Table A2.

Traceability matrix linking expert workshop themes to DDIF framework components

Expert workshop themesInitiation and planningData standardsTechnology integrationDPP/DMB creationLifecycle monitoringEnd-of-life and circularityReporting and sharingGovernance 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)
Source(s): Authors’ compilation (2026)

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