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DPIA Considerations

Status Screening and risk inputs for your data protection officer. Not a completed DPIA: each adopting organization makes its own.
Related Privacy assessment

1. Screening

Screening question (typical DPIA triggers) Answer Notes
Systematic monitoring of individuals? Possibly The platform links security activity (commits, approvals) to identified staff. Mitigated by the team-level-only reporting design, but the capability exists in raw data.
Evaluation or scoring of individuals? No (by design) Explicitly prohibited. No per-person metrics.
Large-scale processing of special-category data? No No special-category data about staff. End-user data of the applications is never ingested.
New technology? Partly Evidence attestation/immutability is novel to the organisation
Processing that prevents data-subject rights? Partly WORM storage prevents early erasure of incidental personal data in raw artefacts
Data matching / combining datasets? Yes Identity provider + GitHub or GitLab + learning-platform identity linkage
Vulnerable data subjects? No

Indicative conclusion: two or more triggers are present (monitoring potential, combining datasets, limits on erasure), so a DPIA is recommended. The DPO decides.

2. Risks to individuals and mitigations

# Risk to individuals Likelihood / severity (pre) Mitigation Residual
P1 Platform data used to judge individual performance (blame for vulnerabilities) Medium / Medium Prohibited-use policy. No per-person views. Team-level metrics. Champion recognition input is self-supplied. Governance oversight. Low
P2 Exposure of the identity of the developer who leaked a secret, beyond those who need to know Medium / Low Committer identity kept only in raw artefacts (restricted access). Normalised findings show repo/file, not author. Low
P3 Excessive retention of staff identities Medium / Low Retention schedule. Leaver pseudonymisation. Minimised identity-provider attributes. Low
P4 Inability to erase data on request (WORM) Low / Low Minimisation before WORM. Documented limitation. Retention periods proportionate. Low–Medium (accept with DPO)
P5 Breach of the platform exposes staff identities alongside vulnerability data Low / Medium Platform security architecture, private networking, RBAC/RLS, monitoring Low
P6 External contributors' data (public repos) processed without awareness Low / Low Privacy notice reference in SECURITY.md / CONTRIBUTING (to agree) Low

3. Consultation

DPO · Information Governance · HR/employee relations (monitoring concern) · trade union / staff representatives if required by organisational policy · SOC (data sharing).

4. Actions before go-live

  1. DPO screening decision recorded (decision log).
  2. Lawful basis documented.
  3. Privacy notice for platform users and engineers published.
  4. Record of processing activities updated.
  5. Retention policy approved (ADR-017), then WORM locked.