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Dr. Aydin Buluç, who received his PhD in 2010 with advisor John Gilbert, has received a Department of Energy Early Career Research Award. This article describes Dr. Buluç’s research at the Lawrence Berkeley National Laboratory that aims to develop new data-mining algorithms to discover new biofuels.