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  1. Data Laboratories (Data Labs)—by which we mean a collaborative, group-based research program that can be conducted inside and/or outside of the classroom and is designed to generate observational datasets—have numerous advantages for undergraduate learning and scholarly research. Undergraduate researchers in Data Labs learn about the actual process of collecting and constructing research-quality data—a skillset that is relevant for both academic and workplace opportunities but otherwise under-covered in most undergraduate political science degrees. This article discusses our experiences in founding and running Data Labs, general guidelines for effective lab structure, positive impacts on undergraduate learning and research output, and challenges to consider. 
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