AINeutralarXiv – CS AI · 6h ago6/10
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Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook
Researchers conducted a large-scale semantic analysis of 8,954 definitions and 2,700 scale items across 14,000+ publications to map how learner agency and autonomy are conceptualized and measured. They identified three core dimensions (task regulation, intrinsic motivation, and sociocultural action) and found that existing measurement scales systematically underrepresent the sociocultural aspect, while current generative AI applications in education narrowly focus on learning control.