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Capability 2.3.4.2

Data Deletion & Oversight

Definition

Remove or decommission securely with formal oversight and validation of data destruction, anonymisation, or off-ramping from systems, including verification of deletion from backups and derived models.

Examples

  • Copyright Act 1968 (Cth) (no text/data mining exception)
  • Attorney-General’s Department Text and Data Mining Consultation (2023–24)
  • Creative Commons Licensing (CC-BY, CC0) – data.gov.au
  • Publisher Data Licensing (e.g. News Corp datasets)
  • Creative Commons vs Proprietary Licences in data.gov.au.

Indicators

  • Number of systems with end-to-end deletion verification, including backups and replicas
  • Existence of independent audit trails or third-party certificates confirming destruction
  • Explicit off-ramp clauses in all cloud and vendor contracts covering derivative data
  • Demonstrated ability to trace and remove training data influence from AI models (model un-training or weight re-initialisation)
  • National-level oversight or accreditation mechanism for data disposal assurance (e.g. Australian Signals Directorate, National Archives of Australia, or Office of the Australian Information Commissioner endorsed certification)

National AI Plan

PLAN COMMITMENT

Limited commitment

Supports responsible AI governance, privacy law reform and oversight of AI harms (Action 7, Action 8), but does not develop national AI capability for Data Deletion & Oversight, including secure destruction, anonymisation or verification of removal from systems and derived models needed to unlock Australia's AI capability. Limited commitment by government is a missed opportunity to increase domestic maturity in a globally scarce capability with high public interest value.

Stocktake

Is the Stocktake missing evidence?

Share additional information for potential future Assessments