Student learning · Grades 6–8, Grades 9–12 · 50 minutes
Signal to Headline Lab
Students turn a true present-day tech trend into a plausible future headline and lede, then trade and fact-check each other's work for accuracy and clickbait.
Futures researchers watch for signals: small, real pieces of evidence that something is changing. In this lab, student pairs draw a signal card describing something true about technology today, decide where it could plausibly lead, and write the news story from that future as a journalist would: a headline, a lede, and an evidence line. Then pairs trade and fact-check each other's work. Does the headline match the story? Does it trace back to something real, or is it just possible? Is it news or clickbait? Students finish by proposing one rule or habit their generation should adopt now.
In this packet
- Handout A: Signal Cards (cut-apart cards)
- Handout B: Future News Draft (worksheet)
- Handout C: Headline Fact-Check (checklist)
- Facilitator key (last page)
TCEA ELE indicators
- S2.2 I can identify trustworthy sources of information on the internet.
- AI4.1 I know how to promote critical thinking skills in relation to AI-generated information.
- S5.2 I can use creativity and logic to find innovative solutions.
- AI1.3 I am aware of the current limitations and potential biases in AI systems.
- S2.3 I am aware of the potential risks of sharing content online.
Full facilitator guide: mglearn.github.io/eles/activities/signal-to-headline-lab.html
Handout A for Signal to Headline Lab
Signal Cards
Each card describes something true about technology today. Cut apart. The backs are teacher notes (print separately): what's true now and where it could plausibly lead.
Sheet 1 of 2
Signal 1
Some apps can now copy a person's voice from a short recording.
Signal 2
AI tools can create realistic photos and videos from a typed description.
Signal 3
Some phones and earbuds can translate speech between languages almost as fast as people talk.
Signal 4
Chatbots can write essays, poems, and code in seconds, and they sometimes state false things confidently.
Signal 5
Some apps let people chat with AI characters designed to act like friends.
Signal 6
Some cameras, apps, and news organizations are testing labels that show how an image was made or edited.
Signal 7
Many schools and some states have made rules limiting phone use during the school day.
Signal 8
Some AI tools can look through a phone's camera and describe out loud what is in front of them.
Handout A for Signal to Headline Lab
Signal Cards
Each card describes something true about technology today. Cut apart. The backs are teacher notes (print separately): what's true now and where it could plausibly lead.
Sheet 2 of 2
Signal 9
Social media feeds use algorithms that learn what keeps each person watching.
Signal 10
Some AI tools can now take actions online for a person, like filling out forms or making reservations.
Signal 11
The data centers that run AI use a lot of electricity and water, and some towns have debated whether to allow new ones.
Signal 12
Some AI homework helpers are designed to explain steps and ask questions instead of just giving answers.
Handout B for Signal to Headline Lab
Future News Draft
Label the top of this page FICTION FROM THE FUTURE. Fictional places, people, and companies only. No made-up statistics.
Our signal card number, and the signal in our own words:
Futures cone: is our idea possible, plausible, probable, or preferable? Why? (It must be at least plausible, which means it follows from the signal.)
HEADLINE (dated between 2028 and 2040; says who and what):
LEDE, the first sentence of the story (who, what, when, where, why):
EVIDENCE LINE: "This could happen because today..."
In this future, one person who benefits and one person who could be left out or harmed:
REVISED HEADLINE after the fact-check (what did we change and why?):
One rule or habit our generation should adopt now because of this future:
Handout C for Signal to Headline Lab
Headline Fact-Check
Check the other pair's draft. Then write one specific fix on their Handout B, next to the headline.
| Yes | Partly | No | |
|---|---|---|---|
| The headline says the same thing the lede says. It doesn't promise something the story doesn't deliver. | |||
| The headline names who and what, not a vague "they" or "everyone." | |||
| No clickbait cues: all caps, piles of exclamation points, "you won't believe," "shocking," or a question the story never answers. | |||
| The lede answers who, what, when, where, and why. | |||
| The evidence line points to something that really exists today (it matches the signal card). | |||
| The future is plausible because it follows from the signal. It isn't just possible. | |||
| No invented statistics, numbers, or quotes presented as fact. | |||
| People, places, and companies are fictional. | |||
| The draft is clearly labeled FICTION FROM THE FUTURE, so no one could mistake it for real news. | |||
| The story shows at least one person who benefits and one who could be left out. |
Notes
Facilitator only for Signal to Headline Lab
Answer key and notes
Handout A: Signal Cards
- Signal 1
- True now: voice-cloning tools exist, and scammers have used cloned voices to pretend to be family members. Plausible directions: families or schools adopt verification habits; laws about using someone's voice without permission.
- Signal 2
- True now: image and video generators are widely available, and fake images have spread during breaking news. Plausible directions: labels on made-with-AI images, school discipline policies about fake images of classmates, verification classes.
- Signal 3
- True now: live translation features exist on some devices, with accuracy that varies by language and accent. Plausible directions: newcomer students join class discussions sooner; debate over whether learning languages still matters.
- Signal 4
- True now: generative AI produces fluent text and can "hallucinate" facts, sources, and quotes. Plausible directions: more in-class and oral assessment; AI disclosure notes on schoolwork; fact-checking taught earlier.
- Signal 5
- True now: AI companion apps exist, and lawmakers and child advocates have raised concerns about young users. Plausible directions: age rules, school counseling guidance, debates about loneliness and friendship.
- Signal 6
- True now: content-credential and provenance labeling efforts exist, though they are not yet used everywhere. Plausible directions: "check the label" becomes a habit; unlabeled images get treated with more doubt.
- Signal 7
- True now: phone restrictions in schools have spread and are actively debated. Plausible directions: new rules for smartwatches and smart glasses; arguments about emergencies and accessibility exceptions.
- Signal 8
- True now: multimodal AI assistants can describe scenes, and assistive apps help people who are blind or have low vision. Plausible directions: new independence for some students; privacy questions about cameras pointed at others.
- Signal 9
- True now: recommendation algorithms personalize feeds based on behavior. Plausible directions: laws requiring a chronological option for teens; students auditing their own feeds; debates about who controls what people see.
- Signal 10
- True now: AI "agents" that can click and type on websites are being released and tested. Plausible directions: questions about who is responsible when an agent makes a mistake or is tricked by a scam.
- Signal 11
- True now: data-center energy and water use is a public concern in some communities. Plausible directions: local votes on new data centers; students weighing the environmental cost of AI use.
- Signal 12
- True now: tutoring-style AI tools exist and some schools are piloting them. Plausible directions: schools choose tutor-style tools over answer tools; debates about whether students without access fall behind.