We had the AI-in-schools debate in 1982

I studied Computer Science at uni. But my favourite subject at school was always history.

I still spend more time on the History channel than anything else on TV. My family make fun of me for watching Curse of Oak Island and getting excited when they discover a rusty nail (missing the point that it might rewrite history).

I love history because I think it teaches us a lot about the future. We humans seem to operate in cycles, each one forgetting the lessons of the last.

In 1982, a UK government inquiry asked whether a new technology would destroy children’s ability to think. The technology was the pocket calculator. The result was the Cockcroft Report, “Mathematics Counts”, and reading it today is uncanny. Every argument in the current AI debate is there, in almost the same words:

  • It will make them lazy.
  • The basics will atrophy.
  • The kids already have it, use it badly, and nobody taught them how.
  • Senior people trained on slide rules didn’t trust it; junior staff used it anyway.

The committee knew this too. They opened by quoting near-identical complaints about collapsing arithmetic standards from 1876, 1925 and 1954. Every generation believes the last one could count.

Their starting point was blunt: you can’t dodge the technology. Calculators were already in most homes and workplaces. Children would use them whether or not schools approved. So the only real question was whether pupils would learn to use them well or badly. A school that ignored the calculator wasn’t protecting arithmetic. It was producing untrained calculator users.

From that premise, their recommendations follow, and they hold up remarkably well:

  1. The tool changes what to teach, not just how. Once a calculator exists, estimation and checking whether an answer is reasonable matter more, not less. The skill shifts from execution to verification.
  2. Train the teachers first. The technology reached pupils before it reached teacher training. That, not the calculator, was the problem.
  3. Confidence matters more than content. The committee found that most adults who struggled with maths weren’t short of knowledge; they were afraid to use it.
  4. Assess accordingly. Don’t ban the tool from the exam hall. Design papers that assume it’s there and test what still matters.

Swap “calculator” for “AI” and you have a sensible policy framework, written in 1982.

The pattern with every new tool in education is fear, then evidence, then adoption, then the fear returns. We’ve been here before. The question is whether we learn from it this time.

We’re building Efekta on the same premise Cockcroft started from. AI is already in every student’s pocket. The choice isn’t whether they use it. It’s whether anyone teaches them to use it well.


Originally posted on LinkedIn.