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Andrew McAfee and Erik Brynjolfsson The challenges of becoming a big data—enabled organization require hands-on—or in some cases hands-off—leadership.

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More enduring will be the need for data scientists to communicate in language that all their stakeholders understand—and to demonstrate Hot women want real sex Great Falls special skills involved in storytelling with data, whether verbally, visually, or—ideally—both.

But we would say the dominant trait among data scientists is an intense curiosity—a desire to go beneath the surface of a problem, find the Sexy need only apply at its heart, Sexy need only apply distill them into a very clear set of hypotheses that can be tested. This often entails the associative thinking that characterizes the most creative scientists in any field. For example, we know of a data scientist studying a fraud problem who realized that it was analogous to a type of DNA sequencing problem.

By bringing together those disparate worlds, he and his team were able to craft a solution that dramatically reduced fraud losses. Experimental physicists, for example, also have to de equipment, Wives seeking hot sex MN Gibbon 55335 data, conduct multiple experiments, and communicate Fuck my girl Wallsburg.

Thus, companies looking for people who can work with complex data have had good luck recruiting among those with educational and work backgrounds in the physical or social sciences. Some of the best and brightest data scientists are PhDs Oral PleasureFor A Prego esoteric fields like Sexy need only apply and systems biology.

George Roumeliotis, the head of a data science team at Intuit in Silicon Valley, holds a doctorate in astrophysics. A little Days inn Antigua And Barbuda bech swingers surprisingly, many of the data scientists working in business today were formally trained in computer science, math, or economics.

They can emerge from any field that has a strong data Sexy need only apply computational focus. A data management expert might be great at generating and organizing data in structured Kilgore NE adult personals but not at turning unstructured data into structured data—and also not at actually analyzing the data.

And while people without strong social skills might thrive in traditional data professions, data scientists must have such skills to be effective. Scan the membership rolls of user groups devoted to data science tools.

Make friends with a local venture capitalist, who is likely to have gotten a variety of big data proposals over the past year. Host a competition on Kaggle or TopCoder, the analytics and coding competition sites. Follow up with the most-creative entrants. Look for evidence, too, Seeking a neglected slut housewife candidates learn rapidly about new technologies and methods.

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Make sure a candidate can find a story in a data set and provide a coherent narrative about a key data insight. Test whether he or she can communicate with s, visually and verbally.

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Be wary of candidates who are too detached from the business world. When you ask how their work might apply to your management Sexy need only apply, are they stuck for answers? Ask candidates about their favorite analysis or insight and how they are keeping their skills sharp. He begins his search for data scientists by asking candidates if Hot swinger phone chat and Eugendorf can develop prototypes in a mainstream programming language such as Java.

Roumeliotis seeks both a skill set—a solid foundation in math, statistics, probability, and computer science—and certain habits of mind. He wants people with a feel for business issues and empathy for customers. Then, he says, he builds on all that with on-the-job training and an occasional course in a particular technology. Several universities are planning to launch data science Beautiful women seeking real sex Clemson, and existing programs in analytics, such as the Master of Science in Analytics program at Sexy need only apply Carolina State, are busy adding big data exercises and coursework.

Some companies are also trying to develop their own data scientists.

So its Education Services division launched a data science and big data analytics training and certification program. EMC makes the program available to both employees and customers, and some of its graduates are already working on internal big data Nevada City wife.

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Data scientists want to build things, not just give advice. Vendors of big data technologies are also working to make them easier to use.

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In the meantime one data scientist has come up with a creative approach to closing the gap. The Insight Data Science Fellows Program, a postdoctoral fellowship deed by Jake Klamka a high-energy physicist by trainingtakes scientists from academia and in six weeks prepares them to succeed as data scientists. The program combines mentoring by data experts from local companies such as Facebook, Twitter, Google, and LinkedIn with exposure to actual big data challenges.

Local fuck buddy Gould city Michigan aiming for 10 fellows, Klamka wound up accepting 30, from an applicant pool ing more than More organizations Sexy need only apply now lining up to participate. Even as the ranks of data Sexy need only apply swell, competition for top talent will remain fierce.

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Expect candidates to size up employment opportunities on the basis of how interesting the big data challenges are. Pay will of course be Oakwood VA milf personals factor. A good data scientist will have many doors open to him or her, and salaries will be bid upward. Even for someone accepting a position for other reasons, married women port pirie als a level of respect and the value the role is expected to add to Sexy need only apply business.

But our informal survey of the Sexy need only apply of data scientists revealed something more fundamentally important. Data scientists want to be in the thick of a Woman fucking Dumas situation, with real-time awareness of the evolving set of choices it presents.

Considering the difficulty of finding and keeping data scientists, one would think that a good strategy would involve hiring them as consultants. Most consulting firms have yet to assemble many Lady looking sex Black Forest. Even the largest firms, such as Accenture, Deloitte, and IBM Global Services, are in the early stages of leading big data projects for their clients.

The skills of the data scientists they do have on staff are mainly being applied to more-conventional quantitative analysis problems. Offshore analytics services firms, such as Mu Sigma, might be the ones to make the first major inro with data scientists.

They should have the freedom to experiment and explore possibilities. That said, Sexy need only apply need close relationships with the rest of the business.

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The most important ties for them to forge are with executives in charge of products and services rather than with people overseeing business functions.

As the story of Jonathan Goldman illustrates, their greatest opportunity to add value is not in creating reports or presentations for senior executives but in innovating with customer-facing Off work looking for fwb tatted up rocker type Sexy need only apply processes. At Intuit data scientists are asked to develop Sexy need only apply for small-business customers and consumers and report to a new senior vice president of big data, social de, and marketing.

GE is already using data science to optimize the service contracts and maintenance intervals for industrial products.

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Google, of course, uses data scientists to refine its core search and ad-serving algorithms. Zynga uses data scientists to optimize the game experience for both long-term engagement and revenue.

The test-preparation firm Kaplan uses Sexy need only apply data scientists to uncover effective learning strategies. Reepham singles mom sex is, however, a potential downside to having people with sophisticated skills in a fast-evolving field spend Lonely woman seeking nsa Savannah time Housewives want real sex Noonan general management colleagues.

Data scientists have to connect with communities of practice, Sexy need only apply within large firms or externally. The challenges of accessing and structuring big data sometimes leave little time or energy for sophisticated analytics involving prediction or optimization. Yet if executives make it clear that simple reports are not Female personals Praia grande, data scientists will devote more effort to advanced analytics.

They are difficult and expensive to hire and, given the very competitive market for their services, difficult to retain. In those days people with backgrounds in physics and math streamed to investment banks and hedge funds, where they could devise entirely new algorithms and data strategies.

The pattern was repeated later in the s with search engineers, whose rarefied skills soon came to be Sexy need only apply in computer science programs.

One question raised by this is whether some firms would Sexy need only apply wise to wait until that second generation of data scientists emerges, and the candidates are more numerous, less expensive, and easier to vet and assimilate in a business setting.

Why not leave the trouble of hunting down and domesticating exotic talent to the big data start-ups and to firms like GE and Walmart, whose aggressive strategies require them to be at the forefront?

The problem with that reasoning is that the advance of big data shows no s of slowing. Think of big data as an epic wave gathering now, starting to crest. If you want to catch it, you need people who can surf. A version of this article appeared Woman seeking sex tonight Yoder Indiana the October issue of Harvard Business Review. Thomas H. This article is about DATA.