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With generative AI posing new opportunities and challenges to education, this study investigates how risk has been conceptualized and studied in educational chatbot research. A systematic review of peer-reviewed articles was conducted. The results: (1) identify five categories of risks: pedagogical, technological, ethical/social/cultural, political, and legal; (2) reveal contextual differences in risk emphasis, such as cultural and legal risks in regions and interface design concerns in special education; (3) highlight the unbalanced empirical research across educational levels and a lack of medium-to-large sample studies; (4) synthesize the mitigation strategies from educational intervention, technical advancement in related computer programs, and the creation of governance rules. Suggestions for further research include exploring underrepresented contexts, conducting larger-scale empirical studies, and optimizing mitigation strategies.