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A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education
BACKGROUND: Preparing the future health care professional workforce in a changing world is a significant undertaking. Educators and other decision makers look to evidence-based knowledge to improve quality of education. Analytics, the use of data to generate insights and support decisions, have been...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications Inc.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5041364/ https://www.ncbi.nlm.nih.gov/pubmed/27731840 http://dx.doi.org/10.2196/mededu.4789 |
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author | Hervatis, Vasilis Loe, Alan Barman, Linda O'Donoghue, John Zary, Nabil |
author_facet | Hervatis, Vasilis Loe, Alan Barman, Linda O'Donoghue, John Zary, Nabil |
author_sort | Hervatis, Vasilis |
collection | PubMed |
description | BACKGROUND: Preparing the future health care professional workforce in a changing world is a significant undertaking. Educators and other decision makers look to evidence-based knowledge to improve quality of education. Analytics, the use of data to generate insights and support decisions, have been applied successfully across numerous application domains. Health care professional education is one area where great potential is yet to be realized. Previous research of Academic and Learning analytics has mainly focused on technical issues. The focus of this study relates to its practical implementation in the setting of health care education. OBJECTIVE: The aim of this study is to create a conceptual model for a deeper understanding of the synthesizing process, and transforming data into information to support educators’ decision making. METHODS: A deductive case study approach was applied to develop the conceptual model. RESULTS: The analytics loop works both in theory and in practice. The conceptual model encompasses the underlying data, the quality indicators, and decision support for educators. CONCLUSIONS: The model illustrates how a theory can be applied to a traditional data-driven analytics approach, and alongside the context- or need-driven analytics approach. |
format | Online Article Text |
id | pubmed-5041364 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | JMIR Publications Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-50413642016-10-05 A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education Hervatis, Vasilis Loe, Alan Barman, Linda O'Donoghue, John Zary, Nabil JMIR Med Educ Original Paper BACKGROUND: Preparing the future health care professional workforce in a changing world is a significant undertaking. Educators and other decision makers look to evidence-based knowledge to improve quality of education. Analytics, the use of data to generate insights and support decisions, have been applied successfully across numerous application domains. Health care professional education is one area where great potential is yet to be realized. Previous research of Academic and Learning analytics has mainly focused on technical issues. The focus of this study relates to its practical implementation in the setting of health care education. OBJECTIVE: The aim of this study is to create a conceptual model for a deeper understanding of the synthesizing process, and transforming data into information to support educators’ decision making. METHODS: A deductive case study approach was applied to develop the conceptual model. RESULTS: The analytics loop works both in theory and in practice. The conceptual model encompasses the underlying data, the quality indicators, and decision support for educators. CONCLUSIONS: The model illustrates how a theory can be applied to a traditional data-driven analytics approach, and alongside the context- or need-driven analytics approach. JMIR Publications Inc. 2015-10-06 /pmc/articles/PMC5041364/ /pubmed/27731840 http://dx.doi.org/10.2196/mededu.4789 Text en ©Vasilis Hervatis, Alan Loe, Linda Barman, John O'Donoghue, Nabil Zary. Originally published in JMIR Medical Education (http://mededu.jmir.org), 06.10.2015. https://creativecommons.org/licenses/by/2.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/ (https://creativecommons.org/licenses/by/2.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Medical Education, is properly cited. The complete bibliographic information, a link to the original publication on http://mededu.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Hervatis, Vasilis Loe, Alan Barman, Linda O'Donoghue, John Zary, Nabil A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title | A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title_full | A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title_fullStr | A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title_full_unstemmed | A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title_short | A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education |
title_sort | conceptual analytics model for an outcome-driven quality management framework as part of professional healthcare education |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5041364/ https://www.ncbi.nlm.nih.gov/pubmed/27731840 http://dx.doi.org/10.2196/mededu.4789 |
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