The Oracle Spoke

Right, let's talk about maths teachers specifically. This is actually one of the more *vulnerable* teaching subjects within education, and here's why: maths is highly codified. Rules, procedures, problem-solving algorithms - AI is exceptional at this stuff. The drilling of times tables, the explanation of standard problems, the generation of practice questions tailored to a student's gaps - that's all automatable *now*, not in some speculative future.

The routine components of maths teaching are already being eaten. Private tutoring? Disrupted by AI platforms. Adaptive learning software like Khan Academy or Squirrel AI? Already personalizing maths instruction at scale. The more that education gets reduced to exam preparation (and let's be honest, that's exactly what it's become under T-levels and the EBacc regime), the more vulnerable maths teachers become.

What protects them is the same thing protecting most public sector workers: government employment, institutional inertia, and the fact that schools need bodies to supervise children. Maths teachers also do pastoral work, deal with parents, invigilate exams, manage behaviour - the non-maths bits. But those bits are fungible. They can be done by cheaper teaching assistants, or by AI-assisted staff.

The timeline? Structural displacement of routine maths instruction starts within 5-8 years. Full job threat? Call it 15-20 years unless there's political intervention. And given that vacancies have been falling for 23+ consecutive quarters and education budgets are always a soft target, the sector isn't exactly building defensive moats. Maths teachers have got longer than, say, paralegals or accountants. But "longer than some other professions" isn't exactly a ringing endorsement.