The Research Paper explains how to predict the Arab Spring and the Next Cyber

"specific triggers for how and when instability would lead to the collapse of various These regimes can not always known and predictable ... We are not clairvoyant "- James Clapper, director of national intelligence, told the congressional committee in February 2011 that U.S. intelligence agencies believe he did the best they could to monitor the Arab Spring protests.Here's what we know. : some incidents of trouble incite violence, political and social changes, or trigger a series of cyber attacks. The other, a situation that appears to be similar to fade quietly without hitting the masses foolishness. We just can not tell which events are changed ugly.What if you can predict dangerous incident as early? Researchers at Sandia National Laboratories developed an early warning system to alert officials to politically motivated cyber attacks or other threatening activities in the world.In paper (PDF) released late last year, "Proactive Defense for developing Cyber ​​Threat, "Sandia tagapagpananaliksik Richard Colbaugh and Kristin Glass outline computer models say they monitor the Internet to identify the volatile situation weeks before they go south, the" perfect accuracy. "Husband-wife team since 2009 learning how to spread information through social networks to influence behavior. Several predictive models built using the latest analytical approach, with a twist: Colbaugh and Glass map how anger is an extensive conversation with Internet.Most digital efforts depends on the amount of precognition. If the words or phrases mentioned most often, signal an emerging trend and possible opportunities. While the information may be enough for retailers who bet to see "steampunk" is the next hipster hobby that spymasters called Translation: "non-actionable intelligence" not enough detail in the Sandia Act.The researchers solve the problem by Device software trace convoluted way conversation on the internet. They began by tracking the number of times out a particular phrase, use a website that tracks the day-to-day memes sort of early warning system. Their algorithm then takes the data and analyze the relationship between social networks and membership information and influence over each other. Their approach works, Colbaugh said, because it is a combination of social sciences (human power should influence the others) and computer science (the power of Big Data). Study of past events-Duo-34 was analyzed to find the model they unfailingly choose the situations where virtual vitriol exploded into action. "We pay attention not only to communicate, but also how the chatter spread through the network," said Colbaugh.The model that does not require huge investments. Researchers usually run the program over the weekend to $ 10,000 workstation.US Intelligence, embarrassed by the unexpected events that led to the Arab Spring and the historic changes in the region, working with open source tools (PDF ) to make them more prescient about world events. "If I DOD, I want to be best friends with researchers," said Marc Maiffret, chief technology officer of security provider BeyondTrust.The Sandia research interests developed as a method to detect and track emerging social and political events. "Think of the Arab Spring kind of thing," wrote Colbaugh, in an e-mail follow-up. There continues to work at Sandia algorithm "hardening" so that the program can operate without human supervision.For much now, apparently no attempt to use the model to develop a defensive weapon against cyber attacks. Research, Colbaugh shows, is in the public domain and will not be difficult for a large company concern cyber attacks, said the financial services, to change its model use.The Department of Defense, Homeland Security, and Boeing (BA) are listed in the role as sponsor of the Sandia study. DOD and the National Security Agency did not respond to several requests to discuss the role. Boeing, the sponsor only company listed in the paper, did not respond to e-mail requests for interview.Encouraging as emerging research, it is designed to replace the security tools that exist in cyber or traditional methods intelligence gathering. It is best used to zero in on the public chat because, your not alone Web-modus operandi of cyber criminals or state-sponsored pros like John Pescatore, director of emerging security technologies for the SANS Institute , pointed out: "They are not going to yak about social media" Right., but other cyber weapons require quite a lot of rambling to get started. Hacktivists preferred weapon is a denial-of-service (DDoS) attack, which is a type of attack that tested Sandia study. A DDoS attack because it requires coordination involves paralyzing web site by having many computers to send mountains effective data server crash, then refuse service to others. But computer security experts warn and author, Bruce Schneier, the model should be considered at least Sandia research is moving in the right direction "one tool of many.", Said security experts. "The threat intelligence no longer a lagging indicator," says Christopher Ling, senior vice president at Booz Allen Hamilton, who led the military intelligence unit of the company. In Boaz, he said, they are working on a similar approach. "This is the first step," he said Sandia's work. "We need a much more sophisticated analysis."

Obamacare Offers Coverage Sweatshop Labor. They Buy?

