Skills4Good AI Academy: The Framework

5-Level Responsible AI Literacy Framework

Responsible AI Literacy = AI Skills + Human Skills™

Powering the Responsible AI Audit™ Methodology for Professionals

Law Society of Ontario Accredited / State Bar of California MCLE Accredited /
American Society of Association Executives (ASAE) Accredited / Government of Canada Training Provider

  • Law Society of Ontario Accredited
  • Law Society of Ontario EDI Accredited
  • California MCLE Credit
  • Certified Association Executive Registered Provider

Skills4Good AI 5-Level Responsible AI Literacy Framework

Responsible AI Literacy = AI Skills + Human Skills™

A journey from understanding what AI is (AI Technical Fluency, Level 100), through the human guardrails of Privacy, AI Ethics, and Human Rights (Levels 200 - 400), to accredited, hands-on Responsible AI Audit™ practice (Level 500).

Level 500 - the AI Risk Detection Series - is accredited across three professional tracks: for Lawyers, for Association Executives, and for Professionals.

Responsible AI Literacy Framework

Responsible AI Literacy and Responsible AI Audit™ Courses

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:

Level 500: Responsible AI Audit™: AI Risk Detection

Human Skills: AI Verification of Outputs using Critical Thinking

What You Learn:
How to apply the technical, ethical, and legal principles of Responsible AI across Levels 100–400 to verify AI-generated outputs. Hands-on AI audits and detection of the four highest-impact AI risks - hallucination, privacy breach, bias, and reasoning gaps - using the accredited Responsible AI Audit™ methodology.

Why this matters for Responsible AI Audits™:
Levels 100 - 400 build a deep understanding of the theoretical principles that serve as guardrails for Responsible AI use. Level 500 is where those principles are applied in practice through hands-on Responsible AI Audit exercises that use real-world scenarios and prompt engineering to verify AI outputs.

Courses:
Available in three accredited tracks, each a four-course AI Risk Detection Series:

Accredited by the Law Society of Ontario and the State Bar of California

  • Hallucination Detection for Lawyers

    Course 1:
    Hallucination Detection
    for Lawyers

  • Privacy Breach Detection for Lawyers

    Course 2:
    Privacy Breach Detection
    for Lawyers

  • Bias Detection for Lawyers

    Course 3:
    Bias Detection
    for Lawyers

  • Reasoning Gap Detection for Lawyers

    Course 4:
    Reasoning Gap Detection
    for Lawyers

Accredited by the American Society of Association Executives

  • Hallucination Detection for Association Executives

    Course 1:
    Hallucination Detection
    for Association Executives

  • Privacy Breach Detection for Association Executives

    Course 2:
    Privacy Breach Detection
    for Association Executives

  • Bias Detection for Association Executives

    Course 3:
    Bias Detection
    for Association Executives

  • Reasoning Gap Detection for Association Executives

    Course 4:
    Reasoning Gap Detection
    for Association Executives

CPD-eligible across regulated professions

  • Hallucination Detection for Professionals

    Course 1:
    Hallucination Detection
    for Professionals

  • Privacy Breach Detection for Professionals

    Course 2:
    Privacy Breach Detection
    for Professionals

  • Bias Detection for Professionals

    Course 3:
    Bias Detection
    for Professionals

  • Reasoning Gap Detection for Professionals

    Course 4:
    Reasoning Gap Detection
    for Professionals

One Responsible AI Literacy Framework.

Two Paths to Responsible AI Use.

Accredited AI Risk Detection Series

Professional Certification Program

Four accredited 60 to 90 minute 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

Enables professionals to verify and use AI responsibly in their own professional practice, backed by accredited Responsible AI Audit™ courses.

Enables professionals in teams and enterprises to have a universal shared language of Responsible AI use

Learn more about the AI Risk Detection Series:

Meet the Creator of Responsible AI Audit™

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), New York (USA), Ontario (Canada), and the 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 Regulatory Bodies, Governments, and Professional Associations

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

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Responsible AI Audit™ for Regulated 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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