ERIC Number: EJ1156063
Record Type: Journal
Publication Date: 2017
Abstractor: As Provided
Can a Non-Cognitive Learning Companion Increase the Effectiveness of a Meta-Cognitive Learning Strategy?
VanLehn, Kurt; Zhang, Lishan; Burleson, Winslow; Girard, Sylvie; Hidago-Pontet, Yoalli
IEEE Transactions on Learning Technologies, v10 n3 p277-289 Jul-Sep 2017
This project aimed to improve students' learning and task performance using a non-cognitive learning companion in the context of both a tutor and a meta-tutor. The tutor taught students how to construct models of dynamic systems and the meta-tutor taught students a learning strategy. The non-cognitive learning companion was designed to increase students' effort and persistence in using the learning strategy. It decided when to intervene and what to say using both log data and affective state monitoring via a facial expression camera and a posture sensor. Experiments with high school students showed that the non-cognitive learning companion increased students' learning and performance. However, it had no effect on performance during a transfer phase in which the learning companion, meta-tutor, and tutor were all absent. The transfer phase null effect must be interpreted with caution due to low power, a possible floor effect, and other issues.
Descriptors: Metacognition, Learning Strategies, Nonverbal Communication, High School Students, Tutors, Transfer of Training, Intelligent Tutoring Systems, Computer Software, Models, Task Analysis, Computer Assisted Instruction, Statistical Analysis, Control Groups, Experimental Groups, Comparative Analysis, College Students, Teaching Methods, Instructional Effectiveness
Institute of Electrical and Electronics Engineers, Inc. 445 Hoes Lane, Piscataway, NJ 08854. Tel: 732-981-0060; Web site: http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4620076
Publication Type: Journal Articles; Reports - Research
Education Level: High Schools
Sponsor: National Science Foundation (NSF); Office of Naval Research (ONR)
Authoring Institution: N/A
Identifiers - Location: Arizona
Grant or Contract Numbers: 0910221; 1123823; N0001413C0029