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This study examines a generative AI–guided, creativity-directed professional development (PD) program designed to improve teachers’ mathematical creativity, content knowledge, and pedagogical content knowledge. Twenty-four upper-elementary and middle-school teachers completed ten asynchronous modules focused on proportional reasoning and creativity-directed practices. Paired t-tests showed significant gains in mathematical creativity, content knowledge, and pedagogical content knowledge (p < .001; Hedges’ g = 0.71, 1.16, 0.54). Multiple regression revealed pre-intervention mathematical creativity predicted post-intervention pedagogical content knowledge (β = .32) alongside CK and years of experience. Findings position mathematical creativity as a meaningful, underexamined predictor of pedagogical growth and demonstrate how generative AI can deliver scalable, interactive PD that strengthens teachers’ mathematical understanding and adaptive instruction, especially in under-resourced contexts.