Ocean biogeochemical models are in the awakening of making future estimations of nitrogen fixation rates, a largely unknown process from many perspectives. This preliminary evaluation of the Coupled Model Intercomparison Project (CMIP5) models performance was presented at the Greencycles II Miniconference Impacts of Climate Change on Marine Ecosystems at Universite Pierre et Marie Curie (UPMC) in Paris, France.