|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.
Let’s face it, embracing new storage technologies, capabilities and upgrading to new hardware often adds complexity and increases costs. In his session at 18th Cloud Expo, Seth Oxenhorn, Vice President of Business Development & Alliances at FalconStor, will discuss how a truly heterogeneous software-defined storage approach can add value to legacy platforms and heterogeneous environments. The result reduces complexity, significantly lowers cost, and provides IT organizations with improved effi...
Feb. 11, 2016 02:30 AM EST Reads: 252
How is your DevOps transformation coming along? How do you measure Agility? Reliability? Efficiency? Quality? Success?! How do you optimize your processes? This morning on #c9d9 we talked about some of the metrics that matter for the different stakeholders throughout the software delivery pipeline. Our panelists shared their best practices.
Feb. 11, 2016 02:00 AM EST Reads: 105
The cloud promises new levels of agility and cost-savings for Big Data, data warehousing and analytics. But it’s challenging to understand all the options – from IaaS and PaaS to newer services like HaaS (Hadoop as a Service) and BDaaS (Big Data as a Service). In her session at @BigDataExpo at @ThingsExpo, Hannah Smalltree, a director at Cazena, will provide an educational overview of emerging “as-a-service” options for Big Data in the cloud. This is critical background for IT and data profes...
Feb. 11, 2016 01:15 AM EST Reads: 207
Father business cycles and digital consumers are forcing enterprises to respond faster to customer needs and competitive demands. Successful integration of DevOps and Agile development will be key for business success in today’s digital economy. In his session at DevOps Summit, Pradeep Prabhu, Co-Founder & CEO of Cloudmunch, covered the critical practices that enterprises should consider to seamlessly integrate Agile and DevOps processes, barriers to implementing this in the enterprise, and pr...
Feb. 11, 2016 01:00 AM EST Reads: 401
SYS-CON Events announced today that Men & Mice, the leading global provider of DNS, DHCP and IP address management overlay solutions, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. The Men & Mice Suite overlay solution is already known for its powerful application in heterogeneous operating environments, enabling enterprises to scale without fuss. Building on a solid range of diverse platform support,...
Feb. 11, 2016 01:00 AM EST Reads: 222
If we look at slow, traditional IT and jump to the conclusion that just because we found its issues intractable before, that necessarily means we will again, then it’s time for a rethink. As a matter of fact, the world of IT has changed over the last ten years or so. We’ve been experiencing unprecedented innovation across the board – innovation in technology as well as in how people organize and accomplish tasks. Let’s take a look at three differences between today’s modern, digital context...
Feb. 11, 2016 12:45 AM EST Reads: 213
Sensors and effectors of IoT are solving problems in new ways, but small businesses have been slow to join the quantified world. They’ll need information from IoT using applications as varied as the businesses themselves. In his session at @ThingsExpo, Roger Meike, Distinguished Engineer, Director of Technology Innovation at Intuit, showed how IoT manufacturers can use open standards, public APIs and custom apps to enable the Quantified Small Business. He used a Raspberry Pi to connect sensors...
Feb. 11, 2016 12:45 AM EST Reads: 158
The principles behind DevOps are not new - for decades people have been automating system administration and decreasing the time to deploy apps and perform other management tasks. However, only recently did we see the tools and the will necessary to share the benefits and power of automation with a wider circle of people. In his session at DevOps Summit, Bernard Sanders, Chief Technology Officer at CloudBolt Software, explored the latest tools including Puppet, Chef, Docker, and CMPs needed to...
Feb. 11, 2016 12:30 AM EST Reads: 324
One of the bewildering things about DevOps is integrating the massive toolchain including the dozens of new tools that seem to crop up every year. Part of DevOps is Continuous Delivery and having a complex toolchain can add additional integration and setup to your developer environment. In his session at @DevOpsSummit at 18th Cloud Expo, Miko Matsumura, Chief Marketing Officer of Gradle Inc., will discuss which tools to use in a developer stack, how to provision the toolchain to minimize onboa...
Feb. 10, 2016 11:45 PM EST Reads: 109
In a previous article, I demonstrated how to effectively and efficiently install the Dynatrace Application Monitoring solution using Ansible. In this post, I am going to explain how to achieve the same results using Chef with our official dynatrace cookbook available on GitHub and on the Chef Supermarket. In the following hands-on tutorial, we’ll also apply what we see as good practice on working with and extending our deployment automation blueprints to suit your needs.
