Data & Analytics

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Data Analytics Makes the Transition From Novelty to Commodity

Business is nearing a tipping point in which the use of data analytics is becoming routinely adopted. While widespread adoption of analytics will mean that it offers less competitive advantage to companies, it also means that the business environment overall will change. Information systems expert Sam Ransbotham identifies four key changes that businesses need to consider now.

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Does Your Company Collect Data — Or Hoard It?

As it has become clearer that data offers value to companies, some organizations are tempted to take a “more is better” approach. But there’s a fine line between collecting data that offers value and hoarding data, which ultimately proves counterproductive. Ransbotham’s Three Laws of Data Collection offer guidance.

Randy Bean
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Big Data Fatigue?

Some people suggest that the concept of “big data” is nearing the end of its fifteen minutes of fame. They couldn’t be more wrong — because big data isn’t just about managing social media, unstructured data or massive data sets. It is an approach to data and analytics that finds new ways of looking at information — and it’s here to stay.

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Crafting Health Care’s Future at Kaiser Permanente

Dr. Yan Chow is a director in the Innovation and Advanced Technology group at Kaiser Permanente. While a physician with over two decades of primary care clinical practice experience, Dr. Chow also has a keen interest in technology (he’s founded several technology startups). His areas of expertise: health care IT innovation, telehealth, big data and analytics. Here, he talks about innovation and the future of health care.

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Capitalizing on Data by Building Organizational Capabilities

The idea is simple: develop a methodology that ties patient outcomes to provider fees so that clinicians are rewarded when patients’ health improves. Making it happen is a lot more complicated. When WellPoint undertook this task, it discovered that there was more to it than simply the challenge of applying data analytics technology — the company’s innovation processes had to be reinvented.

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Technology Solutions for Health Care Need a Continuous Process

It’s no secret that the fee-for-service model in U.S. health care is a driving factor in spiraling costs. WellPoint’s innovative plan to shift to a value-based payment plan may prove to be a key innovation that keeps a lid on those costs. But as commentator Sam Ransbotham points out, their effort to change the payment system also highlights a need for process changes at WellPoint itself.

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The Digital C-Suite

A new study finds that executives at large companies are unhappy with their digital strategies and ability to make decisions on technology. The problem? Lack of cohesion and coordination among departments. Having all C-level executives engage with technology and digital business strategy might be the answer.

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A New, Analytics-Based Era of Banking Dawns at State Street

Change does not come easy to established institutions, particularly when they count their longevity in centuries rather than decades. Yet in the wake of the global financial crisis, State Street Bank has elected to revamp 200+ years (and counting) of banking practices in favor of a data-driven, analytics-based business model. In doing so, it created a new business, SSGX — and initiated significant cultural changes.

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The Analytics Mandate

Based on a global executive survey with 2,000+ respondents and interviews with more than thirty executives, MIT Sloan Management Review and SAS Institute Inc. report that analytics has become a common path to business value. Organizations are now being challenged to step up their use of analytics, whether they are just getting started or are seasoned practitioners. The implications for industry competition are coming into focus—companies that incorporate analytics into their culture are finding success in the new digital era.

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In Sports, It’s Quants Versus Managers

There have been a number of stunning sports upsets that make it clear that the lines are fading between intuition and experience on the one hand, and data and analytics on the other. Where the “gut” instinct of managers and owners once ruled, analytic insights are fast becoming a standard part of the playbook. What’s at stake? Seemingly everything: trophies, revenues, funding and fans, not to mention the sheer thrill of victory. That’s particularly the case in elite professional sports.

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Preparing Analytics for a Strategic Role

The way health care is billed in the U.S. system is part of the reason costs are so high. WellPoint, one of the largest providers of health care benefits and insurance in the U.S., is using analytics to change its provider payment system. The goal: promote a health care system based on value, not the volume of services. This Data & Analytics Case Study takes an in-depth look at how WellPoint went from idea to implementation, working with physicians and IT staff to build its Enhanced Personal Health Care program.

Thomas H. Davenport
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Harnessing Quant Power

A new book by Thomas H. Davenport and Jinho Kim says that if companies can’t turn all the data they’re swimming in into better decision making through quantitative analytics, they’re “probably creating suboptimal performance.” The book, Keeping Up with the Quants: Your Guide to Understanding and Using Analytics, is geared toward executives who are not analytics experts but whose jobs require them to deal with those who have such expertise, both inside and outside their organizations.

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Elevating Data, Analytics to the C-Suite

The former senior vice president of vendor analytics at Bank of America is now chief analytics officer at Bank of America Merchant Services. While Merchant Services is technically a separate business, Douglas Hague’s ascension to the C-suite is notable in that it’s one of the first analytics roles to report directly to the CEO at Bank of America Merchant Services. That has some implications for strategy and for long-term planning.

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Rent The Runway: Organizing Around Analytics

For the fashionista who lacks the budget to buy fabulous designer dresses, there’s a solution: Rent one.

Rent The Runway rents occasion dresses. The company caters to its fashion forward clientele through unique services, including on-call stylist advice and customer’s “style moment” photos, parsed by measurements.

These services are, in no small measure, what sets Rent The Runway apart from its small pool of competitors. They’re are also driven by data and analytics.

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ComScore: The Art and Science of Big Data, From the Inside

While comScore is among the world’s biggest data purveyors — the digital measurement and analytics company has collected about 14 petabytes of online data from around the globe, about 20 terabytes a day — it still has to execute on all that data internally, in order to be successful externally.

This, it turns out, is where a lot of organizations stumble: Capturing the value in big data.

A recent report by MIT Sloan’s Center for Information Systems Research (CISR) details how comScore organizes its assets to create value from big data.

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Better Decisions with Smarter Data

Part of that gap between the pressure to be more data-driven in decision making, and a lack of useful data, says Grenoble University researcher Ali Fouladkar, can be explained by the fact that while data analysis has led to competitive advantage for some organizations, decision makers are often presented with noise-filled big data.

What they need instead is smart data.

The problem in getting to smart data in an era of big data is part technological and part training.

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The Science of Managing Black Swans

In business, a black swan is neither a bird nor a ballerina — it’s a very rare convergence of factors that leads to catastrophe. New research suggests that by exploiting all types of data, managers can help prevent some black swan events, and reduce the hazards of other risky blind spots. The caveat: less intuition; more data.

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Luminar Insights

Facing headwinds from a shifting media industry, executives at Spanish-language broadcasting company Entravision recognized the need to innovate their business model. To get there, they created Luminar, a big data insights division that utilizes about 2,000 external data points to deliver customized, transaction-based insights to marketers about Entravision’s Latino audience. The fastest-growing U.S. demographic, Latinos have amassed buying power worth more than a trillion dollars annually.

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Video: Leveraging Analytics to Transform a Traditional Broadcast Business

Using big data technology, Luminar is helping to transform its parent company, Entravision, beyond its broadcasting roots. With a data store of 50 million Latino adults with transactional records from 2,000 sources, Luminar has insights on 65% of the US Latino adult population. Luminar is able to provide new, relevant insights to advertisers and marketers interested in reaching the Latino consumer, and in the process change Entravision from a broadcast company to an insights company.

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