Assignment: Analytics Capability Profile
In regards to healthcare industry, as of 2011, stored health care data had reached 150 exabytes (1 EB = 1018 bytes) worldwide, mainly in the form of electronic health records (Institute for Health Technology Transformation, 2013). However, most of the potential value creation is still in its infancy, because
predictivemodeling and simulation techniques for analyzing healthcare data as a whole have not yet been adequately developed.
More recent trend of big data analytics technology has been towards the use of cloud in conjunction with data. Enterprises have increasingly adopted a “big data in the cloud” solution such as software-as-a-service (SaaS) that offers an attractive alternative with lower cost. According to the Gartner’s, 2013 IT trend prediction, taking advantage of cloud com- puting services for big data analytics systems that support a real-time analytic capability and cost-effective storage will become a preferred IT solution by 2016. The main trend in the healthcare industry is a shift in data type from structure-based to semi-structured based (e.g., home monitoring, telehealth, sensor-based wireless devices) and unstructured data (e.g., transcribed notes, images, and video). The in- creasing use of sensors and remote monitors is a key factor supporting the rise of home healthcare services, meaning that the amount of data being generated from sensors will continue to grow significantly. This will in turn improve the quality of healthcare services throughmore ac- curate analysis and prediction.
Big data analytics architecture
To reach our goals of this studywhich are to describe the big data an- alytics capability profile and its potential benefits, it is necessary to un- derstand its architecture, components and functionalities. The first action taken is to explore best practice of big data analytics architecture in healthcare. We invited four IT experts (two practitioners and two ac- ademics) to participate in a five-round evaluation processwhich includ- ed brainstorming and discussions.
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