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Teaching Underachieving Algebra Students to Construct Models Using a Simple Intelligent Tutoring System

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Artificial Intelligence in Education (AIED 2021)

Abstract

An algebraic model uses a set of algebraic equations to describe a situation. Constructing such models is a fundamental skill, but many students still lack the skill, even after taking several algebra courses in high school and college. For underachieving college students, we developed a tutoring system that taught students to decompose the to-be-modelled situation into schema applications, where a schema represents a simple relationship such as distance-rate-time or part-whole. However, when a model consists of multiple schema applications, it needs some connection among them, usually represented by letting the same variable appear in the slots of two or more schemas. Students in our studies seemed to have more trouble identifying connections among schemas than identifying the schema applications themselves. This paper describes a newly designed tutoring system that emphasizes such connections. An evaluation was conducted using a regression discontinuity design. It produced a marginally reliable positive effect of moderate size (dā€‰=ā€‰0.4).

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Correspondence to Kurt VanLehn .

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VanLehn, K., Milner, F., Banerjee, C., Wetzel, J. (2021). Teaching Underachieving Algebra Students to Construct Models Using a Simple Intelligent Tutoring System. In: Roll, I., McNamara, D., Sosnovsky, S., Luckin, R., Dimitrova, V. (eds) Artificial Intelligence in Education. AIED 2021. Lecture Notes in Computer Science(), vol 12749. Springer, Cham. https://doi.org/10.1007/978-3-030-78270-2_65

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  • DOI: https://doi.org/10.1007/978-3-030-78270-2_65

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-78269-6

  • Online ISBN: 978-3-030-78270-2

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