Literature DB >> 31423120

Big Data Analytics in Healthcare: Investigating the Diffusion of Innovation.

Diane Dolezel1, Alexander McLeod1.   

Abstract

The shortage of data scientists has restricted the implementation of big data analytics in healthcare facilities. This survey study explores big data tool and technology usage, examines the gap between the supply and the demand for data scientists through Diffusion of Innovations theory, proposes engaging academics to accelerate knowledge diffusion, and recommends adoption of curriculum-building models. For this study, data were collected through a national survey of healthcare managers. Results provide practical data on big data tool and technology skills utilized in the workplace. This information is valuable for healthcare organizations, academics, and industry leaders who collaborate to implement the necessary infrastructure for content delivery and for experiential learning. It informs academics working to reengineer their curriculum to focus on big data analytics. The paper presents numerous resources that provide guidance for building knowledge. Future research directions are discussed.

Keywords:  Diffusion of Innovations theory; analytics; big data; business intelligence; curriculum; informatics

Mesh:

Year:  2019        PMID: 31423120      PMCID: PMC6669368     

Source DB:  PubMed          Journal:  Perspect Health Inf Manag        ISSN: 1559-4122


  12 in total

Review 1.  Integrating mobile devices into nursing curricula: opportunities for implementation using Rogers' Diffusion of Innovation model.

Authors:  Glynda J Doyle; Bernie Garrett; Leanne M Currie
Journal:  Nurse Educ Today       Date:  2013-11-09       Impact factor: 3.442

2.  Big data, bigger outcomes: Healthcare is embracing the big data movement, hoping to revolutionize HIM by distilling vast collection of data for specific analysis.

Authors:  Lorraine Fernandes; Michele O'Connor; Victoria Weaver
Journal:  J AHIMA       Date:  2012-10

3.  The Crossroads between Workforce and Education.

Authors:  Kathryn Jackson; Christi L Lower; William J Rudman
Journal:  Perspect Health Inf Manag       Date:  2016-04-01

4.  SCANNING the HIM ENVIRONMENT.

Authors:  Anna Desai
Journal:  J AHIMA       Date:  2015-05

Review 5.  A Systematic Review of Techniques and Sources of Big Data in the Healthcare Sector.

Authors:  Susel Góngora Alonso; Isabel de la Torre Díez; Joel J P C Rodrigues; Sofiane Hamrioui; Miguel López-Coronado
Journal:  J Med Syst       Date:  2017-10-14       Impact factor: 4.460

6.  Hospital strategies associated with 30-day readmission rates for patients with heart failure.

Authors:  Elizabeth H Bradley; Leslie Curry; Leora I Horwitz; Heather Sipsma; Yongfei Wang; Mary Norine Walsh; Don Goldmann; Neal White; Ileana L Piña; Harlan M Krumholz
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2013-07

7.  Big data in health care: using analytics to identify and manage high-risk and high-cost patients.

Authors:  David W Bates; Suchi Saria; Lucila Ohno-Machado; Anand Shah; Gabriel Escobar
Journal:  Health Aff (Millwood)       Date:  2014-07       Impact factor: 6.301

8.  The National Institutes of Health's Big Data to Knowledge (BD2K) initiative: capitalizing on biomedical big data.

Authors:  Ronald Margolis; Leslie Derr; Michelle Dunn; Michael Huerta; Jennie Larkin; Jerry Sheehan; Mark Guyer; Eric D Green
Journal:  J Am Med Inform Assoc       Date:  2014-07-09       Impact factor: 4.497

9.  Mission and Sustainability of Informatics for Integrating Biology and the Bedside (i2b2).

Authors:  Shawn Murphy; Adam Wilcox
Journal:  EGEMS (Wash DC)       Date:  2014-09-11

10.  Integration of diffusion of innovation theory into diabetes care.

Authors:  Angela Shin-Yu Lien; Yi-Der Jiang
Journal:  J Diabetes Investig       Date:  2016-09-30       Impact factor: 4.232

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  3 in total

Review 1.  Artificial intelligence and the hunt for immunological disorders.

Authors:  Nicholas L Rider; Renganathan Srinivasan; Paneez Khoury
Journal:  Curr Opin Allergy Clin Immunol       Date:  2020-12

2.  Leveraging National Claims and Hospital Big Data: Cohort Study on a Statin-Drug Interaction Use Case.

Authors:  Aurélie Bannay; Mathilde Bories; Pascal Le Corre; Christine Riou; Pierre Lemordant; Pascal Van Hille; Emmanuel Chazard; Xavier Dode; Marc Cuggia; Guillaume Bouzillé
Journal:  JMIR Med Inform       Date:  2021-12-13

Review 3.  A framework for digital health equity.

Authors:  Safiya Richardson; Katharine Lawrence; Antoinette M Schoenthaler; Devin Mann
Journal:  NPJ Digit Med       Date:  2022-08-18
  3 in total

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