|By Adrian Bridgwater||
|November 23, 2012 10:00 AM EST||
Big Data is everywhere. Predictive analytics and real time in-memory computing isn't everywhere.
This truth (if we can accept it to be so) represents something of an imbalance.
As a subset of data mining, predictive analytics driven by in-memory computing efficiencies now has an opportunity to bring real-time analysis and insight to fast-moving live transactional data flows. Or to put it another (rather shorter) way, we can now start to manage and understand Big Data better than ever.
Application use cases here might typically include:
- Climate simulation
- Oil exploration
- Financial analysis and scientific research
- Telecommunications, to name but seven good examples
If we combine contemporary approaches to predictive analytics with the newly arrived Intel Xeon Phi coprocessor that produces what is claimed to be over one teraflop per second in terms of workload computational power for highly-parallel workloads, then CIOs can start to think about what "50-processor core computing" will mean for us in the very near future.
Pushing forward in this space is SAP with its HANA in-memory computing appliance and platform. The firm is openly partnering with HP, Oracle, Cognizant and variety of other big (and smaller specialist) players to form strategic alliances that will help further the uptake of this kind of technology.
Why Is Analytics Working Better?
Part of the reason that in-memory predictive analytics intelligence is now becoming so important and much easier to bring to bear is hardware related and part of it is a software-related development.
On the hardware end, Intel has worked to sharpen data throughput between memory and processor cores. This means that work that goes on right in the heart of the machine that might have traveled at around five Gigabytes per second (Gbps) five years ago, now has a chance to move at 100 Gbps. On the software end, firms like HP and SAP have been working to produce what are typically referred to as "business process solutions" that can produce "context-aware experiences" to enable one sense-and-respond scenarios and, therefore, faster and more personalized interactions with customers.
As a matter of interest, HP also works to provide datacenter services to SAP that support its enterprise-wide hosting solutions for e-business applications - but that's another story.
In terms of actual application solutions running on SAP HANA, new products include the SAP Liquidity Risk Management application, the SAP Accelerated Trade Promotion Planning application and SAP Operational Process Intelligence software.
"These innovations show how SAP is rapidly delivering real-time, data-centric and industry-specific applications on the SAP HANA platform," said Dr Vishal Sikka, member of the SAP executive board for technology and innovation.
To take one example, SAP Liquidity Risk Management aims to provide banks with the ability to perform real-time, high-speed liquidity risk management and reporting on very large volumes of cash flows. In future then, banks will be able to instantly measure key liquidity risk ratios (such as the Basel III liquidity coverage ratio) and cash flow gaps to resolve potential liquidity bottlenecks. The application aims to allow banks to apply different stress scenarios, such as adjusted run-off rates and bond haircuts, to gain a deeper understanding of how market volatility can impact liquidity positions.
Lessons for CIOs
Now you don't have to be a bank CIO or financial analyst to understand the wider importance of this technology, i.e., this is the "harnessing of Big Data" catchline that you've already heard bandied about by countless IT firm's press departments, except now it's really happening.
The lesson for CIOs and the software application developers serving them is that we now have a route to predictive real-time analysis and the power to view billions of stored records and live transactional data at the same time. CIOs should look to their solution architects and business process experts to compose the analytical data models that will drive the next phase of their technology growth.
SAP is not the only firm driving this space, but its work to publicize its competencies in this arena is very prevalent. The fact that SAP pushes many of the interfaces for managing the result of its data analysis to both Apple iPad (and now Windows 8 format) mobile devices may have confounded Steve Jobs at the time, but this is the firm's proof point for showing off its Big Data number crunching applications. One day, quite soon, none of this will be a surprise.
This post first appeared on Enterprise CIO Forum.
Businesses and business units of all sizes can benefit from cloud computing, but many don't want the cost, performance and security concerns of public cloud nor the complexity of building their own private clouds. Today, some cloud vendors are using artificial intelligence (AI) to simplify cloud deployment and management. In his session at 20th Cloud Expo, Ajay Gulati, Co-founder and CEO of ZeroStack, will discuss how AI can simplify cloud operations. He will cover the following topics: why clou...
