Skills4Good AI Academy: The Framework

4-Level Responsible AI Literacy Framework

Responsible AI Literacy = AI Skills + Human Skills™

Powering the Responsible AI Audit™ Standard for Professionals

ASAE Registered Provider | Government of Canada Training Provider | California Bar MCLE Application Pending

Skills4Good AI 4-Level Responsible AI Literacy Framework

Responsible AI Literacy = AI Skills + Human Skills™

A journey from understanding what AI is (AI Skills at Level 100) to practicing it with human oversight and the guardrails of Privacy, AI Ethics, and Human Rights (Human Skills at Levels 200-400).

Responsible AI Literacy Framework

Level 100

AI Technical Fluency

AI Skills: AI & GenAI Literacy

What You Learn:
Understanding what AI and Generative AI are—their capabilities, limitations, and where human oversight is necessary.

Why this matters for Responsible AI Audits™:
You can't detect and mitigate AI risks if you don't grasp how LLMs generate content through statistical pattern prediction instead of factual knowledge retrieval. Most AI courses end here. They teach how to use the tools—but not how to use them responsibly.

Courses:

Level 200

Data Privacy

Human Skills: Privacy Guardrail

What You Learn:
Understanding that data is the fuel of AI. When that data includes personal or sensitive information, privacy becomes a professional responsibility, not just a technical one.

Why this matters for Responsible AI Audits™:
Before you can audit AI outputs, you need to know what data you can safely input into public AI tools without breaching confidentiality obligations. When you mishandle data, you don't just risk regulatory fines. You also betray the trust that enables professional relationships.

Courses:

Level 300

AI Ethics

Human Skills: AI Ethics Guardrail

What You Learn:
Understanding the human values that inform AI ethics. This is where you learn to ask: Is this AI system fair? Transparent? Accountable? Learn to apply systematic audit methods using ethical AI principles embodied in the UNESCO and OECD global frameworks.

Why this matters for Responsible AI Audits™:
AI Ethics provides the the human values and principles that makes systematic AI auditing necessary. But AI ethics alone is not enough because they are voluntary, subjective, and unenforceable.

Courses:

Level 400

Human Rights & AI Governance

Human Skills: Human Rights Guardrail

What You Learn:
Understanding how human rights set the highest standard of human accountability. They are based on the Universal Declaration of Human Rights (UDHR) charter. They are universal across all cultures. They are objective, mandatory and enforceable under international law.

Why this matters for Responsible AI Audits™:
At this level, you will learn to assess AI's impact on fundamental rights—such as freedom from harm and dignity. You will view those AI risks to human rights, not merely as abstract issues but as professional responsibilities.

Courses:

One Framework. Two Paths to AI Audit Competence.

AI Risk Detection Series

Professional Certification Program

Four 1-hour, CPD-eligible courses to detect the core AI risks in everyday professional workflows.

Unlimited annual access to a comprehensive program with 125+ lessons in Responsible AI Literacy.

Rapid, practical, hands-on training for immediate AI audit competence.

Continuous, regularly updated, standardized training across the full Level 100–400 framework.

Available to individuals and to organizations purchasing seats for teams (enterprise licensing).

For organizations and associations that want ongoing, self-paced AI courses for teams and members

Learn more about the AI Risk Detection Series:

Meet the Creator of the Responsible AI Audit™ Standard

Josephine Yam, J.D., LL.M., M.A. Phil. (AI Ethics)

AI Lawyer, AI Ethicist, TEDx Speaker
CEO & Co-Founder, Skills4Good AI

  • Three graduate degrees: (Juris Doctor (J.D.) of Law, J.D., Master of Laws (LL.M.), Master of Arts in Philosophy (M.A. Phil.) AI Ethics specialization
  • Bar admissions in four jurisdictions –Alberta (Canada, current), former New York (United States), former Ontario (Canada), and former Philippines
  • Advanced executive education: Stanford University, Harvard University, University of Toronto, University of British Columbia
  • Recognized: TEDx Speaker, "How to Right Algorithmic Wrongs", Top 100 Brilliant Women in AI Ethics, Royal Bank of Canada (RBC) Top 25 Canadian Immigrant Awardees, Responsible AI Institute "Leader in Responsible AI"
  • Baker & McKenzie LLP (Toronto, Hong Kong, Manila), Asian Development Bank, Government of Alberta – Department of Justice and Department of Energy
  • Published researcher in peer-reviewed academic journals (Ethics and Information Technology and American Journal of Bioethics Neuroscience)

Trusted by Governments, Associations, and Leading Organizations

  • Global Affairs Canada

    Government of Canada Training Provider for the Canadian Technology Accelerator (CTA) program in New York and Keynote Speaker for Global Affairs Canada in Colorado

  • Association Societies Alliance

    Partner of ASA representing State Society of Association Executives across 40 U.S. states, Australia, New Zealand, and over 4,000 associations worldwide

  • Sustainability Network

    Responsible AI Training Partner for Canada's national hub for environmental nonprofit leadership, empowering leaders to use AI responsibly as a force multiplier

Delivering Responsible AI Training in 15+ Countries Across Government, Nonprofit, and Private Sectors

Trusted by Professionals Worldwide

Real Professionals. Real Results. Real-world Impact.

Adopt the Responsible AI Audit™ Standard

Build the AI Audit Competence your Profession demands

Responsible AI Audit™ CPD Courses for Professionals

Powered by Responsible AI Literacy = AI Skills + Human Skills™

The Responsible AI Audit™ Standard is a proprietary AI audit methodology designed to support professional judgment and defensible documentation.
It does not replace applicable laws, regulations, or professional obligations.

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