|By Gathering Clouds||
|June 27, 2013 09:00 AM EDT||
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.
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.
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.
DevOps at Cloud Expo – being held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA – announces that its Call for Papers is open. Born out of proven success in agile development, cloud computing, and process automation, DevOps is a macro trend you cannot afford to miss. From showcase success stories from early adopters and web-scale businesses, DevOps is expanding to organizations of all sizes, including the world's largest enterprises – and delivering real results. Am...
Aug. 25, 2016 12:15 PM EDT Reads: 3,373
Modern organizations face great challenges as they embrace innovation and integrate new tools and services. They begin to mature and move away from the complacency of maintaining traditional technologies and systems that only solve individual, siloed problems and work “well enough.” In order to build...
Cloud Expo 2016 New York at the Javits Center New York was characterized by increased attendance and a new focus on operations. These were both encouraging signs for all involved in Cloud Computing and all that it touches. As Conference Chair, I work with the Cloud Expo team to structure three keynotes, numerous general sessions, and more than 150 breakout sessions along 10 tracks. Our job is to balance the state of enterprise IT today with the trends that will be commonplace tomorrow. Mobile...
Aug. 25, 2016 11:00 AM EDT Reads: 3,232
The 19th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Digital Transformation, 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 opportuni...
Aug. 25, 2016 09:00 AM EDT Reads: 3,866
SYS-CON Events announced today that eCube Systems, a leading provider of middleware modernization, integration, and management solutions, will exhibit at @DevOpsSummit at 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. eCube Systems offers a family of middleware evolution products and services that maximize return on technology investment by leveraging existing technical equity to meet evolving business needs. ...
Aug. 25, 2016 09:00 AM EDT Reads: 479
To leverage Continuous Delivery, enterprises must consider impacts that span functional silos, as well as applications that touch older, slower moving components. Managing the many dependencies can cause slowdowns. See how to achieve continuous delivery in the enterprise.
Aug. 25, 2016 08:15 AM EDT Reads: 1,497
Using new techniques of information modeling, indexing, and processing, new cloud-based systems can support cloud-based workloads previously not possible for high-throughput insurance, banking, and case-based applications. In his session at 18th Cloud Expo, John Newton, CTO, Founder and Chairman of Alfresco, described how to scale cloud-based content management repositories to store, manage, and retrieve billions of documents and related information with fast and linear scalability. He addres...
Aug. 25, 2016 07:15 AM EDT Reads: 1,889
Akana has announced the availability of version 8 of its API Management solution. The Akana Platform provides an end-to-end API Management solution for designing, implementing, securing, managing, monitoring, and publishing APIs. It is available as a SaaS platform, on-premises, and as a hybrid deployment. Version 8 introduces a lot of new functionality, all aimed at offering customers the richest API Management capabilities in a way that is easier than ever for API and app developers to use.
Aug. 25, 2016 06:00 AM EDT Reads: 1,427
SYS-CON Events announced today that Isomorphic Software will exhibit at DevOps Summit at 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Isomorphic Software provides the SmartClient HTML5/AJAX platform, the most advanced technology for building rich, cutting-edge enterprise web applications for desktop and mobile. SmartClient combines the productivity and performance of traditional desktop software with the simp...
Aug. 25, 2016 03:30 AM EDT Reads: 2,141
DevOps at Cloud Expo, taking place Nov 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 19th 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 dev...
Aug. 25, 2016 02:30 AM EDT Reads: 2,168
The burgeoning trends around DevOps are translating into new types of IT infrastructure that both developers and operators can take advantage of. The next BriefingsDirect Voice of the Customer thought leadership discussion focuses on the burgeoning trends around DevOps and how that’s translating into new types of IT infrastructure that both developers and operators can take advantage of.
Aug. 25, 2016 02:00 AM EDT Reads: 2,424
SYS-CON Events announced today that 910Telecom will exhibit at the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Housed in the classic Denver Gas & Electric Building, 910 15th St., 910Telecom is a carrier-neutral telecom hotel located in the heart of Denver. Adjacent to CenturyLink, AT&T, and Denver Main, 910Telecom offers connectivity to all major carriers, Internet service providers, Internet backbones and ...
Aug. 25, 2016 02:00 AM EDT Reads: 1,796
With so much going on in this space you could be forgiven for thinking you were always working with yesterday’s technologies. So much change, so quickly. What do you do if you have to build a solution from the ground up that is expected to live in the field for at least 5-10 years? This is the challenge we faced when we looked to refresh our existing 10-year-old custom hardware stack to measure the fullness of trash cans and compactors.
Aug. 25, 2016 01:15 AM EDT Reads: 1,623
The emerging Internet of Everything creates tremendous new opportunities for customer engagement and business model innovation. However, enterprises must overcome a number of critical challenges to bring these new solutions to market. In his session at @ThingsExpo, Michael Martin, CTO/CIO at nfrastructure, outlined these key challenges and recommended approaches for overcoming them to achieve speed and agility in the design, development and implementation of Internet of Everything solutions wi...
Aug. 25, 2016 12:45 AM EDT Reads: 1,918
This digest provides an overview of good resources that are well worth reading. We’ll be updating this page as new content becomes available, so I suggest you bookmark it. Also, expect more digests to come on different topics that make all of our IT-hearts go boom!
Aug. 25, 2016 12:45 AM EDT Reads: 4,686
19th Cloud Expo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy. Meanwhile, 94% of enterpri...
Aug. 25, 2016 12:00 AM EDT Reads: 2,990
Sharding has become a popular means of achieving scalability in application architectures in which read/write data separation is not only possible, but desirable to achieve new heights of concurrency. The premise is that by splitting up read and write duties, it is possible to get better overall performance at the cost of a slight delay in consistency. That is, it takes a bit of time to replicate changes initiated by a "write" to the read-only master database. It's eventually consistent, and it'...
Aug. 24, 2016 11:30 PM EDT Reads: 3,098
Aug. 24, 2016 09:45 PM EDT Reads: 4,810
Thomas Bitman of Gartner wrote a blog post last year about why OpenStack projects fail. In that article, he outlined three particular metrics which together cause 60% of OpenStack projects to fall short of expectations: Wrong people (31% of failures): a successful cloud needs commitment both from the operations team as well as from "anchor" tenants. Wrong processes (19% of failures): a successful cloud automates across silos in the software development lifecycle, not just within silos.
Aug. 24, 2016 08:15 PM EDT Reads: 2,024
There's a lot of things we do to improve the performance of web and mobile applications. We use caching. We use compression. We offload security (SSL and TLS) to a proxy with greater compute capacity. We apply image optimization and minification to content. We do all that because performance is king. Failure to perform can be, for many businesses, equivalent to an outage with increased abandonment rates and angry customers taking to the Internet to express their extreme displeasure.
Aug. 24, 2016 07:45 PM EDT Reads: 2,361