Conditional forecasts which optimise proper scoring rules guarantee (i) correctness of the forecast (performative optimality), (ii) performative stability under successive retraining and (iii) can be compatible with outcome optimisation.

We identify the arm of maximum expected reward subject to expected cost constraints.