3 Stop-loss route

This chapter develops the one-dimensional mechanism behind the comparison. The convex-order question is translated into the stop-loss transform \(u \mapsto \mathbb {E}[(X-u)_+]\): a sharp universal envelope for that transform is proved under the sub-Gaussian tail cap, and the envelope bound is then lifted back to full convex domination.