The meta-analysis revealed that AI chatbots have a substantial effect on students' learning outcomes, with higher education students benefiting more. Shorter interventions with AI chatbots were found to have a stronger impact on learning outcomes compared to longer ones.
Future designers and educators are advised to include human-like avatars, gamification elements, and emotional intelligence in AI chatbot interventions to enhance students' engagement and motivation.
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