Module 4: Implementing Responsible AI Governance and Risk Management: Principles of AI Risk Management Flashcards
How is a risk score calculated?
Multiply the harm severity by the harm likelihood.
What is common tool for understanding the severity of mapped risks?
Impact assessments
What is the NIST AI Risk Management Framework?
A guide for risk and incorporating trustworthiness considerations into AI design, development, use and evaluation.
What are the 7 characteristics of trustworthy AI as listed by the NIST AI RMF?
1) Valid and reliable
2) Safe
3) Secure and resilient
4) Explainable and interpretable
5) Privacy-enhanced
6) Fair, with harmful bias managed
7) Accountable and transparent
What are the 4 key steps organizations should take per the NIST AI RMF?
1) Test
2) Evaluate
3) Verify
4) Validate
What is the NIST AI RMF Core?
Provides outcomes and actions enabling the management of AI risks and development of trustworthy AI. It is operationalized through four functions:
1) Govern
2) Map
3) Measure
4) Manage
What is the NIST AI RMF Playbook do?
Suggests actions to accomplish outcomes for the AI RMF Core functions.
What are the 4 levels of AI risk per the EU model?
1) Unacceptable (e.g. social credit scoring systems, real-time remote facial recognition in public spaces)
2) High
3) Limited
4) Minimal