Student learningfor Grades 9–12, Higher Ed
Policy Makers
Student teams research, draft, and pitch an AI and technology-use policy proposal to a mock board, and must pass the same five-question check real leaders use.
All activities Student learning
Who Owns the Output?
In a structured academic controversy, students argue both sides of an open question: is it fair for AI tools to learn from artists' work, and who gets credit for what they make?
Overview
Generative image, music, and writing tools learned their patterns from enormous collections of human-made work, often gathered without asking the creators. Whether that is fair, whether it is legal, and who owns what the tools produce are questions that courts, lawmakers, artists, and companies are still actively disputing, and the answers differ from country to country. Instead of a winner-take-all debate, students use a structured academic controversy: each pair argues one side, then switches and argues the other, then drops the sides and searches for the best shared recommendation. The goal is not a verdict on the law; it is the ability to reason carefully about an unsettled ethical question and act respectfully toward creators in the meantime.
Objectives
- Students will explain, in plain language, how generative AI tools learn from training data and why that raises questions about consent, credit, and compensation.
- Students will present the strongest version of a position they may disagree with, using evidence from the case and perspective cards.
- Students will co-write a recommendation for how their class should credit and use AI-generated creative work while the legal questions remain unsettled.
Materials
On paper
- Handout A: The Case of the Cedar Bluff Poster (1 per student)
- Handout B: Perspective Cards (1 set per group, cut apart)
- Handout C: Controversy Organizer (1 per pair)
- Timer; chart paper and markers for group recommendations
On screen
- No devices required
- Optional: a shared document or discussion board for posting group recommendations
Before you start
- Print and cut Handout B so each group has all twelve perspective cards.
- Read Handout A and the card backs. Be ready to say, often: "This is an open question. People with expertise disagree, and the courts haven't settled it."
- Decide in advance which question each group debates. The core question is on Handout A; advanced groups can take the ownership question instead.
- Arrange desks in fours with pairs facing each other.
Step by step
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10–5 min
Hook
Line up on it
Mark one wall "Completely fair" and the opposite wall "Completely unfair." Read: "An AI image tool learned to draw by studying millions of images online, including yours, without asking you. Now anyone can type your name and get pictures in your style." Students stand where they are. Ask two students from different spots to explain their position in one sentence. Say: "Today you'll argue for a spot you might not be standing in."
Facilitator noteNote where students stand. You'll ask them to line up again at the end to see who moved and why.
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25–13 min
Model
How training data works, and what's unsettled
Explain plainly: generative AI tools learn statistical patterns (what shapes, colors, words, and sounds tend to go together) from very large collections of examples called training data. The tool usually doesn't store a copy of each image to paste back, but it can produce work strongly resembling a particular artist's style, and sometimes near-copies. Then name what is genuinely unsettled: whether training on copyrighted work without permission is allowed, whether creators should be asked or paid, and who, if anyone, owns AI-generated output. In the U.S., copyright has traditionally required a human author, and how that applies to work made with AI assistance is still being worked out. Other countries are taking different approaches. Read Handout A together.
Facilitator noteResist stating outcomes. If a student cites a lawsuit or rule they heard about, say: "Good. Where would we go to check its current status?" and move on. The activity doesn't depend on any legal result.
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313–23 min
Explore
Pairs prepare Position A or B
In each group of four, one pair takes Position A: "Training AI on publicly posted art without permission is fair, and Jordan's poster is fine." The other takes Position B: "Training without consent is unfair to artists, and Jordan's poster crosses a line." Pairs read all twelve Perspective Cards and choose the four strongest for their side, writing their three best arguments on Handout C.
Facilitator notePush students to use the cards that are hard for their side, too. The strongest arguments answer the other side's best point.
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423–35 min
Practice
Present, restate, switch
Pair A presents for 3 minutes while Pair B takes notes. Pair B must then restate Pair A's argument to Pair A's satisfaction before responding. Swap: Pair B presents, Pair A restates. Then pairs switch positions and have 3 minutes to add one new argument for the side they just argued against.
