Production copies
Qualimetrix can replace unnecessary copies. Source systems, the processing environment and accepted outputs still require controls.
System boundaries first
Reduce Unnecessary Exposure. Document the Residual Risk.
Qualimetrix reduces the number of environments that require production records. It does not replace identity, endpoint, infrastructure, software-supply-chain or communications security.
Security model
Threat, control, boundary, residual risk.
Reidentification and linkage
The privacy model and limitations are documented. No universal anonymity claim is made.
Inference attacks
Formal privacy definitions and supplementary tests may be used. Testing cannot prove the absence of every future attack.
Endpoint and insider compromise
Less sensitive working data may reduce impact. IAM, endpoint protection and monitoring remain necessary.
Data in transit
Required transport protection is documented separately.
AI and scientific misuse
Unsupported uses are recorded. Qualimetrix does not replace scientific review or model-risk governance.
Deployment
The processing boundary is part of the product decision.
- Where source data is processed
- Who can access it
- What is retained and how it is deleted
- How releases are approved
- Where evidence is stored
- Who owns each responsibility
Security review material
What a reviewer should receive.
- Architecture and data-flow diagram
- Threat model and limitations
- Access-control and isolation model
- Logging and approval events
- Retention and deletion process
- Build and dependency-management process
Review the deployment boundary before discussing “safe data”.
Bring the source location, intended recipients, environment constraints and security responsibilities.
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