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AI Risk

Unrepresentative data

"Unrepresentative data occurs when the training or fine-tuning data is not sufficiently representative of the underlying population or does not measure the phenomenon of interest."

AI Risk7. AI System Safety, Failures, & Limitations7.3 > Lack of capability or robustness1 - Pre-deployment

Record summary

A quick snapshot of what this page covers.

Techniques0Attack methods connected to this risk.
Mitigations0Defenses that may help with related attacks.
Domain7. AI System Safety, Failures, & LimitationsThe broad risk area this belongs to.

Risk profile

How this risk is described and categorized.

Domain7. AI System Safety, Failures, & Limitations
Subdomain7.3 > Lack of capability or robustness
Entity3 - Other
Intent2 - Unintentional
Timing1 - Pre-deployment
CategoryTraining Data Risks (Accuracy)
SubcategoryUnrepresentative data

Suggested mitigations

Defenses that may help with related attacks.

No propagated mitigations. No defense is available through the connected attack methods.

Source

Research source for this risk, when available.