Feb. 10, 2016 11:45 PM EST
Data-as-a-Service is the complete package for the transformation of raw data into meaningful data assets and the delivery of those data assets. In her session at 18th Cloud Expo, Lakshmi Randall, an industry expert, analyst and strategist, will address: What is DaaS (Data-as-a-Service)? Challenges addressed by DaaS Vendors that are enabling DaaS Architecture options for DaaS
Feb. 10, 2016 11:45 PM EST Reads: 351
SYS-CON Events announced today that Avere Systems, a leading provider of enterprise storage for the hybrid cloud, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. Avere delivers a more modern architectural approach to storage that doesn’t require the overprovisioning of storage capacity to achieve performance, overspending on expensive storage media for inactive data or the overbuilding of data centers ...
Feb. 10, 2016 09:00 PM EST
With the proliferation of both SQL and NoSQL databases, organizations can now target specific fit-for-purpose database tools for their different application needs regarding scalability, ease of use, ACID support, etc. Platform as a Service offerings make this even easier now, enabling developers to roll out their own database infrastructure in minutes with minimal management overhead. However, this same amount of flexibility also comes with the challenges of picking the right tool, on the right ...
Feb. 10, 2016 04:00 PM EST Reads: 160
SYS-CON Events announced today that Catchpoint Systems, Inc., a provider of innovative web and infrastructure monitoring solutions, has been named “Silver Sponsor” of SYS-CON's DevOps Summit at 18th Cloud Expo New York, which will take place June 7-9, 2016, at the Javits Center in New York City, NY. Catchpoint is a leading Digital Performance Analytics company that provides unparalleled insight into customer-critical services to help consistently deliver an amazing customer experience. Designed...
Feb. 10, 2016 04:00 PM EST Reads: 379
SYS-CON Events announced today that Alert Logic, Inc., the leading provider of Security-as-a-Service solutions for the cloud, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. Alert Logic, Inc., provides Security-as-a-Service for on-premises, cloud, and hybrid infrastructures, delivering deep security insight and continuous protection for customers at a lower cost than traditional security solutions. Ful...
Feb. 10, 2016 02:30 PM EST Reads: 430
SYS-CON Events announced today that Interoute, owner-operator of one of Europe's largest networks and a global cloud services platform, has been named “Bronze Sponsor” of SYS-CON's 18th Cloud Expo, which will take place on June 7-9, 2015 at the Javits Center in New York, New York. Interoute is the owner-operator of one of Europe's largest networks and a global cloud services platform which encompasses 12 data centers, 14 virtual data centers and 31 colocation centers, with connections to 195 ad...
Feb. 10, 2016 02:30 PM EST Reads: 398
The (re?)emergence of Microservices was especially prominent in this week’s news. What are they good for? do they make sense for your application? should you take the plunge? and what do Microservices mean for your DevOps and Continuous Delivery efforts? Continue reading for more on Microservices, containers, DevOps culture, and more top news from the past week. As always, stay tuned to all the news coming from@ElectricCloud on DevOps and Continuous Delivery throughout the week and retweet/favo...
Feb. 10, 2016 02:15 PM EST Reads: 216
SYS-CON Events announced today that Commvault, a global leader in enterprise data protection and information management, has been named “Bronze Sponsor” of SYS-CON's 18th International Cloud Expo, which will take place on June 7–9, 2016, at the Javits Center in New York City, NY, and the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Commvault is a leading provider of data protection and information management...
Feb. 10, 2016 12:15 PM EST Reads: 428
SYS-CON Events announced today that VAI, a leading ERP software provider, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. VAI (Vormittag Associates, Inc.) is a leading independent mid-market ERP software developer renowned for its flexible solutions and ability to automate critical business functions for the distribution, manufacturing, specialty retail and service sectors. An IBM Premier Business Part...
Feb. 10, 2016 12:00 PM EST Reads: 624
In most cases, it is convenient to have some human interaction with a web (micro-)service, no matter how small it is. A traditional approach would be to create an HTTP interface, where user requests will be dispatched and HTML/CSS pages must be served. This approach is indeed very traditional for a web site, but not really convenient for a web service, which is not intended to be good looking, 24x7 up and running and UX-optimized. Instead, talking to a web service in a chat-bot mode would be muc...
Feb. 10, 2016 11:00 AM EST Reads: 264