Driving Your Business Decisions Using Predictive Analytics
February 09, 2011
Mark Lynd
Share this

Did you have trouble getting a good rate on your home mortgage? Are you happy with your FICO score? Well, whether you know it or not, you are the victor or victim of predictive analytics. Predictive analytics evaluates the current and past and makes predictions about the future. It is made up of numerous methods utilizing game theory, neural networks, statistics, time series analysis, to name a few. It is the hidden decision engine that drives many innovative businesses today.

In fact, predictive analytics is now part of our everyday lives and the decisions we make. For example, your medical prescriptions are tested using predictive analytics; underwriting the risk in your insurance policy uses predictive analytics and even identifying fraud against your credit card utilizes one or all of these methods. By building and employing models that depict the relationships among numerous variables such as credit card charges and location of those charges, then applying one of the predictive methods against it, inferences can be made as to future events or occurrences such as a potential fraudulent transaction. Predictive analytics’ use will continue to grow as more and more data is collected in nearly every walk of life.

Importance of Predicting IT Operations

One very important use of predictive analytics is in the information technology arena, specifically IT Operations. Historically, IT Operations has lagged behind the rest of the business in using predictive analysis to fuel innovation and further the business. That is changing slowly and many businesses are starting to harness predictive technologies to help fuel their growth.

The credit card transactions and FICO score described above are analyzed and calculated in the IT Operations area of the given financial service firms that provide this information. The systems used to collect the data and then provide back the inferred information is provided via services from the originating organization in the examples used earlier. These services are critical to these businesses and can have a huge financial impact on them.

What if the same methodologies for predictive business models could be turned inward to the supporting infrastructure to help IT get ahead of growing demand and performance of the other critical services they deliver, such as email, CRM, etc. The monitoring and management of these critical services in many leading organizations is accomplished using a Business Service Management product. A limited number of BSM vendors include predictive analytics in their offerings, which is a natural evolution of the BSM concept. Whereas traditionally BSM focuses on how well IT is supporting the business today, BSM+Predictive Analytics takes the next logical step to encompass how IT will support the business 3, 6, 12 or more months from now.

Many of these critical services are provided using numerous technologies such as wide-area networks, e-commerce, cloud computing, virtualization, virtual storage and others. And it seems like another new, more innovative technology is always around the corner. This rapid evolution of technologies and the criticality of the provided services are fundamentally changing how organizations are thinking about IT and IT projects.

We used to think in terms of technology projects with 12+ month lifecycles and long procurement processes. Capacity analysis for example took place once a year, usually in conjunction with the budgeting process, but not anymore. Now innovative businesses utilizing cutting-edge technology components have their resources allocated on-demand as business needs are identified.

Being able to predict outcomes and resource requirements provides a significant competitive advantage. If a company’s IT operations staff is able to predict when they will be running low on storage; identify bottlenecks in the WAN; identify potential performance enhancements; and reduce potential issues by not over-stressing resources using predictive analytics, then it can dramatically increase the scalability and agility of its business and allow it to take on more customers or provide more services.

From a cost perspective, accurate knowledge of future resource requirements, particularly storage and power, enable IT to make the right purchase at the right market conditions and maximize the return on every dollar spent. These kinds of capabilities are no longer optional for thriving concerns, instead they are critical to competing in the 21st century.

Predictive Analytics in the Future

As predictive analytics becomes more prevalent and more businesses open up to the idea of using it to help drive their growth, it will become imperative that predictive analysis becomes aligned with the company’s goals.

Businesses that provide on-demand services will increasingly tax IT Operations’ ability to provide the critical services in a scalable and highly available manner. Entire business models and supporting operations will be transformed overnight to adapt to changing business conditions and timelines will continue to shrink. Therefore, using predictive analytics will become critical to determining innovative ways to define and drive success not only in IT, but also for the entire business.

About Mark Lynd

In addition to his role as President and COO of Firescope, Mark Lynd is the chief architect of all FireScope solutions. Lynd previously served as Global CTO at Lone Star Funds\Hudson Advisors, a multi-billion dollar global private equity firm. He served six years as CEO of Vectrix, a venture-backed company and has served in various executive, senior and technical management roles with Metromedia, Perot Systems, Amerada Hess, DC Systems and GTE, with more than 23 years of experience in IT, information security, media and ITSM. Mark holds a Bachelor's degree from the University of Tulsa, along with industry certifications such as the CISSP, ISSAP, ISSMP, PMP and CEH. He was named an Ernst & Young's "Entrepreneur of Year - SW Region" Finalist. Mark has served and serves on several corporate boards including FireScope, SMU's Cox School of Business, Vectrix and others. Mark served honorably in the United States Army's 3rd Ranger Battalion, and the 82d Airborne Division.

Share this

The Latest

July 18, 2019

Organizations that are working with artificial intelligence (AI) or machine learning (ML) have, on average, four AI/ML projects in place, according to a recent survey by Gartner, Inc. Of all respondents, 59% said they have AI deployed today ...

July 17, 2019

The 11th anniversary of the Apple App Store frames a momentous time period in how we interact with each other and the services upon which we have come to rely. Even so, we continue to have our in-app mobile experiences marred by poor performance and instability. Apple has done little to help, and other tools provide little to no visibility and benchmarks on which to prioritize our efforts outside of crashes ...

July 16, 2019

Confidence in artificial intelligence (AI) and its ability to enhance network operations is high, but only if the issue of bias is tackled. Service providers (68%) are most concerned about the bias impact of "bad or incomplete data sets," since effective AI requires clean, high quality, unbiased data, according to a new survey of communication service providers ...

July 15, 2019

Every internet connected network needs a visibility platform for traffic monitoring, information security and infrastructure security. To accomplish this, most enterprise networks utilize from four to seven specialized tools on network links in order to monitor, capture and analyze traffic. Connecting tools to live links with TAPs allow network managers to safely see, analyze and protect traffic without compromising network reliability. However, like most networking equipment it's critical that installation and configuration are done properly ...

July 11, 2019

The Democratic presidential debates are likely to have many people switching back-and-forth between live streams over the coming months. This is going to be especially true in the days before and after each debate, which will mean many office networks are likely to see a greater share of their total capacity going to streaming news services than ever before ...

July 10, 2019

Monitoring of heating, ventilation and air conditioning (HVAC) infrastructures has become a key concern over the last several years. Modern versions of these systems need continual monitoring to stay energy efficient and deliver satisfactory comfort to building occupants. This is because there are a large number of environmental sensors and motorized control systems within HVAC systems. Proper monitoring helps maintain a consistent temperature to reduce energy and maintenance costs for this type of infrastructure ...

July 09, 2019

Shoppers won’t wait for retailers, according to a new research report titled, 2019 Retailer Website Performance Evaluation: Are Retail Websites Meeting Shopper Expectations? from Yottaa ...

June 27, 2019

Customer satisfaction and retention were the top concerns for a majority (58%) of IT leaders when suffering downtime or outages, according to a survey of top IT leaders conducted by AIOps Exchange. The effect of service interruptions on customers outweighed other concerns such as loss of revenue, brand reputation, negative press coverage, or the impact on IT Ops teams.

June 26, 2019

It is inevitable that employee productivity and the quality of customer experiences suffer as a consequence of the poor performance of O365. The quick detection and rapid resolution of problems associated with O365 are top of mind for any organization to keep its business humming ...

June 25, 2019

Employees at British businesses rate computer downtime as the most significant irritant at their current workplace (41 percent) when asked to pick their top three ...