Let and be the potential outcomes for the apprenticeship proportion at school if it is or is not converted to a UTC. The policy-relevant estimand is the average causal effect
over the population of schools eligible for conversion. Ideally this would be identified by a Randomized controlled trial of conversion, or by an observational design that reproduces its exchangeability.