VanLehn, K., Bhembe, D., Chi, M., Lynch, C., Schulze, K., Shelby, R., Taylor, L., Treacy, D., Weinstein, A., & Wintersgill, M. (2004). Implicit versus explicit learning of strategies in a non-procedural cognitive skill. In J. C. Lester, R. M. Vicari, & F. Paraguacu, (Eds.), Intelligent Tutoring Systems: 7th International Conference (pp. 521-530). Berlin: Springer-Verlag Berlin & Heidelberg GmbH & Co. K.

University physics is typical of many cognitive skills in that there is no standard procedure for solving problems, and yet a few students still master the skill.  This suggest that their learning of problem solving strategies is implicit, and that an effective tutoring system need not teach problem solving strategies as explicitly as model-tracing tutors do.  In order to compare implicit vs. explicit learning of problem solving strategies, we developed two physics tutoring sytems, Andes and Pyrenees.  Pyrenees is a model-tracing tutor that teaches a problem solving strategy explicitly, whereas Andes uses a novel pedagogy, developed over many years of use in the field, that provides virtually no explicit strategic instruction.  Preliminary results from an experiment comparing the two systems are reported.
 
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