But for many other problems, the analysis can be done in memory.
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Spanos also sought investors who could help him solve problems of data analysis, technology, and marketing to a large organization, such as how best to approach, say, Bank of America (BAC).
GigaSpaces provides a commercial alternative that has also won fans among some Web, cloud computing and online gaming firms, as well as financial services and telecom players with very large data analysis problems.
That 10-15-year product development cycle john2011 alludes to still poses problems to speedy financial analysis and decision-making of this particular industry.
Dr Hand admires the meticulous work of Steve McIntyre, a mining consultant and blogger, who unearthed statistical problems in another climate analysis.
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Bextra, a drug that was similar to Vioxx, was linked to heart problems by one such analysis and has since been pulled from the market for serious skin side effects.
Mike Shedlock of Global Economic Trend Analysis was the first to pick up several problems with the details of the report and his analysis is worth a read.
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In the past three months the FDA has slapped cautionary labels on sleeping pills and yanked Novartis' constipation drug Zelnorm after that company's analysis showed heart problems.
The biggest-selling diabetes drug in the world dramatically increases the risk of heart attacks and death from heart problems, according to an analysis by a top cardiologist published online in The New England Journal of Medicine.
In the past three months the FDA has slapped cautionary labels on sleeping pills and yanked Novartis (nyse: NVS - news - people )' constipation drug Zelnorm after that company's analysis showed heart problems.
This type of study, known as a meta-analysis, can highlight problems that no single study typically can.
The ideal for this sort of analysis and many other problems would be to have both types of information available in one system.
At the very best, the first hints of these problems came from a re-analysis of data--an unreliable technique--two years after the drug had been on the market.
Rather, its optimized for data analysis and pattern recognition problems.
Now such "distributed processing" is beginning to solve thorny business problems, from complex graphics to risk analysis to design.
The analysis of such data poses problems beyond mere volume control.
The need is for multi-skilled, multi-disciplinary teams that can do everything from planning and training, through design and execution, to monitoring and evaluating programs, and can work in the complex overlapping space among all these problems, from the strategic and risk analysis level right down to field execution.
For example, Monte Carlo analysis is used for solving complex problems where mathematical formulas typically fall short.
Also likely in 1999: drives that use predictive failure analysis to warn you of hardware problems that could hasten a crash.
Certainly, there are glitches with Dr Lisi's analysis and some of the truly fundamental problems that plague more conventional work remain.
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When it comes to analysis, enterprises are often faced with two classic problems.
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As Dr. Gigerenzer sees it, complex problems do not necessarily need complex solutions, and more detailed analysis does not necessarily improve a decision, but often makes it worse.
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The problems began back in April when people began taking notice of negative analysis from Edward A. Zabitsky, of Toronto-based ACI Research.
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