Abstract: Based on the factor identification of nuclear equipment manufacturing industry, prediction index for supply risk is established. To make investigation on a famous nuclear power equipment manufacturing enterprise and the 60 suppliers, the method of support vector machine and libsvm software are used to establish supply risk prediction model. Final case study demonstrates the feasibility and reliability of model.