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A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems

This paper presents a fuzzy inference method to investigate the impact of project-based assessment on the desirable outcomes by analyzing students creative and critical thinking, collaborative decision-making, and communication skills with realistic constraints and standards through theory and pract...

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Detalles Bibliográficos
Autores principales: Goyal, Mukta, Gupta, Chetna, Gupta, Varun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9420478/
https://www.ncbi.nlm.nih.gov/pubmed/36042720
http://dx.doi.org/10.1016/j.heliyon.2022.e10248
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author Goyal, Mukta
Gupta, Chetna
Gupta, Varun
author_facet Goyal, Mukta
Gupta, Chetna
Gupta, Varun
author_sort Goyal, Mukta
collection PubMed
description This paper presents a fuzzy inference method to investigate the impact of project-based assessment on the desirable outcomes by analyzing students creative and critical thinking, collaborative decision-making, and communication skills with realistic constraints and standards through theory and practical implementation in (a) course attainment and (b) on overall program attainment carried out in engineering discipline. This paper uses twelve specific parameters to capture program attainment parameters (PAPs). It proposes three main parameters to define various assessment system elements required for assessing course attainment parameters (CAPs), correlated with each other. To the best of the author's knowledge, to date, there is no defined mathematical tool to map CAPs to PAPs. Thus, this paper proposes assessment pedagogy to evaluate the PAPs corresponding to CAPs to handle the vague correlation mapping using fuzzy logic. The methodology and the preliminary results conducted for one year are promising, helping educators evaluate a candidate's performance individually or in a group on several assessment criteria, assisting in attaining the knowledge, values, attitude, deep learning, and skills needed for sustainable education development.
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spelling pubmed-94204782022-08-29 A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems Goyal, Mukta Gupta, Chetna Gupta, Varun Heliyon Research Article This paper presents a fuzzy inference method to investigate the impact of project-based assessment on the desirable outcomes by analyzing students creative and critical thinking, collaborative decision-making, and communication skills with realistic constraints and standards through theory and practical implementation in (a) course attainment and (b) on overall program attainment carried out in engineering discipline. This paper uses twelve specific parameters to capture program attainment parameters (PAPs). It proposes three main parameters to define various assessment system elements required for assessing course attainment parameters (CAPs), correlated with each other. To the best of the author's knowledge, to date, there is no defined mathematical tool to map CAPs to PAPs. Thus, this paper proposes assessment pedagogy to evaluate the PAPs corresponding to CAPs to handle the vague correlation mapping using fuzzy logic. The methodology and the preliminary results conducted for one year are promising, helping educators evaluate a candidate's performance individually or in a group on several assessment criteria, assisting in attaining the knowledge, values, attitude, deep learning, and skills needed for sustainable education development. Elsevier 2022-08-13 /pmc/articles/PMC9420478/ /pubmed/36042720 http://dx.doi.org/10.1016/j.heliyon.2022.e10248 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Goyal, Mukta
Gupta, Chetna
Gupta, Varun
A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title_full A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title_fullStr A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title_full_unstemmed A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title_short A meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
title_sort meta-analysis approach to measure the impact of project-based learning outcome with program attainment on student learning using fuzzy inference systems
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9420478/
https://www.ncbi.nlm.nih.gov/pubmed/36042720
http://dx.doi.org/10.1016/j.heliyon.2022.e10248
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