Our examine demonstrates the feasibility of Integer Linear Programming (ILP) to design a mid-density genotyping panel from heterogenous source data. In the absence of readily available high-self confidence targets, and supplied the design standards and goals could be expressed as linear equations, ILP is more explainable than equipment learning and