How many people are newly eligible to purchase corporate health plan next year you actually do it? It is one of the many questions about health care reform that we do not know the answer. Important for several reasons. First, the company offers health coverage on the hook for most of the 'premium their workers, so the number of people who sign up will affect their costs. It is of particular concern to small businesses that provide health benefits for the first time.Second, premium law considered "affordable" (ie, less than 9.5 percent of the labor income) may still be too expensive to attract workers to buy. Imagine a low-wage restaurant workers or retail stretch to pay for gas housing, food, and other necessities. The workers are not going to be 5 percent of their income to buy health plans to leave the company. And if younger, healthier workers forget about coverage, adverse selection means that someone else will pay more.A new report today from ADP Payroll providers offer some guidance on how this can play. The graph above, based on data from ADP client, showing how workers who drop off the work plan as a premium eating a larger portion of their salaries. Workers began to opt out of the health plan premium costs employers when they began to take more than 3 percent of their income, ADP data showed. This is starting to happen with individuals who make less than $ 40,000 per year and will be more apparent due to a decrease in wages. "If you think about 2014, because it is a great experiment," said Christopher Ryan, vice president of ADP Strategic Advisory Services. "Many millions of people will have the opportunity to purchase the benefits you had before. But the real question is, can they afford it? They really show? "ADP data do not provide a perfect model for what happens in the next year. Individuals who do not purchase coverage fined only in the year 2014. Starting at $ 95, or 1 percent of income (whichever is greater), and a year later increased to $ 695, or 2.5 percent of revenue. Premium tax deductible, while the good is not. However, the graph shows that offer coverage for low-income workers may not be enough to get them insured.

This happens every Spring and All

clever little comedy chemistry professor (Milland) accidentally discovered the chemical that causes the ball to avoid all wood surfaces, especially baseball bats. He took time off from academics and start pitching career is skyrocketing. A most pleasant, unpretentious picture.-pass Every Spring (1949) in 2009, Leonard Maltin's Movie Guide (2008, Signet) interruption collected together to form chemicals (fictional) " methylethylpropylbutyl, "which then applies to most baseball this. Happens Every Spring, when I saw one that WikipediaBy understated gem Maltin, dated. Now this is the way the date. (You can see a future star on Gilligan Island?) Where I grew up, spring occurs around the second week of June. The week before, NBC Saturday Night Movie will launch the baseball season with a simple classic.I bring this up because of a certain age, I was fascinated by the impossibility, anxiety, and Valentine Davies script happy ending. (Davies worth a read heart Think: Miracle on 34th Street.) Spring has fascinated our fearless leaders in Washington are looking for a small methylethylpropylbutyl.There impossible. There was tension. Are you looking happy isolated ending.They have exactly one hope.It Spring.Too often looks foolish and recently in Washington happens every spring. Discuss.

Calculating the True College degree value

How much does a college degree really worth? The eternal question asked by every former English, philosophy, and art history major now answer some countries. For students of the University of Virginia, to pay $ 60,300 for the approach, on average, 18 months after graduation, rather than sociology ($ 33,154), or worse, biological ($ 27,209). In Tennessee, Dyersburg State Community College graduates with a bachelor's degree in health generates about $ 5,000 more on average than someone who majored in health and took a degree at the University of Tennessee in Knoxville, the state schools very. With skyrocketing tuition and student debt and dim job prospects waiting for many graduates, the state attempted to show people back what they realistically expect to invest at a level of public universities. That is why Virginia, Tennessee, Arkansas, and collect data on the salaries of their graduates and post them online CollegeMeasures.org, a website run by a former Bush administration education official. The database, which does not display the name or other identifying information, show the students how much money they can expect to earn based on large school they choose. Colorado, Nevada, and Texas will start using it in early 2013. "The we want is for students to make decisions," said Tod Massa, director of policy research and data warehousing in Virginia State Board of Higher Education. Massa, who will push for a database for years, with little success until 2011, when the Virginia legislature passed a law mandating that the state publishes salary data for graduates of all colleges and universities, public and private. Schools' need to coordinate the level of loans students have [students] tend to ability to pay, "said Massa. Running the Virginia share information CollegeMeasures and its own website, which publishes the data for graduates in five years the federal government school.The tried, but failed, to do something similar. In 2005 the U.S. Department of Education floated the idea of ​​collect notes from college students to measure student performance and compare it with the data work. Measures are required by an act of Congress, but the Bush administration dropped the idea after protests from civil liberties and schools are concerned about the privacy of students. In 2008, Congress banned collection of transcript of the Ministry of Education. Americans, though, does not comply with the ban. To gather their data, both higher ed and Virginia CollegeMeasures appropriate council department 'notes of the students of their wages held unemployment insurance program state. (Only graduates working in state salaries are recorded in the database.) Mark Schneider, president CollegeMeasures, said protecting the identity of the people 'by not publishing information about academic programs with fewer than 10 graduates. Plus, Social Security numbers removed from the records before making their website Schneider. However, the school concerned file sharing may lead to privacy violations. "People are not told what they did with the records," said Sarah Flanagan of the National Association of Independent Colleges and Universities, walking group in Washington. College administrators say the collection of data will prevent students from majors such as English, philosophy, and art history. They fear that these countries can also use the data to reduce public funding for programs with low income prospects. "All that counted does not necessarily count," said Flanagan. "There are many things of value that provides high-quality education can not be reduced to a number or data points." Meet Schneider data publishing his best viewed with a critical eye. A student with a nursing degree from a two-year college can be more than a year after graduating from an English major at a liberal arts school, he said, but over the span of a career , those with a bachelor's degree will end up making more than the degree of relevance. Database also excludes federal employees and self-employed. In some cases, higher wages may be a result of the higher cost of living in the areas in which new graduates looking for work. Sen. Ron Wyden (D-Ore.) and Marco Rubio (R-Fla.) has proposed legislation to force all 50 states to disclose salary data for graduates of public and private schools. Bill has not gone anywhere, but Schneider said he thinks Congress will come around. "People look at higher education in a way that is completely different than the usual." Bottom line: Before choosing college majors in the country, students in three countries can go online to see how much money you make new graduates.

