Apparatus and methods for reducing infrastructure failure rates. The apparatus and methods may involve reduction of data complexity. The reduction may be based on the use of nonlinear analysis to derive representative variables, which may be multi-valued. Multi-valued variables may be consolidated. A model may be developed based on the values and relationships of the derived variables. The model may be applied to assess the risk involved in a prospective infrastructure change.