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Although computer learning systems can provide extensive information about student behavior and success or failure in certain learning activities, it is far from trivial to utilize this data for effective student success interventions at large scale. Here we detail a successful learning analytics-based intervention in Habitable Worlds, a fully online science course for undergraduate non-science majors.