Teachomatic what to automate, and what not to

Teaching Students

More than eight in ten students use AI for schoolwork. About the same proportion say no teacher has ever shown them how.

Those two numbers describe a skill in universal use, taught by nobody, learned from peers and from the tool's own confident manner. Whatever your view about whether students should be using it, they are — which means the current arrangement is teaching them to use it badly.

For a workplace-oriented comparison outside education, this discussion offers another way to look at measurement, workload, behaviour, or accountability.

This section covers three separate things that are often merged and should not be.

The lesson. One session, any subject, built around a live demonstration of a confident wrong answer in your own subject. Failure lands where warnings do not, and asking the class how they would have caught it produces the checking strategies from them rather than from you.

For an external perspective on student digital literacy, privacy, and learning, see UNICEF.

The skill. Verification is the habit with the longest shelf life, because prompting technique is already changing and tool rankings will be different next year. The gap between a plausible answer and a correct one is permanent, and closing it transfers to sources, statistics and anything else that arrives looking finished.

The habit. Saying what you used is more durable than any rule about what is banned, and it rests entirely on one promise: honest disclosure of an over-the-line use is never punished. Break that once and no student discloses again.

Alongside those: what changes with age, when a student genuinely should not use it, and what should never leave the classroom.

A warning about the wider subject. Much of the comparison writing available online is produced by companies selling one of the tools being compared, and disclosure is inconsistent. Where we point at something, we say what it is and who makes it — and the resources we recommend most warmly are the ones run by charities and universities rather than by anyone with a growth target.