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This poster presents core design principles devised by the authors to build a data science curriculum foregrounding ethics and valuing creative human capacities alongside strong data analytic skills. The curriculum design transforms human\u2010centered principles into practice. The poster visually illustrates the trajectory of these principles in relation to three specific graduate attributes, using a selection of deep dives into the learning design. To illustrate the specific power information theory and practice has to shape data science training, the poster uses evocative quotes from information science theorists and displays how their work significantly influenced the overall philosophy of the program, student activities and assessments. 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