Dec. 6, 2016 07:00 AM EST Reads: 795
The Internet of Things (IoT) promises to simplify and streamline our lives by automating routine tasks that distract us from our goals. This promise is based on the ubiquitous deployment of smart, connected devices that link everything from industrial control systems to automobiles to refrigerators. Unfortunately, comparatively few of the devices currently deployed have been developed with an eye toward security, and as the DDoS attacks of late October 2016 have demonstrated, this oversight can ...
Dec. 6, 2016 06:30 AM EST Reads: 1,086
DevOps is being widely accepted (if not fully adopted) as essential in enterprise IT. But as Enterprise DevOps gains maturity, expands scope, and increases velocity, the need for data-driven decisions across teams becomes more acute. DevOps teams in any modern business must wrangle the ‘digital exhaust’ from the delivery toolchain, "pervasive" and "cognitive" computing, APIs and services, mobile devices and applications, the Internet of Things, and now even blockchain. In this power panel at @...
Dec. 6, 2016 06:00 AM EST Reads: 451
Internet-of-Things discussions can end up either going down the consumer gadget rabbit hole or focused on the sort of data logging that industrial manufacturers have been doing forever. However, in fact, companies today are already using IoT data both to optimize their operational technology and to improve the experience of customer interactions in novel ways. In his session at @ThingsExpo, Gordon Haff, Red Hat Technology Evangelist, will share examples from a wide range of industries – includin...
Dec. 6, 2016 05:00 AM EST Reads: 1,643
"We build IoT infrastructure products - when you have to integrate different devices, different systems and cloud you have to build an application to do that but we eliminate the need to build an application. Our products can integrate any device, any system, any cloud regardless of protocol," explained Peter Jung, Chief Product Officer at Pulzze Systems, in this SYS-CON.tv interview at @ThingsExpo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 6, 2016 04:45 AM EST Reads: 998
With major technology companies and startups seriously embracing IoT strategies, now is the perfect time to attend @ThingsExpo 2016 in New York. Learn what is going on, contribute to the discussions, and ensure that your enterprise is as "IoT-Ready" as it can be! Internet of @ThingsExpo, taking place June 6-8, 2017, at the Javits Center in New York City, New York, is co-located with 20th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry p...
Dec. 6, 2016 04:30 AM EST Reads: 1,928
"We're a cybersecurity firm that specializes in engineering security solutions both at the software and hardware level. Security cannot be an after-the-fact afterthought, which is what it's become," stated Richard Blech, Chief Executive Officer at Secure Channels, in this SYS-CON.tv interview at @ThingsExpo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 6, 2016 12:45 AM EST Reads: 853
According to Forrester Research, every business will become either a digital predator or digital prey by 2020. To avoid demise, organizations must rapidly create new sources of value in their end-to-end customer experiences. True digital predators also must break down information and process silos and extend digital transformation initiatives to empower employees with the digital resources needed to win, serve, and retain customers.
Dec. 6, 2016 12:30 AM EST Reads: 1,198
The IoT is changing the way enterprises conduct business. In his session at @ThingsExpo, Eric Hoffman, Vice President at EastBanc Technologies, discussed how businesses can gain an edge over competitors by empowering consumers to take control through IoT. He cited examples such as a Washington, D.C.-based sports club that leveraged IoT and the cloud to develop a comprehensive booking system. He also highlighted how IoT can revitalize and restore outdated business models, making them profitable ...
Dec. 6, 2016 12:30 AM EST Reads: 4,589
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...
