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Although Science Art (“SciArt”) is increasingly used in science communication as a way to make content more engaging or accessible, little is known about why artists pursue this practice or what they hope to achieve through their work. This project addresses these questions through a thematic analysis of interviews with 131 practicing science artists. We identify a diversity of goals for creating SciArt, only some of which involve communicating science.