Connectivity to left rostrolateral prefrontal cortex, a domain-general region supporting abstraction, was significantly associated with change in both similarities and matrix reasoning performance (rSim = -0.44, rMatrix = 0.50, p < 0.01). Connectivity to lateral anterior temporal lobes and left dorsolateral prefrontal cortex was differentially associated with change in similarities and matrix reasoning performance, respectively (rSim = -0.59, rMatrix = 0.41, p < 0.05). Data-driven whole-brain connectivity analyses revealed distributed fronto-parieto-temporal networks associated with abstraction outcomes that included the hypothesized brain regions. These networks were predictive of their respective outcomes in a three-fold cross-validation scheme (rSim = 0.42, rMatrix = 0.49, p < 0.01).