Which parts of a job still require human judgment? Investigate a career with official evidence, then consider confidentiality and honest AI use at work.
Video · 2:41Activity time is additionalStudent course
Your next moves
Make the lesson yours.
Before watching, write your first answer: What will people still pay a human to do?
Watch the story. Pause when a choice or claim needs checking.
Open the Think First activity below and complete it before any AI use.
Revise your answer in your own words. Explain what you changed and why.
Your activity / Right here
Bring a notebook. Begin below.
The activity is included on this page. Work on paper or in your own document; keep your first attempt and the evidence you checked.
Warm-up: Dr. Q's Question
What will people still pay a human to do?
My first answer: ________________________________________________
Mike's Mix-Up: The Résumé That Wasn't True
Made-Up Example.
Mike applied for a summer job at a video production day camp. He asked an AI to "write me an impressive résumé," and to help it along, he pasted in his full name, phone number, home address, and school.
The AI's résumé said Mike was "proficient in professional video editing software" and had "led a team of ten creators." Mike edits short videos on his phone. The biggest team he ever led was a three person group project.
He almost clicked Submit.
What went wrong? Talk it through with a partner, then write your answers.
• Which personal information should never have gone into the chatbot?
• Which lines on the résumé were not true?
• What would happen if the camp director asked Mike about his "team of ten"?
• How could Mike use AI to describe what he really did, truthfully?
Think First: Interview an Adult About Their Work
No devices. Pen and paper. About 15 minutes to prepare, plus a 20 minute interview.
Choose an adult you trust: a family member, neighbor, coach, or family friend. Ask permission first, and tell them you will not share their name.
Write your questions by hand before the interview. Start with these, then add two of your own:
1. What do you do on a normal day?
2. Which part of your work takes the most judgment?
3. Has AI or other technology changed your work? How?
4. What part of your job would you never hand to a machine? Why?
5. What skill do you use most that school never tested?
6. What would you tell someone my age who is curious about your field?
Take notes by hand. Leave out private details, such as pay, health, or anything about their customers or clients. Circle the answer that surprised you most.
Pause & reflect
What changed in your thinking?
Write one sentence in your notebook. Name what you checked, what you chose, or what you want to explore next.
Read the video transcript
Read along, pause, or return to an idea. This transcript follows the selected lesson video.
Hi, I'm Carla, an AI avatar.
Today's question is about your future job,
and Dr. Q thinks every student should ask it out loud.
What will people still pay a human to do?
Mike interviewed his Uncle Ray, a bookkeeper.
Software now reads receipts and sorts most of them.
So Mike asked the obvious question.
So the software does your job?
The software does the typing part.
Last month it filed a food truck's new generator under
office supplies.
I caught it because I know the business.
So what does the research say about young workers right now?
Some of the best current evidence comes from a Stanford
team that keeps updating its study.
In their August 2026 update, employment for workers ages
22 to 25 in highly AI-exposed jobs was about 19 percent
below where it would be if it had kept pace with similar
workers in less exposed jobs.
Mostly, companies hired fewer beginners.
One careful note: that's a relative gap,
compared with similar young workers in less exposed jobs.
It doesn't mean 19 percent of young people were fired.
And experienced workers showed no comparable gap.
The gap shows up mostly where AI substitutes for people.
Where AI helps people do more, employment is flat or rising.
The same team says, "We do not see widespread,
economy-wide job displacement associated with AI."
And a Yale team found no discernible disruption in the
broader labor market as of October 2025.
So which is it?
Both can be true.
The whole economy can look steady while the first rung of
some career ladders gets thinner.
An auditor doesn't pick the scariest study or the calmest one.
An auditor compares the evidence.
Employers in the World Economic Forum's 2025 survey named
analytical thinking the most sought-after core skill.
Growing skills include AI and big data,
and also creative thinking, resilience,
curiosity, and lifelong learning.
You'll also learn to check career facts at the source,
with two free government tools: the Occupational Outlook
Handbook and O*NET.
And you'll meet a question the author of this book
studies: who audits the agent?
When AI starts taking actions on its own,
someone has to check what it did.
Uncle Ray's answer to Dr. Q's question was three words:
checking, explaining, trust.
This week you'll interview an adult and find your own answer.
Grab a notebook.
Leave the phone.
Before you use an AI tool
Follow your course or institution's rules. Use an instructor-approved tool that permits your age, and meet any required consent conditions. Keep names, contact details, school records, and other private information out of prompts. Use fictional examples when you can.
Learning without an AI account
Follow the demonstration, pause before each answer, and do the reasoning on paper. Discuss what you would ask, how you would check it, and which decisions would remain yours.
About the characters and voices
This course uses AI-created characters and synthetic voices. Carla is an AI avatar. They help tell the story; they are not real students sharing testimonials.
Designed for high-school and community-college learners. Choose examples from your classes, work, and everyday life. Keep your completed work in your course portfolio.
