The Oracle Spoke

Direct answer: Longer than most white-collar workers, but not because the sector is doing well -- because maths teaching is in structural shortage.

Let me be specific. The Department for Education has been throwing recruitment incentives at maths teachers for years because they literally cannot fill positions. We're talking about a profession where the pipeline is broken, not one where AI is eating the workforce. A classroom teacher does more than transmit mathematical knowledge -- they manage behavior, provide pastoral care, identify when a kid is having a bad day, deal with parents. AI tutors can drill students on arithmetic, they can't do the human bit.

The structural position of maths teachers is actually *better* than average right now: shortage means job security, public sector means some protection from pure market forces, and the credentialing barrier (QTS) creates a moat that pure AI tools can't easily cross. The real threat to maths teachers isn't AI displacement -- it's chronic underfunding driving out experienced staff and a recruitment crisis that means classrooms get covered by unqualified people.

So the honest answer: maths teachers aren't facing an AI displacement timeline in the near term. What they're facing is the same structural decay as everyone else -- real pay erosion, unsustainable workload, schools cutting subjects because of budget constraints. Their job security comes from shortage, but shortage in a sector that's being hollowed out matters less than it should. If the education system continues to be defunded, there won't be jobs for them to be secure in regardless of AI.

Bottom line: maybe 10-15 years before AI tools are sophisticated enough to genuinely threaten the pedagogy side, but the bigger threat is the same one facing all of us -- the economy being eaten from inside by rentier extraction and deliberate underinvestment.