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Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children
The global spread of COVID-19 has shifted the learning process towards e-learning. In this context, a critical challenge for researchers is to understand and evaluate the effectiveness of e-learning, especially when the learning is adapted to the needs of individual users. In this work we argue that...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Nature Singapore
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9034642/ https://www.ncbi.nlm.nih.gov/pubmed/35493989 http://dx.doi.org/10.1007/s42979-022-01138-5 |
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author | Alghabban, Weam Gaoud Hendley, Robert |
author_facet | Alghabban, Weam Gaoud Hendley, Robert |
author_sort | Alghabban, Weam Gaoud |
collection | PubMed |
description | The global spread of COVID-19 has shifted the learning process towards e-learning. In this context, a critical challenge for researchers is to understand and evaluate the effectiveness of e-learning, especially when the learning is adapted to the needs of individual users. In this work we argue that the learner’s perception of the level of usability of a system is a valuable metric that gives an insight into the learners’ engagement and motivation to learn. Little attention has been paid to this metric. In this paper we explore why this is important and valuable. We present a case study which uses the System Usability Scale (SUS) questionnaire to measure the user’s perception of usability as an indirect (proxy) measure of engagement. A between-subject experiment was conducted with 41 learners with dyslexia. The intervention group used the adaptive version of the e-learning system that matched the material to the needs of the learner. The control group used a standard version. At the end, learning gain and SUS scores were assessed. The correlation between learning performance and the perceived level of usability was positive and moderate (0.517, p < 0.05) among participants in the intervention group. However, learning performance and perceived level of usability were unrelated in the control group (− 0.364, p > 0.05). From this, and other work, it appears that using a learner’s assessment of the usability of a system is an effective way to measure their attitude to their learning. It reflects their perception of its suitability to their needs and this, in turn, is likely to affect their engagement and motivation. As such, this provides an effective instrument to judge whether adaptation based on learner needs has been successful. |
format | Online Article Text |
id | pubmed-9034642 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Nature Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-90346422022-04-25 Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children Alghabban, Weam Gaoud Hendley, Robert SN Comput Sci Original Research The global spread of COVID-19 has shifted the learning process towards e-learning. In this context, a critical challenge for researchers is to understand and evaluate the effectiveness of e-learning, especially when the learning is adapted to the needs of individual users. In this work we argue that the learner’s perception of the level of usability of a system is a valuable metric that gives an insight into the learners’ engagement and motivation to learn. Little attention has been paid to this metric. In this paper we explore why this is important and valuable. We present a case study which uses the System Usability Scale (SUS) questionnaire to measure the user’s perception of usability as an indirect (proxy) measure of engagement. A between-subject experiment was conducted with 41 learners with dyslexia. The intervention group used the adaptive version of the e-learning system that matched the material to the needs of the learner. The control group used a standard version. At the end, learning gain and SUS scores were assessed. The correlation between learning performance and the perceived level of usability was positive and moderate (0.517, p < 0.05) among participants in the intervention group. However, learning performance and perceived level of usability were unrelated in the control group (− 0.364, p > 0.05). From this, and other work, it appears that using a learner’s assessment of the usability of a system is an effective way to measure their attitude to their learning. It reflects their perception of its suitability to their needs and this, in turn, is likely to affect their engagement and motivation. As such, this provides an effective instrument to judge whether adaptation based on learner needs has been successful. Springer Nature Singapore 2022-04-23 2022 /pmc/articles/PMC9034642/ /pubmed/35493989 http://dx.doi.org/10.1007/s42979-022-01138-5 Text en © The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Alghabban, Weam Gaoud Hendley, Robert Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title | Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title_full | Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title_fullStr | Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title_full_unstemmed | Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title_short | Perceived Level of Usability as an Evaluation Metric in Adaptive E-learning: A Case Study with Dyslexic Children |
title_sort | perceived level of usability as an evaluation metric in adaptive e-learning: a case study with dyslexic children |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9034642/ https://www.ncbi.nlm.nih.gov/pubmed/35493989 http://dx.doi.org/10.1007/s42979-022-01138-5 |
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