produced by climate-economy models while introducing the dimension of uncertainty in innovation ef- forts, without succumbing … evaluating optimal near-term innovation investment portfolios in four key clean energy technologies (solar, biofuels … innovation to improve the performance of these technologies. We employ an IAM (WITCH) which has a fairly rich description of the …