{"product_id":"ethics-safety-and-policy-bias-and-integrity-in-ai","title":"Ethics, Safety, and Policy - Bias and Integrity in AI","description":"\u003cp\u003e\u003cstrong\u003eK12 AI Labs: Module 1, Lesson 2\u003c\/strong\u003e\u003c\/p\u003e\n\u003cdiv\u003e\n\u003cstrong\u003eBias and Integrity in AI\u003c\/strong\u003e deepens students' understanding of how AI systems can reflect, amplify, and perpetuate bias—and what that means in the real world. This lesson goes beyond the surface-level conversation to \u003cstrong\u003ehelp students understand where bias in AI actually comes from\u003c\/strong\u003e and why it's so difficult to eliminate.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003eStudents analyze real AI-generated outputs, identifying patterns of bias across text, image, and data examples. They \u003cstrong\u003eexamine real documented cases\u003c\/strong\u003e where AI systems produced skewed or harmful results and discuss the downstream effects on real communities and individuals.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003eThe lesson connects technical concepts to broader questions of fairness and responsibility. Students explore how training data, design choices, and lack of diversity in AI development all contribute to biased outputs—and what it means to use AI tools with integrity in light of that reality.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cstrong\u003eStudents develop a personal framework for evaluating AI outputs critically\u003c\/strong\u003e, asking not just \"Is this accurate?\" but \"Who might this harm?\" and \"What's missing from this picture?\" They leave with practical habits for engaging with AI more thoughtfully and ethically.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003eISTE Standards 2 and 3 aligned.\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cem\u003e\u003cstrong\u003eThis is a digital lesson accessed via lesson PDF and PowerPoint presentation—no physical product will be shipped.\u003c\/strong\u003e\u003c\/em\u003e\u003cstrong\u003e\u003c\/strong\u003e\n\u003c\/div\u003e","brand":"K12 AI Labs","offers":[{"title":"Default Title","offer_id":52370903990554,"sku":null,"price":15.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0928\/7054\/1594\/files\/1.2.jpg?v=1783018502","url":"https:\/\/learningstore.k12.com\/es\/products\/ethics-safety-and-policy-bias-and-integrity-in-ai","provider":"K12 Learning Store","version":"1.0","type":"link"}