Which roles ask for vulnerable populations?

2 roles on the map name at least one of its competencies, from analyst seats to executive ones. Each role page lists the depth expected.

Where is vulnerable populations taught and graded?

38 graded topics teach it across 7 programs. Each topic is graded by explaining it back against its own transcript, so a pass is evidence, not attendance. The first module of every program is free with a free account.

Vulnerable populations

What does vulnerable populations cover in AI governance?

2 competencies are filed under it: Deepfake, voice-clone and scam recognition, Protecting vulnerable people from AI harm. Each has its own page saying what it means in practice.

The competencies filed under it

Deepfake, voice-clone and scam recognition
Recognizes AI-enabled fraud, from cloned voices and synthetic video to romance and investment scams, and knows the one move that breaks the script.
Public Protection
Protecting vulnerable people from AI harm
Designs safeguards, family protocols and reporting paths for older adults, minors and people who cannot challenge an automated outcome.
Public Protection

Roles that ask for it

AI Literacy Lead1 of 2 competency
Ethical AI Specialist1 of 2 competency

Where it is taught and graded

38 graded topics, each passed by explaining it back. The first module of every program is free with a free account.

Senior AI Scam Defense23 topics
- Module 0: Know Your Money Rails (2)
- Module 1: The Behavioral Core (1)
- Module 3: The Demystification Lab (3)
- Module 4: Impersonation and Emergency Scams (5)
- Module 5: Relationship and Investment Scams (2)
- Module 6: Everyday Transaction Scams (4)
- Module 8: The Trusted Person (4)
- Module 9: The First 24 Hours (1)
- Module 10: CSFDP: Threat Command and Reporting Law (1)
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Certified AI Practitioner: Workplace Foundations6 topics
- Module 5: Critical Thinking and Context Engineering (2)
- Module 10: AI Security Fundamentals (3)
- Module 13: Bonus: AI for Educators (1)
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Certified China AI Regulatory Professional (CCARP)2 topics
- Module 2: Algorithm Filing and Registration (1)
- Module 3: Generative AI Compliance (1)
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Certified Enterprise Governance, Risk and Compliance Professional (CEGP)2 topics
- Module 14: Financial Risk, Fraud, and Financial Crime (1)
- Module 17: AI Governance, AI Risk, AI Security, and AI Assurance (1)
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Engineering Judgment and Professional Formation2 topics
- Module 3: Failure Analysis, Learning From How Robots Break (1)
- Module 10: Responsible Physical AI in Practice (1)
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The AI Lobbyist: Certified AI Policy Strategist2 topics
- Module 17: Security and Economic Narratives That Win (1)
- Module 20: The Long Game: Narrative Infrastructure (1)
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Certified AI Transformation Professional (CATP)1 topic
- Module 9: Risk, Resilience and Frontier AI (1)
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Questions

What does vulnerable populations cover in AI governance?: 2 competencies are filed under it: Deepfake, voice-clone and scam recognition, Protecting vulnerable people from AI harm. Each has its own page saying what it means in practice.
Which roles ask for vulnerable populations?: 2 roles on the map name at least one of its competencies, from analyst seats to executive ones. Each role page lists the depth expected.
Where is vulnerable populations taught and graded?: 38 graded topics teach it across 7 programs. Each topic is graded by explaining it back against its own transcript, so a pass is evidence, not attendance. The first module of every program is free with a free account.