Dr. Daniel A. Sabol
Modules
Grade 7
🧠Advanced AI Literacy

Ethical AI Use

Explore the ethical dimensions of AI: bias, fairness, accountability, and responsible use.

11 min 3 quiz questions Grade 7
AI Has Real-World Consequences

AI systems make decisions that affect people's lives — hiring, lending, medical diagnosis, criminal justice. Understanding the ethical dimensions of AI is essential for responsible citizenship.

Algorithmic Bias

AI systems can perpetuate and amplify human biases present in their training data. If historical data reflects discrimination — for example, if past hiring decisions favored certain groups — an AI trained on that data may replicate those patterns.

Algorithmic Bias:Systematic errors in AI outputs that create unfair outcomes for certain groups, often reflecting biases in training data or system design.
Real-World Example: Facial Recognition

Studies have found that some facial recognition systems have significantly higher error rates for darker-skinned faces and women, because training datasets were not representative. This has led to wrongful arrests when law enforcement used these systems.

Principles of Ethical AI

  • Fairness: AI should not discriminate against protected groups
  • Transparency: People should be able to understand how AI decisions are made
  • Accountability: There should be clear responsibility when AI causes harm
  • Privacy: AI should not collect or use personal data without consent
  • Human oversight: High-stakes AI decisions should involve human review
Explainability:The ability to understand and explain how an AI system reached a particular decision or output.
Ask: Who Is Accountable?

When an AI system makes a harmful decision, who is responsible? The company that built it? The organization that deployed it? The person who used it? These questions of accountability are central to AI ethics.

AI Is Not Neutral

AI systems reflect the values, assumptions, and biases of the people who build them and the data they are trained on. There is no such thing as a perfectly neutral AI.

Ready to test your knowledge?

3 questions · Grade 7 level