In progress
University curricula rebuilt around the remaining scarce work
Stop training people for the tasks the 2024 models already do.
No compiled flow or public database names this control yet.
Who should own it
Universities
Universities
How quickly it can land
Months
A planned program, one to two quarters.
Expedited implementation
3 months
90 calendar days with a crash team
Normal implementation
1 year
360 calendar days as a planned program
Risk this mitigates
19Given that measured hiring into the most exposed white-collar roles has already fallen, and a frontier-lab CEO has put a five-year, 50% figure on entry-level disruption, there is a possibility of the first rungs of professional work disappearing faster than institutions can retrain or replace them resulting in a cohort of graduates locked out, and a long-run collapse in how professions reproduce skill.
Residual composite 19 · still above the threshold
Effect if implemented
Applied to every failure scenario on that risk, then re-ranked. Axes are clamped at 1.
- Likelihood
- −0
- Consequence
- −1
- Urgency
- −0