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Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom
Advancing the field of discipline-based education research (DBER) requires developing theories based on outcomes that integrate across multiple methodologies. Here, we describe mediation analysis with structural equation modeling as one statistical tool that allows us to further examine mechanisms u...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8442014/ https://www.ncbi.nlm.nih.gov/pubmed/34594447 http://dx.doi.org/10.1128/jmbe.00108-21 |
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author | Ballen, Cissy J. Salehi, Shima |
author_facet | Ballen, Cissy J. Salehi, Shima |
author_sort | Ballen, Cissy J. |
collection | PubMed |
description | Advancing the field of discipline-based education research (DBER) requires developing theories based on outcomes that integrate across multiple methodologies. Here, we describe mediation analysis with structural equation modeling as one statistical tool that allows us to further examine mechanisms underlying well-documented trends in higher education. The use of mediation analysis in educational settings is particularly powerful, as learning outcomes result from complex relationships among many variables. We illustrate how mediation analysis can enhance education research, addressing questions that cannot be easily reached otherwise. We walk through critical steps to guide decision-making in mediation analysis and apply them to questions using real data to examine performance gaps in large introductory courses in biology. Through the use of mediation analysis with structural equation modeling, we add to a growing body of research that shows diverse quantitative approaches support evidence-based teaching in higher education. |
format | Online Article Text |
id | pubmed-8442014 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-84420142021-09-29 Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom Ballen, Cissy J. Salehi, Shima J Microbiol Biol Educ Perspective Advancing the field of discipline-based education research (DBER) requires developing theories based on outcomes that integrate across multiple methodologies. Here, we describe mediation analysis with structural equation modeling as one statistical tool that allows us to further examine mechanisms underlying well-documented trends in higher education. The use of mediation analysis in educational settings is particularly powerful, as learning outcomes result from complex relationships among many variables. We illustrate how mediation analysis can enhance education research, addressing questions that cannot be easily reached otherwise. We walk through critical steps to guide decision-making in mediation analysis and apply them to questions using real data to examine performance gaps in large introductory courses in biology. Through the use of mediation analysis with structural equation modeling, we add to a growing body of research that shows diverse quantitative approaches support evidence-based teaching in higher education. American Society for Microbiology 2021-06-30 /pmc/articles/PMC8442014/ /pubmed/34594447 http://dx.doi.org/10.1128/jmbe.00108-21 Text en Copyright © 2021 Ballen and Salehi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Perspective Ballen, Cissy J. Salehi, Shima Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title | Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title_full | Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title_fullStr | Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title_full_unstemmed | Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title_short | Mediation Analysis in Discipline-Based Education Research Using Structural Equation Modeling: Beyond “What Works” to Understand How It Works, and for Whom |
title_sort | mediation analysis in discipline-based education research using structural equation modeling: beyond “what works” to understand how it works, and for whom |
topic | Perspective |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8442014/ https://www.ncbi.nlm.nih.gov/pubmed/34594447 http://dx.doi.org/10.1128/jmbe.00108-21 |
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