Welcome!

Microservices Expo Authors: Elizabeth White, XebiaLabs Blog, Jason Bloomberg, Roger Strukhoff, Liz McMillan

Related Topics: @CloudExpo, Java IoT, Microservices Expo, Containers Expo Blog, @BigDataExpo, SDN Journal

@CloudExpo: Article

Predictive Analytics, Cloud Computing, and Healthcare

The fact of the matter is that most healthcare providers are under-funded

Editor’s note: Gathering Clouds is pleased to welcome noted thought leader and Cloud Player David Linthicum as a regular contributor. David is a renown expert in all things cloud computing, SOA,  Health IT, SaaS, Big Data, and many more IT related topics. Check back every week for more from David!

____

By David Linthicum - The use of Big Data with predictive analytics systems layered on top has a tremendous amount of potential in the healthcare market.  Indeed, when paired with cloud-based platforms, there is the potential to become more cost effective, and much better at delivering healthcare services.

doctor data

Big data analytics can perform miracles for the cloud-enabled healthcare organization.

The fact of the matter is that most healthcare providers are under-funded, which leads to being under-automated and under-innovative.  Moreover, there seems to be a growing chasm between those who deliver healthcare to patients, and those who drive IT within healthcare provider organizations.

The statistics back this up.  According to Gartner, anticipated growth opportunities put some industries at the top when it comes to global IT spending.  However, Healthcare Providers were not in the top for growth opportunities, coming in at $15,311M. Even Utilities beat them out by a projected $18,756M.  Think about the number of changes in the world of healthcare providers.  These numbers are surprising at best, or very scary at worst.

The solution to this problem of “too much to do and not enough resources to do it” is to leverage the right new technologies, apply careful planning, and move from a reactive to proactive state in the world of healthcare IT.

The objective is to manage patient data holistically, and in new, innovative ways.  The rise of big data as a set of new technologies provides new options for both the storage and analysis of information.  This leads to better patient care and cost reductions.  The use of cloud computing provides the elastic capacity requirements at costs that almost all healthcare provider organizations can afford.  When combined, you have something that is clearly a game changer.

The data points around the use of big data for predictive analytics are beginning to show up.  In a recent story, Indiana University researchers found that a pair of predictive modeling techniques can make significantly better decisions about patients’ treatments than can doctors acting alone.  Indeed, they claim a better than 50 percent reduction in costs and more than 40 percent better patient outcomes.  (See a story by Derrick Harris over at GigaOM.)

The use case for big data, cloud computing, and predictive analytical models is compelling.  The researchers leveraged clinical and demographic data on more than 6,700 patients with clinical depression diagnoses.  Within that population, about 65 to 70 percent had co-occurring chronic physical disorders, including diabetes and hypertension.

David Linthicum, CTO and Found of Blue Mountain Labs

David Linthicum, friend of and contributor to Gathering Clouds.

Leveraging Markov decision processes, they built a model used to predict the probabilities of future events based upon those events that immediately preceded them.  Moreover, they leveraged dynamic decision networks, which can consider the specific features of those events to determine probabilities.  In other words, the model looks at the current attributes of a patient, and then uses huge amounts of data to provide the likely diagnosis and the best treatment to drive the best possible outcome.

The use of core data points, along with well-designed analytical models, leads to a cost reduction from $497 to $189 per unit (58.5 percent reduction).  Also, patient outcomes improved by about 35 percent.

What’s critical to the use of predictive modeling running on cloud-based platforms is the ability to access massive amounts of data and consider that data within these models.  This is not just technology that will be nice to have.  The use of predictive analytics and the tools that support the creation of these models, along with the strategic use of data integration technology, changes the game.


