When Algorithms Misfire: AI Harms and Risk Concepts for Governance Professionals

Why AI Governance Must Start With Harms

Modern AI systems are now embedded in decision-making across finance, healthcare, employment, policing, education and online platforms, often at scale and with little human visibility into how outputs are produced. When such systems are not governed responsibly, they can produce concrete harms to individuals, groups, organizations and democratic institutions, ranging from privacy violations and discriminatory outcomes to safety failures and information disorder. The Knowledge places “identifying the types of risks and harms posed by AI to individuals, groups, organizations and society” at the foundation of AI governance, underscoring that a risk-based understanding of harms is a prerequisite for compliant and trustworthy AI programs.

Print Page

Why AI Governance is the Next Big Career Frontier: Surprising Takeaways from the AI professional exam

 The rapid explosion of Artificial Intelligence (AI) has triggered a digital "gold rush," but it has also created a corporate "wild west." While organizations are racing to deploy Large Language Models (LLMs) and automated systems, they are often doing so without a map. This "regulation gap" has left boards and legal teams vulnerable to unprecedented risks, creating a massive demand for a new kind of professional.

 Privacy Professionals certification has quickly emerged as the de facto requirement for this category. It provides the structured foundation needed to bridge the gap between technological innovation and corporate responsibility.

Print Page

Why Your AI Is "Hallucinating" (and 4 Other Surprising Truths About Machine Intelligence)

 

In the tech world, we love a good analogy. We often describe AI as a high-end restaurant: the data is the ingredients, the algorithm is the recipe, and the resulting model is the finished dish. But here is the reality we rarely discuss: sometimes the restaurant serves the wrong dish, and occasionally, that dish is toxic.

Print Page