What They Are Watching
On June 11, Inside Higher Ed published the latest Student Voice survey of more than a thousand undergraduates on how they relate to AI. Six in ten said its real use to them in college is learning support. Four in ten said they are quietly worried about depending on it. One researcher named the finding precisely. The students, she said, are paying attention to what is happening to their thinking.
On June 11, Inside Higher Ed published the latest reading of its Student Voice survey, conducted with Generation Lab in May. One thousand and thirty-eight undergraduates at 203 two- and four-year colleges answered.1 The story that came out of it surprised the people who wrote it.
The students were not arranged in the two camps the discourse keeps insisting on. Most were not evangelists. Most were not refusers. They were using AI, often daily, while watching themselves do it. Six in ten said the tool's primary value to them in college was learning support. Four in ten said they were explicitly worried about becoming dependent on it. Fifty-five percent expected AI to make their career prospects worse.1
The interpretation that landed was one sentence from Tawnya Means, the founder of the consultancy Inspire Higher Ed, who read the data for the reporter. The dependence worry, she said, is "not technophobia or avoidance for ethical reasoning. That's students paying attention to what's happening to their thinking."1
The Inward Watch
Read the line again. The most demanding thing a person can do is notice themselves while they are doing the thing. We are usually too inside the doing to look. The students, on their own, without being asked, are looking. They are noticing the moments their attention thins out. They are noticing the difference between a paragraph that came from them and one the machine produced and they waved through. They are taking inventory of their own minds.
Anyone who has tried to be honest with themselves about their own habits will recognize how rare and how difficult this is. Adults rarely manage it. The same students whom the headlines have spent two years calling cheaters are, when you ask them carefully, the ones doing the harder watching.
Means did not stop at the diagnosis. Later in the piece she described the response from institutions and named the mismatch. Students, she said, are telling us "they want AI woven into how they actually learn, and institutions are responding with policies and occasional workshops that go nowhere near that."1 The students are paying attention to something the schools have not yet learned to see.
What the School Cannot Yet See
A faculty member, even a thoughtful one, sees the final paper. She sees, if she is lucky, the draft that came before it. She does not see the moment the student paused with the cursor blinking, considered the chatbot tab open on the second monitor, and went back to the page herself. She does not see the moment the student gave in. She does not see the small, repeated decisions across a semester that determine whether the student leaves the course able to think differently than she was when she entered it.
The student sees these moments. She has, in fact, been the only one watching them, because the watching has been her private business. The Student Voice survey is the first national reading in which she has said, plainly, that she would like company in the watching.
A Different Kind of Record
For most of educational history, the page was the only record that mattered. Schools graded the page and trusted that the path between the student's mind and the page was direct. The trust held because the alternative was unimaginable.
It is now imaginable, and the students are the ones telling us. The page is no longer a complete record of the thinking. If the institution wants to keep its end of the relationship, it has to learn to see what the page is no longer telling it. The pauses. The revisions. The moments the student tried something her own way before reaching for help. The moments she did not.
This is not surveillance. It is the opposite of surveillance. A teacher who can see a student's actual practice is in a position to teach to it, to praise the moments of patience, to ask the gentler question about the moments of shortcut. The student who told the surveyor she is worried about her own dependence is asking, in effect, for exactly that kind of attention. She is asking for an adult who will see the work as she is doing it, not just the page she hands in.
The Slow Thing Inside the Survey
It is easy to read the June numbers as a story about technology and miss the older thing inside them. The older thing is that a generation of students is asking adults to take their inner lives seriously. They have noticed their attention narrowing. They have noticed that the tool which promises to help them think is, sometimes, doing the thinking for them. They have said so out loud, in numbers large enough to be heard.
A school that hears this and answers with a policy memo has answered a different question than the one being asked. The question being asked is whether anyone in the room can see them while they work, and whether the seeing will be kind.
That is, in the end, the older question schools have always existed to answer. The technology has only made the asking visible.
Whose job is it, in your school, to watch the thinking itself?
References
Why Students Aren't All In on AI—And What They Want From Colleges
Inside Higher Ed · June 11, 2026
The Thread We Cannot Drop: A Call for Higher Education in the Age of AI
Tawnya Means · 2026
Survey: College Students' Views on AI
Inside Higher Ed · August 29, 2025
Sources cited in order of appearance. Click any inline number to jump.