Artificial Intelligence Governance Professional AIGP · Free Practice Question Medium

Question 9

A medical imaging team is developing a diagnostic AI system. Which best practices should guide their management of input data to ensure model quality and ethical compliance?
  • A Ensure input data is diverse and representative of the full patient population to avoid bias
  • B Document data collection processes and provenance for transparency and auditability
  • C Allow unverified or synthetic data to dominate the training set for convenience
  • D Secure sensitive patient data to comply with privacy regulations
Reveal correct answers

Correct answers: A, B, D

Explanation

Diverse, secure, and well-documented input data are foundational for reliable and ethical AI; lax practices risk bias, privacy breaches, and poor performance.

A. Diversity in input data prevents biased predictions and promotes fairness.

B. Clear documentation ensures data integrity and supports regulatory compliance.

C. Overreliance on unverified or synthetic data can reduce model trustworthiness and accuracy.

D. Protecting data privacy is a legal and ethical requirement in healthcare.

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