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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...

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Autores principales: Hervatis, Vasilis, Loe, Alan, Barman, Linda, O'Donoghue, John, Zary, Nabil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications Inc. 2015
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.
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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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