Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics

The use of tutoring systems has become normalized in secondary schools (grades 7-9) in many parts of the world. There have been studies analyzing the students' behavior, their affective responses, or the abuse of the system, but little has been done to discover other types of behavior. This pap...

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Main Authors: Roberto Angel Melendez-Armenta, Genaro Rebolledo-Mendez, N. Sofia Huerta-Pacheco
Format: Article
Language:English
Published: Universidad Nacional de Colombia 2021-10-01
Series:Ingeniería e Investigación
Subjects:
Online Access:https://revistas.unal.edu.co/index.php/ingeinv/article/view/84495
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author Roberto Angel Melendez-Armenta
Genaro Rebolledo-Mendez
N. Sofia Huerta-Pacheco
author_facet Roberto Angel Melendez-Armenta
Genaro Rebolledo-Mendez
N. Sofia Huerta-Pacheco
author_sort Roberto Angel Melendez-Armenta
collection DOAJ
description The use of tutoring systems has become normalized in secondary schools (grades 7-9) in many parts of the world. There have been studies analyzing the students' behavior, their affective responses, or the abuse of the system, but little has been done to discover other types of behavior. This paper presents evidence that there are different types of help-seeking behavior which can be typified in Mexican students interacting with the Scooter intelligent tutoring system (ITS), which was designed to teach mathematics at secondary-level. The implemented methodology consisted of applying discovery algorithms and data mining to typify students in terms of their help-seeking behaviors. The results and contributions of this work suggest that gaming the system with the aforementioned ITS may not always be useful. Future work will analyze other student groups who have used this software in other parts of the world to correlate these typologies to students' traits or opinions about mathematics and learning.
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spelling doaj.art-09533d6b348c47e897c42d305f982b542022-12-22T00:29:02ZengUniversidad Nacional de ColombiaIngeniería e Investigación0120-56092248-87232021-10-01422e84495e8449510.15446/ing.investig.v42n2.8449567630Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for MathematicsRoberto Angel Melendez-Armenta0https://orcid.org/0000-0001-8994-0944Genaro Rebolledo-Mendez1https://orcid.org/0000-0002-3214-0935N. Sofia Huerta-Pacheco2https://orcid.org/0000-0002-3642-4812Instituto Tecnologico Superior de MisantlaTecnologico de MonterreyUniversidad Nacional Autonoma de MexicoThe use of tutoring systems has become normalized in secondary schools (grades 7-9) in many parts of the world. There have been studies analyzing the students' behavior, their affective responses, or the abuse of the system, but little has been done to discover other types of behavior. This paper presents evidence that there are different types of help-seeking behavior which can be typified in Mexican students interacting with the Scooter intelligent tutoring system (ITS), which was designed to teach mathematics at secondary-level. The implemented methodology consisted of applying discovery algorithms and data mining to typify students in terms of their help-seeking behaviors. The results and contributions of this work suggest that gaming the system with the aforementioned ITS may not always be useful. Future work will analyze other student groups who have used this software in other parts of the world to correlate these typologies to students' traits or opinions about mathematics and learning.https://revistas.unal.edu.co/index.php/ingeinv/article/view/84495educational technologyeducational innovationmining sequence dataintelligent tutoring systembehavioral education.
spellingShingle Roberto Angel Melendez-Armenta
Genaro Rebolledo-Mendez
N. Sofia Huerta-Pacheco
Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
Ingeniería e Investigación
educational technology
educational innovation
mining sequence data
intelligent tutoring system
behavioral education.
title Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
title_full Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
title_fullStr Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
title_full_unstemmed Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
title_short Typifying Students’ Help-Seeking Behavior in an Intelligent Tutoring System for Mathematics
title_sort typifying students help seeking behavior in an intelligent tutoring system for mathematics
topic educational technology
educational innovation
mining sequence data
intelligent tutoring system
behavioral education.
url https://revistas.unal.edu.co/index.php/ingeinv/article/view/84495
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