Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study

IntroductionThis paper is concerned with investigating the cognitive demands of solving force diagram tasks in different scenarios, specifically in the wind context.MethodsIn this study, students were trained using worked examples and then completed tasks in two different scenarios while their eye m...

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Main Authors: Yultuz Omarbakiyeva, Larissa Hahn, Pascal Klein, Ingrid Krumphals, Bianca Watzka
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Education
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/feduc.2025.1451020/full
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author Yultuz Omarbakiyeva
Larissa Hahn
Pascal Klein
Ingrid Krumphals
Bianca Watzka
Bianca Watzka
author_facet Yultuz Omarbakiyeva
Larissa Hahn
Pascal Klein
Ingrid Krumphals
Bianca Watzka
Bianca Watzka
author_sort Yultuz Omarbakiyeva
collection DOAJ
description IntroductionThis paper is concerned with investigating the cognitive demands of solving force diagram tasks in different scenarios, specifically in the wind context.MethodsIn this study, students were trained using worked examples and then completed tasks in two different scenarios while their eye movements were monitored with eye-tracking technology. After completing the tasks, cognitive load was assessed to evaluate the impact of task complexity on cognitive processing. Eye-tracking metrics were analyzed in detail to identify gaze strategies, differences and similarities.ResultsIt was found that a three-force scenario (surface wind formation) induced a higher intrinsic cognitive load than a two-force scenario, which is not only theoretically justified by cognitive load theory, but also confirmed by eye-tracking metrics. Although correlation analyses show no significant relationship between the ability to mentally rotate and learning success, the role of mental rotation in problem solving is highlighted by eye-tracking data.DiscussionOur results contribute to a better understanding of the learning and problem-solving mechanisms involved in wind direction determination and offer possible implications for the design of more effective teaching and learning methods in this area.
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spelling doaj-art-16d9eba4967d4025b7ecabb741817c242025-01-29T06:45:42ZengFrontiers Media S.A.Frontiers in Education2504-284X2025-01-011010.3389/feduc.2025.14510201451020Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking studyYultuz Omarbakiyeva0Larissa Hahn1Pascal Klein2Ingrid Krumphals3Bianca Watzka4Bianca Watzka5Institute of Physics, Otto von Guericke University Magdeburg, Magdeburg, GermanyPhysics Education Research, Faculty of Physics, University of Göttingen, Göttingen, GermanyPhysics Education Research, Faculty of Physics, University of Göttingen, Göttingen, GermanyUniversity College of Teacher Education Styria, Graz, AustriaInstitute of Physics, Otto von Guericke University Magdeburg, Magdeburg, GermanyDidactics of Physics and Technics, RWTH Aachen University, Aachen, GermanyIntroductionThis paper is concerned with investigating the cognitive demands of solving force diagram tasks in different scenarios, specifically in the wind context.MethodsIn this study, students were trained using worked examples and then completed tasks in two different scenarios while their eye movements were monitored with eye-tracking technology. After completing the tasks, cognitive load was assessed to evaluate the impact of task complexity on cognitive processing. Eye-tracking metrics were analyzed in detail to identify gaze strategies, differences and similarities.ResultsIt was found that a three-force scenario (surface wind formation) induced a higher intrinsic cognitive load than a two-force scenario, which is not only theoretically justified by cognitive load theory, but also confirmed by eye-tracking metrics. Although correlation analyses show no significant relationship between the ability to mentally rotate and learning success, the role of mental rotation in problem solving is highlighted by eye-tracking data.DiscussionOur results contribute to a better understanding of the learning and problem-solving mechanisms involved in wind direction determination and offer possible implications for the design of more effective teaching and learning methods in this area.https://www.frontiersin.org/articles/10.3389/feduc.2025.1451020/fullcognitive loadlearning successeye-trackingstem educationphysicsLevenshtein distance
spellingShingle Yultuz Omarbakiyeva
Larissa Hahn
Pascal Klein
Ingrid Krumphals
Bianca Watzka
Bianca Watzka
Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
Frontiers in Education
cognitive load
learning success
eye-tracking
stem education
physics
Levenshtein distance
title Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
title_full Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
title_fullStr Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
title_full_unstemmed Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
title_short Relationship between the cognitive load and the learning success in applying force diagrams: eye-tracking study
title_sort relationship between the cognitive load and the learning success in applying force diagrams eye tracking study
topic cognitive load
learning success
eye-tracking
stem education
physics
Levenshtein distance
url https://www.frontiersin.org/articles/10.3389/feduc.2025.1451020/full
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