Using the structure of multiple criteria and multiple constraint levels linear programming (MC2LP), which allows alterable cutoff, two types of errors can be systematically corrected. In order to do so, a penalty is imposed to find the potential solution for all possible trade-offs in solving MC2LP problem. Real dataset of Chinese listed manufacturing companies is used to validate MC2LP method. Comparison with classical optimization-based method SVM and MCLP is also provided.