This document discusses the author's research in developing predictive decision models for sustainable development. The author focuses on using predictive modeling and multi-criteria decision analysis with limited computational budgets to design more sustainable urban transportation systems. By mining data from existing systems and considering multiple design criteria simultaneously, the author aims to predict the characteristics of more sustainable transportation concepts. The author has published research applying these techniques and using predictive multi-criteria decision analysis to model urban transportation development.