Literature DB >> 24491226

Developing the role of big data and analytics in health professional education.

Rachel H Ellaway1, Martin V Pusic, Robert M Galbraith, Terri Cameron.   

Abstract

As we capture more and more data about learners, their learning, and the organization of their learning, our ability to identify emerging patterns and to extract meaning grows exponentially. The insights gained from the analyses of these large amounts of data are only helpful to the extent that they can be the basis for positive action such as knowledge discovery, improved capacity for prediction, and anomaly detection. Big Data involves the aggregation and melding of large and heterogeneous datasets while education analytics involves looking for patterns in educational practice or performance in single or aggregate datasets. Although it seems likely that the use of education analytics and Big Data techniques will have a transformative impact on health professional education, there is much yet to be done before they can become part of mainstream health professional education practice. If health professional education is to be accountable for its programs run and are developed, then health professional educators will need to be ready to deal with the complex and compelling dynamics of analytics and Big Data. This article provides an overview of these emerging techniques in the context of health professional education.

Entities:  

Mesh:

Year:  2014        PMID: 24491226     DOI: 10.3109/0142159X.2014.874553

Source DB:  PubMed          Journal:  Med Teach        ISSN: 0142-159X            Impact factor:   3.650


  26 in total

1.  Health Literacy: An Educationally Sensitive Patient Outcome.

Authors:  H Shonna Yin; Melanie Jay; Leslie Maness; Sondra Zabar; Adina Kalet
Journal:  J Gen Intern Med       Date:  2015-09       Impact factor: 5.128

2.  Learning Analytics in Medical Education Assessment: The Past, the Present, and the Future.

Authors:  Teresa Chan; Stefanie Sebok-Syer; Brent Thoma; Alyssa Wise; Jonathan Sherbino; Martin Pusic
Journal:  AEM Educ Train       Date:  2018-03-22

Review 3.  Toward Better Outcomes in Audiology Distance Education: An Educational Data Mining Approach.

Authors:  Bruno Elias Penteado; Paula Maria Pereira Paiva; Marina Morettin-Zupelari; Seiji Isotani; Deborah Viviane Ferrari
Journal:  Am J Audiol       Date:  2018-11-19       Impact factor: 1.493

4.  Evaluation of a National Competency-Based Assessment System in Emergency Medicine: A CanDREAM Study.

Authors:  Brent Thoma; Andrew K Hall; Kevin Clark; Nazanin Meshkat; Warren J Cheung; Pierre Desaulniers; Cheryl Ffrench; Allison Meiwald; Christine Meyers; Catherine Patocka; Lorri Beatty; Teresa M Chan
Journal:  J Grad Med Educ       Date:  2020-08

5.  Next Steps in the Implementation of Learning Analytics in Medical Education: Consensus From an International Cohort of Medical Educators.

Authors:  Brent Thoma; Eric Warm; Stanley J Hamstra; Rodrigo Cavalcanti; Martin Pusic; Tim Shaw; Amol Verma; Jason R Frank; Karen E Hauer
Journal:  J Grad Med Educ       Date:  2020-06

6.  Workplace-based Assessment Data in Emergency Medicine: A Scoping Review of the Literature.

Authors:  Teresa M Chan; Stefanie S Sebok-Syer; Warren J Cheung; Martin Pusic; Christine Stehman; Michael Gottlieb
Journal:  AEM Educ Train       Date:  2020-11-05

7.  Visual analytics in healthcare education: exploring novel ways to analyze and represent big data in undergraduate medical education.

Authors:  Christos Vaitsis; Gunnar Nilsson; Nabil Zary
Journal:  PeerJ       Date:  2014-11-25       Impact factor: 2.984

8.  Exploring the efficacy of replacing linear paper-based patient cases in problem-based learning with dynamic Web-based virtual patients: randomized controlled trial.

Authors:  Terry Poulton; Rachel H Ellaway; Jonathan Round; Trupti Jivram; Sheetal Kavia; Sean Hilton
Journal:  J Med Internet Res       Date:  2014-11-05       Impact factor: 5.428

9.  Encoding scheme for data storage and retrieval on DNA computers.

Authors:  Dolly Sharma; Ranjit Kumar; Mayuri Gupta; Tanisha Saxena
Journal:  IET Nanobiotechnol       Date:  2020-09       Impact factor: 1.847

10.  Integrating socially accountable health professional education and learning health systems to transform community health and health systems.

Authors:  Brianne Wood; Michael Fitzgerald; Claire Kendall; Erin Cameron
Journal:  Learn Health Syst       Date:  2021-06-05
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