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An Open Vocabulary Approach for Estimating Teacher Use of Authentic Questions in Classroom Discourse
Cook, Connor; Olney, Andrew M.; Kelly, Sean; D'Mello, Sidney K. – International Educational Data Mining Society, 2018
Automatic assessment of the quality of classroom discourse can have a transformative effect on research and practice on improving teaching effectiveness. We improve on a previous automated method to measure teacher authentic questions -- open-ended questions without pre-scripted responses that predict student achievement growth -- using classroom…
Descriptors: Vocabulary, Academic Discourse, Teacher Effectiveness, Partnerships in Education
Kelly, Sean; Olney, Andrew M.; Donnelly, Patrick; Nystrand, Martin; D'Mello, Sidney K. – Educational Researcher, 2018
Analyzing the quality of classroom talk is central to educational research and improvement efforts. In particular, the presence of authentic teacher questions, where answers are not predetermined by the teacher, helps constitute and serves as a marker of productive classroom discourse. Further, authentic questions can be cultivated to improve…
Descriptors: Middle School Students, Natural Language Processing, Artificial Intelligence, Teaching Methods