💡 Unplugged Activities for Identifying Bias in AI Algorithms
An unplugged activity is a brilliant way to learn about complex computer science concepts, like AI bias, *without* needing any computers or coding! For identifying bias in AI, it involves using real-world scenarios, role-playing, or physical exercises to simulate how AI algorithms make decisions. This approach helps us understand where those decisions might go wrong due to skewed data or initial design choices. It makes abstract ideas such as fairness, data representation, and algorithmic decision-making tangible and accessible, clarifying how human biases can unknowingly be embedded into the data AI learns from, potentially leading to unfair or inaccurate outcomes.
📚 Part A: Vocabulary Challenge
Match the terms on the left with their correct definitions on the right. Write the letter of the definition next to each term.
| Word | Definition |
|---|
| 1. 🤖 AI Bias | A. 📜 A step-by-step procedure or set of rules used to solve a problem or perform a computation. |
| 2. ⚙️ Algorithm | B. 🧪 Learning about computer science concepts without the use of digital devices. |
| 3. 🔌 Unplugged Activity | C. ⚖️ The principle of treating all individuals or groups equally, without prejudice or discrimination. |
| 4. 📊 Data Set | D. 📉 The tendency of an AI system to produce outcomes that are systematically prejudiced towards or against certain groups. |
| 5. ✨ Fairness | E. 📁 A collection of related data records, often used for training AI models. |
📝 Part B: Fill in the Blanks
Complete the paragraph using the most appropriate words from the box below.
- 🧩 unplugged
- 🎯 bias
- 👥 biases
- 📈 data
- ✅ outcomes
An ____________ activity allows us to explore complex concepts like AI ____________ without using a computer. It helps us understand how human ____________ can be embedded into the ____________ that an AI model learns from, potentially leading to unfair ____________.
🧠 Part C: Critical Thinking Challenge
Imagine an AI that recommends jobs. If its training data primarily shows men in leadership roles and women in support roles, how might this AI exhibit bias, and what 'unplugged' activity could you design to demonstrate this to a group of students?
- 💡 Consider: How does the AI's training data influence its suggestions?
- 🛠️ Design: Think about a role-play or sorting activity that doesn't use computers.
- 🗣️ Explain: What key lesson would students learn from your designed activity about AI bias?