✓ | ||||||
| Governance, ESG and regulatory readiness (auditability, reporting, compliance) | ✓ | ✓ | ✓ |
| Expert workshop themes | Initiation and planning | Data standards | Technology integration | DPP/DMB creation | Lifecycle monitoring | End-of-life and circularity | Reporting and sharing | Governance and review |
|---|---|---|---|---|---|---|---|---|
| Lifecycle data continuity gaps (loss of data across A–D stages) | ✓ | ✓ | ✓ | |||||
| Interoperability and standards issues (fragmented tools, formats) | ✓ | ✓ | ✓ | ✓ | ✓ | |||
| Unclear stakeholder roles and ownership (data access, responsibility) | ✓ | |||||||
| Weak end-of-life feedback loops (design not informed by end-of-life data) | ✓ | ✓ | ||||||
| Governance, | ✓ | ✓ | ✓ |
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