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...
Main Authors: | , , |
---|---|
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 |
_version_ | 1828811341160251392 |
---|---|
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. |
first_indexed | 2024-12-12T09:25:28Z |
format | Article |
id | doaj.art-09533d6b348c47e897c42d305f982b54 |
institution | Directory Open Access Journal |
issn | 0120-5609 2248-8723 |
language | English |
last_indexed | 2024-12-12T09:25:28Z |
publishDate | 2021-10-01 |
publisher | Universidad Nacional de Colombia |
record_format | Article |
series | Ingeniería e Investigación |
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 |
work_keys_str_mv | AT robertoangelmelendezarmenta typifyingstudentshelpseekingbehaviorinanintelligenttutoringsystemformathematics AT genarorebolledomendez typifyingstudentshelpseekingbehaviorinanintelligenttutoringsystemformathematics AT nsofiahuertapacheco typifyingstudentshelpseekingbehaviorinanintelligenttutoringsystemformathematics |