Facilitator noteThe restatement is the heart of it. Don't let a pair move on until the other pair says, "Yes, that's our argument."
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535–48 min
Apply
Drop the sides: build a recommendation
Groups of four drop their positions and answer together on chart paper: "While the law is unsettled, what should our class do when we use AI tools for creative work?" Their recommendation must address consent (whose style or work we invoke), credit (how we label AI involvement), and respect (what we won't do). Groups post charts for a quick gallery walk and put a star on the recommendation from another group they'd adopt.
Facilitator noteStrong recommendations often include: don't prompt with a living artist's name, label AI-assisted work, credit human sources, and prefer tools whose training practices are disclosed. Let students discover these.
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648–55 min
Reflect
Line up again
Students return to the fair/unfair line. Ask anyone who moved: "What argument moved you?" Ask anyone who didn't: "What's the strongest argument against your position?" Each student writes on Handout C's final box one thing they will do differently the next time they use an AI creative tool.
Paper or screen
Unplugged
Designed unplugged. The case, the perspective cards, and the structured controversy need only paper, a timer, and chart paper. Discussion is the learning.
Digital
Run the controversy in a video meeting with breakout rooms for each group of four and pairs in sub-rooms for preparation. Post the Perspective Cards as a slide deck and have groups write their recommendation in a shared document; the class votes by commenting. Students should not use AI image tools for this lesson; the question is about them, and generating images in a named artist's style would undercut the discussion.
Does it need a screen? Better unplugged: the evidence of learning is students accurately restating arguments they disagree with and building consensus, which face-to-face talk does best. A shared document helps only when groups need to keep their recommendations for a later class policy.
Evidence of learning
What you should be able to see or collect if it worked.
- Pairs restate the opposing argument accurately enough that the other pair agrees with the restatement.
- Students describe the legal and ethical questions as open and name who is disputing them, rather than claiming a settled answer.
- Group recommendations address consent, credit, and respect with specific, doable actions.
- Final reflections name a concrete change in how the student will use or label AI creative tools.
Adaptations
- Higher Ed
- Add the ownership question as a second round ("Who, if anyone, should own the poster: Jordan, the tool company, or no one?") and have students compare approaches in two countries using sources they locate through the campus library.
- Art, music, or creative writing classes
- Invite a local artist or student artist to respond to the group recommendations as the final gallery-walk visitor.
- Emergent bilinguals
- Provide sentence frames for restating ("You are saying that ___ because ___.") and allow preparation in any language.
- Grade 9
- Use six cards (1, 2, 4, 7, 9, 11) and shorten the presentation rounds to 2 minutes.
Standards connections
Students argue both sides of AI training on artists' work and co-write a credit rule, reasoning about intellectual property in the ethics-and-laws substrand.
- TEKS
- ethics and laws (c)(9)computational thinkingSocial studies skills (sources, frames of reference, bias, and evidence)TEKS sections: Technology Applications high school Technology Applications courses (19 TAC Chapter 126)
- Student Success Tool
- sources, claims, and the economics, science, technology, and society strand
Reflect
- What ethical issues do I see in how AI tools are built, and what solution would I propose? (AI2.2)
- How did hearing a perspective I disagreed with change my thinking? (S3.3)
- What ethical principle will guide my own creative use of AI while the rules are still being decided? (AI2.1)
What comes next
Use the class's starred recommendation as the credit-and-labeling rule for the next creative project. At home, students can ask a family member who makes things (cooking, crafts, music, writing) how they'd feel if an AI learned from their work, and bring the answer back.
Pairs well with
- Digital Citizenship BreakoutsCopyright and credit breakouts for younger students, useful for older students planning a lesson for a younger class.
- Augmented K–16 AI Learning FrameworkA framework for thinking about how much AI involvement fits a creative task.
