We introduce two approaches to computing and minimizing the risk measure Conditional Expected Drawdown (CED) of Goldberg and Mahmoud (2016). One approach is based on a continuous-time formulation yielding a partial differential equation (PDE) solution to computing and minimizing CED while another is a sampling based approach utilizing a linear program (LP) for minimizing CED.