More Stories By Gathering Clouds

Cloud computing news, information, and insights. Powered by Logicworks.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@MicroservicesExpo Stories
Get deep visibility into the performance of your databases and expert advice for performance optimization and tuning. You can't get application performance without database performance. Give everyone on the team a comprehensive view of how every aspect of the system affects performance across SQL database operations, host server and OS, virtualization resources and storage I/O. Quickly find bottlenecks and troubleshoot complex problems.
I’m a huge fan of open source DevOps tools. I’m also a huge fan of scaling open source tools for the enterprise. But having talked with my fair share of companies over the years, one important thing I’ve learned is that you can’t scale your release process using open source tools alone. They simply require too much scripting and maintenance when used that way. Scripting may be fine for smaller organizations, but it’s not ok in an enterprise environment that includes many independent teams and to...
IT leaders face a monumental challenge. They must figure out how to sort through the cacophony of new technologies, buzzwords, and industry hype to find the right digital path forward for their organizations. And they simply cannot afford to fail. Those organizations that are fastest to the right digital path will be the ones that win. The path forward, however, is strewn with the legacy of decisions made long ago — often before any of the current leadership team assumed their roles. While it’s ...
As we enter the final week before the 19th International Cloud Expo | @ThingsExpo in Santa Clara, CA, it's time for me to reflect on six big topics that will be important during the show. Hybrid Cloud: This general-purpose term seems to provide a comfort zone for many enterprise IT managers. It sounds reassuring to be able to work with one of the major public-cloud providers like AWS or Microsoft Azure while still maintaining an on-site presence.
In IT, we sometimes coin terms for things before we know exactly what they are and how they’ll be used. The resulting terms may capture a common set of aspirations and goals – as “cloud” did broadly for on-demand, self-service, and flexible computing. But such a term can also lump together diverse and even competing practices, technologies, and priorities to the point where important distinctions are glossed over and lost.
SYS-CON Events has announced today that Roger Strukhoff has been named conference chair of Cloud Expo and @ThingsExpo 2017 New York. The 20th Cloud Expo and 7th @ThingsExpo will take place on June 6-8, 2017, at the Javits Center in New York City, NY. "The Internet of Things brings trillions of dollars of opportunity to developers and enterprise IT, no matter how you measure it," stated Roger Strukhoff. "More importantly, it leverages the power of devices and the Internet to enable us all to im...
In his general session at 19th Cloud Expo, Manish Dixit, VP of Product and Engineering at Dice, discussed how Dice leverages data insights and tools to help both tech professionals and recruiters better understand how skills relate to each other and which skills are in high demand using interactive visualizations and salary indicator tools to maximize earning potential. Manish Dixit is VP of Product and Engineering at Dice. As the leader of the Product, Engineering and Data Sciences team at D...
Financial Technology has become a topic of intense interest throughout the cloud developer and enterprise IT communities. Accordingly, attendees at the upcoming 20th Cloud Expo at the Javits Center in New York, June 6-8, 2017, will find fresh new content in a new track called FinTech.
Monitoring of Docker environments is challenging. Why? Because each container typically runs a single process, has its own environment, utilizes virtual networks, or has various methods of managing storage. Traditional monitoring solutions take metrics from each server and applications they run. These servers and applications running on them are typically very static, with very long uptimes. Docker deployments are different: a set of containers may run many applications, all sharing the resource...
You have great SaaS business app ideas. You want to turn your idea quickly into a functional and engaging proof of concept. You need to be able to modify it to meet customers' needs, and you need to deliver a complete and secure SaaS application. How could you achieve all the above and yet avoid unforeseen IT requirements that add unnecessary cost and complexity? You also want your app to be responsive in any device at any time. In his session at 19th Cloud Expo, Mark Allen, General Manager of...
Today’s IT environments are increasingly heterogeneous, with Linux, Java, Oracle and MySQL considered nearly as common as traditional Windows environments. In many cases, these platforms have been integrated into an organization’s Windows-based IT department by way of an acquisition of a company that leverages one of those platforms. In other cases, the applications may have been part of the IT department for years, but managed by a separate department or singular administrator. Still, whether...
Without lifecycle traceability and visibility across the tool chain, stakeholders from Planning-to-Ops have limited insight and answers to who, what, when, why and how across the DevOps lifecycle. This impacts the ability to deliver high quality software at the needed velocity to drive positive business outcomes. In his general session at @DevOpsSummit at 19th Cloud Expo, Phil Hombledal, Solution Architect at CollabNet, discussed how customers are able to achieve a level of transparency that e...
Logs are continuous digital records of events generated by all components of your software stack – and they’re everywhere – your networks, servers, applications, containers and cloud infrastructure just to name a few. The data logs provide are like an X-ray for your IT infrastructure. Without logs, this lack of visibility creates operational challenges for managing modern applications that drive today’s digital businesses.
Rapid innovation, changing business landscapes, and new IT demands force businesses to make changes quickly. In the eyes of many, containers are at the brink of becoming a pervasive technology in enterprise IT to accelerate application delivery. In this presentation, attendees learned about the: The transformation of IT to a DevOps, microservices, and container-based architecture What are containers and how DevOps practices can operate in a container-based environment A demonstration of how ...
Cloud Expo, Inc. has announced today that Andi Mann returns to 'DevOps at Cloud Expo 2017' as Conference Chair The @DevOpsSummit at Cloud Expo will take place on June 6-8, 2017, at the Javits Center in New York City, NY. "DevOps is set to be one of the most profound disruptions to hit IT in decades," said Andi Mann. "It is a natural extension of cloud computing, and I have seen both firsthand and in independent research the fantastic results DevOps delivers. So I am excited to help the great t...
If you haven’t heard yet, CollabNet just put out some very big news for managing and gaining value from DevOps. We introduced CollabNet DevOps Lifecycle Manager (DLM) — a platform designed exclusively for providing a single pane of glass, dashboard, and traceability views across your DevOps toolchain and processes from planning to operations and that can be traced back to planning and development.
@DevOpsSummit taking place June 6-8, 2017 at Javits Center, New York City, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. @DevOpsSummit at Cloud Expo New York Call for Papers is now open.
SYS-CON Events announced today that Fusion, a leading provider of cloud services, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Fusion, a leading provider of integrated cloud solutions to small, medium and large businesses, is the industry’s single source for the cloud. Fusion’s advanced, proprietary cloud service platform enables the integration of leading edge solutions in the cloud, including cloud...
@DevOpsSummit at Cloud taking place June 6-8, 2017, at Javits Center, New York City, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time to wait for long developm...
The 20th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held June 6-8, 2017, at the Javits Center in New York City, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Containers, Microservices and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportunity. Submit your speaking proposal ...