Dec. 6, 2016 12:00 AM EST Reads: 905
"Once customers get a year into their IoT deployments, they start to realize that they may have been shortsighted in the ways they built out their deployment and the key thing I see a lot of people looking at is - how can I take equipment data, pull it back in an IoT solution and show it in a dashboard," stated Dave McCarthy, Director of Products at Bsquare Corporation, in this SYS-CON.tv interview at @ThingsExpo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 10:30 PM EST Reads: 1,059
The Internet of Things will challenge the status quo of how IT and development organizations operate. Or will it? Certainly the fog layer of IoT requires special insights about data ontology, security and transactional integrity. But the developmental challenges are the same: People, Process and Platform and how we integrate our thinking to solve complicated problems. In his session at 19th Cloud Expo, Craig Sproule, CEO of Metavine, demonstrated how to move beyond today's coding paradigm and sh...
Dec. 5, 2016 08:45 PM EST Reads: 541
Today we can collect lots and lots of performance data. We build beautiful dashboards and even have fancy query languages to access and transform the data. Still performance data is a secret language only a couple of people understand. The more business becomes digital the more stakeholders are interested in this data including how it relates to business. Some of these people have never used a monitoring tool before. They have a question on their mind like “How is my application doing” but no id...
Dec. 5, 2016 07:45 PM EST Reads: 2,235
@GonzalezCarmen has been ranked the Number One Influencer and @ThingsExpo has been named the Number One Brand in the “M2M 2016: Top 100 Influencers and Brands” by Onalytica. Onalytica analyzed tweets over the last 6 months mentioning the keywords M2M OR “Machine to Machine.” They then identified the top 100 most influential brands and individuals leading the discussion on Twitter.
Dec. 5, 2016 07:45 PM EST Reads: 2,097
IoT is rapidly changing the way enterprises are using data to improve business decision-making. In order to derive business value, organizations must unlock insights from the data gathered and then act on these. In their session at @ThingsExpo, Eric Hoffman, Vice President at EastBanc Technologies, and Peter Shashkin, Head of Development Department at EastBanc Technologies, discussed how one organization leveraged IoT, cloud technology and data analysis to improve customer experiences and effici...
Dec. 5, 2016 07:15 PM EST Reads: 5,061
As data explodes in quantity, importance and from new sources, the need for managing and protecting data residing across physical, virtual, and cloud environments grow with it. Managing data includes protecting it, indexing and classifying it for true, long-term management, compliance and E-Discovery. Commvault can ensure this with a single pane of glass solution – whether in a private cloud, a Service Provider delivered public cloud or a hybrid cloud environment – across the heterogeneous enter...
Dec. 5, 2016 05:45 PM EST Reads: 1,624
Data is the fuel that drives the machine learning algorithmic engines and ultimately provides the business value. In his session at Cloud Expo, Ed Featherston, a director and senior enterprise architect at Collaborative Consulting, discussed the key considerations around quality, volume, timeliness, and pedigree that must be dealt with in order to properly fuel that engine.
Dec. 5, 2016 04:30 PM EST Reads: 2,076
Successful digital transformation requires new organizational competencies and capabilities. Research tells us that the biggest impediment to successful transformation is human; consequently, the biggest enabler is a properly skilled and empowered workforce. In the digital age, new individual and collective competencies are required. In his session at 19th Cloud Expo, Bob Newhouse, CEO and founder of Agilitiv, drew together recent research and lessons learned from emerging and established compa...
Dec. 5, 2016 04:15 PM EST Reads: 872
Whether your IoT service is connecting cars, homes, appliances, wearable, cameras or other devices, one question hangs in the balance – how do you actually make money from this service? The ability to turn your IoT service into profit requires the ability to create a monetization strategy that is flexible, scalable and working for you in real-time. It must be a transparent, smoothly implemented strategy that all stakeholders – from customers to the board – will be able to understand and comprehe...
Dec. 5, 2016 03:45 PM EST Reads: 403
"IoT is going to be a huge industry with a lot of value for end users, for industries, for consumers, for manufacturers. How can we use cloud to effectively manage IoT applications," stated Ian Khan, Innovation & Marketing Manager at Solgeniakhela, in this SYS-CON.tv interview at @ThingsExpo, held November 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 03:45 PM EST Reads: 4,266