An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]

he Best Student Award is one of the incentives initiated by an institution to identify potential students who are not only excellent academically, but also possess great leadership skills. Moreover, these skills may also be enhanced which subsequently contribute to the future of society. Nonetheless...

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Main Authors: Ajol, Tracy Adeline, Gran, Shirley Sinatra, Kanyan, Agnes, Lajim, Siti Farah
Format: Article
Language:en
Published: Universiti Teknologi MARA 2020
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Online Access:https://ir.uitm.edu.my/id/eprint/115331/1/115331.pdf
https://ir.uitm.edu.my/id/eprint/115331/
https://ajue.uitm.edu.my/
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author Ajol, Tracy Adeline
Gran, Shirley Sinatra
Kanyan, Agnes
Lajim, Siti Farah
author_facet Ajol, Tracy Adeline
Gran, Shirley Sinatra
Kanyan, Agnes
Lajim, Siti Farah
author_sort Ajol, Tracy Adeline
building Tun Abdul Razak Library
collection Institutional Repository
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
continent Asia
country Malaysia
description he Best Student Award is one of the incentives initiated by an institution to identify potential students who are not only excellent academically, but also possess great leadership skills. Moreover, these skills may also be enhanced which subsequently contribute to the future of society. Nonetheless, one of the greatest challenges faced by evaluators in the selection process include uncertainty and imprecise data in measuring the students’ leadership competencies. Thus, this paper proposes the development of Initiative-Systematic Performance Evaluation (I-SPE) as an initiative tool to measure students’ competencies based on Fuzzy Logic Approach. The study focuses on the selection of the best student based on data collected from a leadership programme – Program Kepimpinan Pewaris Bangsa (PKPB) conducted at Universiti Teknologi MARA (UiTM) Cawangan Sarawak, Mukah Campus. In the current practice, tie and time-consuming challenges due to the subjectivity and complexity of measurement criteria are involved. Therefore, I-SPE will assist to provide an improved decision-making solution to evaluators during the evaluation process. Fuzzy logic tools used to develop I-SPE allow the experts to introduce any uncertainty and subjectivity into the evaluation system. The development of fuzzy rules in this model is based on five selected attributes, which include leadership, communication, teamwork, discipline and CGPA. Results obtained indicate that the proposed model I-SPE is able to improve decision-making efficiency that would lead to fairness in selecting the best candidate as compared to the conventional method.
format Article
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institution Universiti Teknologi Mara
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publisher Universiti Teknologi MARA
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spelling my.uitm.ir-1153312025-05-28T13:56:48Z https://ir.uitm.edu.my/id/eprint/115331/ An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.] ajue Ajol, Tracy Adeline Gran, Shirley Sinatra Kanyan, Agnes Lajim, Siti Farah Malaysia Malaysia Fuzzy logic he Best Student Award is one of the incentives initiated by an institution to identify potential students who are not only excellent academically, but also possess great leadership skills. Moreover, these skills may also be enhanced which subsequently contribute to the future of society. Nonetheless, one of the greatest challenges faced by evaluators in the selection process include uncertainty and imprecise data in measuring the students’ leadership competencies. Thus, this paper proposes the development of Initiative-Systematic Performance Evaluation (I-SPE) as an initiative tool to measure students’ competencies based on Fuzzy Logic Approach. The study focuses on the selection of the best student based on data collected from a leadership programme – Program Kepimpinan Pewaris Bangsa (PKPB) conducted at Universiti Teknologi MARA (UiTM) Cawangan Sarawak, Mukah Campus. In the current practice, tie and time-consuming challenges due to the subjectivity and complexity of measurement criteria are involved. Therefore, I-SPE will assist to provide an improved decision-making solution to evaluators during the evaluation process. Fuzzy logic tools used to develop I-SPE allow the experts to introduce any uncertainty and subjectivity into the evaluation system. The development of fuzzy rules in this model is based on five selected attributes, which include leadership, communication, teamwork, discipline and CGPA. Results obtained indicate that the proposed model I-SPE is able to improve decision-making efficiency that would lead to fairness in selecting the best candidate as compared to the conventional method. Universiti Teknologi MARA 2020-12 Article PeerReviewed text en https://ir.uitm.edu.my/id/eprint/115331/1/115331.pdf An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]. (2020) Asian Journal of University Education (AJUE) <https://ir.uitm.edu.my/view/publication/Asian_Journal_of_University_Education_=28AJUE=29/>, 16 (4). pp. 10-20. ISSN 2600-9749 https://ajue.uitm.edu.my/ 10.24191/ajue.v16i4.11932 10.24191/ajue.v16i4.11932 10.24191/ajue.v16i4.11932
spellingShingle Malaysia
Malaysia
Fuzzy logic
Ajol, Tracy Adeline
Gran, Shirley Sinatra
Kanyan, Agnes
Lajim, Siti Farah
An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title_full An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title_fullStr An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title_full_unstemmed An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title_short An enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / Tracy Adeline Ajol ... [et al.]
title_sort enhanced systematic student performance evaluation based on fuzzy logic approach for selection of best student award / tracy adeline ajol ... [et al.]
topic Malaysia
Malaysia
Fuzzy logic
url https://ir.uitm.edu.my/id/eprint/115331/1/115331.pdf
https://ir.uitm.edu.my/id/eprint/115331/
https://ajue.uitm.edu.my/
url_provider http://ir.uitm.edu.my/