An integrated big data analytics-enabled transformation model: Application to health care
Information & Management , 55 (1) , 64-79. 2018.Author(s): Yichuan Wang. LeeAnn Kung. William Yu Chung Wang. Casey G. Cegielski.
Topics: Data & Business analytics
Industry: Healthcare
Objective and main results
This article seeks to understand how big data analytics (BDA) capabilities generate benefits for healthcare organizations by facilitating IT-enabled transformation practices.
Main findings:
The results show that BDA capabilities mainly support evidence-based medicine, followed by meaningful use of EHR, network knowledge creation, clinical resource integration, multidisciplinary practice, network collaborations, and personalized care.
- Different big data capabilities and various combinations bring different benefits.
- BDA is first and foremost associated with IT infrastructure and operational benefits.
- BDA techniques such as data mining, visual analytics, and predictive analytics being used to analyze patient data can significantly improve clinical workflow, monitor quality, and reduce costs.
See also related article reviews: Exploring the path to big data analytics in healthcare and Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations
Summary of practical implications
It is important that healthcare organizations provide analytical training in areas such as basic statistics, data mining, and business intelligence to managers and employees who will play a critical support role in the new information-rich work environment. Mentoring, cross-functional team-based training, and self-study are beneficial training approaches to help employees develop the big data analytical skills they need.
Healthcare organizations should develop their ability to track output data from all the system’s IT components throughout the organization’s service units and thus could help in keeping real-time updates.
Healthcare organizations should use big data predictive analytics tools that can provide detailed reporting and identify market trends that allow organizations to accelerate new business ideas and generate creative thinking.