The Problem May 2 Percent GDP Growth

market have a nice surprise on Friday morning when the Commerce Department reported that the U.S. economy will grow 2 percent (PDF) in the third quarter. It is better than the consensus estimate of 1.8 percent of economists surveyed by Bloomberg, and a good bit stronger than the 1.3 percent pace in the second quarter. Investors were clearly disappointed expectations, the Dow Jones showed nearly 25 points during the first few minutes in the morning trade. But as they dig into the numbers, they were surprised smile turned into a grin, and a sell-off that lasted for nine days continuously apace.That 'because the number of sections 2 percent looks much better than it actually is, which is scary because 2 percent is not exactly stable to begin with. "Wan" may actually be redundant. It is clearly not enough to eat growth rate at 7.8 percent unemployment life. Or generate enough tax revenue to reduce the deficit. A good chunk of that growth of 2 percent from a strange surge in defense spending to mask some major pretty ugly, especially on the business side things.After fell for eight previous quarters, total consumption government and investment grew 3.7 percent during the third quarter. Much of that comes from the federal government, which increased 9.6 percent. And most of that is from national defense spending, which surged 13 percent, after a string of three straight quarterly contraction of 0.2 percent, 7.1 percent, and 10.6 percent return in the fourth quarter of last year. That's a head-scratcher for many economists. Julia Coronado, chief North American economist for BNP Paribas (BNP), said he and his team are called the Bureau of Economic Analysis on Friday morning to ask about the blip in defense spending. "They say this category associated with the maintenance," said Coronado.Given withdrawals in Iraq and Afghanistan, defense spending has so far this fiscal year under the budget, Coronado said: "So they use or lose "That spending has gone to any of the planes and tanks of other types of equipment in the field .. Given the automatic cut in defense with fiscal cliff, it may be a little last hurray for defense contractors. Sudden surge in spending on national defense and encouraging investment at a time adjusted annual rate of $ 807.8 billion to $ 834.6 billion. "The idea that we have collected a large number of defense budget for the first quarter is not positive for the economy," said Mike Englund, chief economist for Action Economics. "Excellent find the headline figures to 2 percent, but certainly depleted defense increasing activity in the fourth quarter." So this case "Chicago" at the White House goosing the numbers in the top- up to the election, such as Jack Welch is not so subtly hinted after work surprise earlier this month? Not a chance. "This is a big difference between Jack Welch administrative claim Cook's book," Englund said. "It's completely different animal." Defense spending tends to be thick, because it is mostly for big-ticket stuff. Purchase of additional aircraft or tank could spike in spending by several hundred million dollars. According to Englund read about the data, spending rose in May and June, razed in July and August, and then rose again in September. The understanding of the volatility that is a "problem sifting through large procurement projects went through," said Englund.This also seen situations where the lack of resolution regarding the fiscal cliff Obama administration seems to have benefited less than two weeks before the election. Defense analyst Michael O'Hanlon, a senior fellow at the Brookings Institution, wrote in an e-mail: "Looming absorption convince people to complete a contract with the power of last year's budget so that it will not take risk begins lost. "In other words, smoke 'em while captured' em.More disturbing, though, is how bad the investment business will continue to grow. Spending on equipment and software is completely flat from last quarter. The last time that happened in the second quarter of 2009, during the recession fully teeth. Meanwhile, the consumer really dizzy, sharpen differences with melancholy. Private consumption rose 2 percent. Cars and trucks will continue to fly numerous car sales grew at an annual rate of 14.9 million, which was the fastest since March 2008. Consumer sentiment is higher than this since September 2007. That is just plain weird. Ignorance, it seems, really is bliss. Coming fiscal cliff looming just a few months away, the consumer is "happy to realize," said Coronado. "That humming along the cliffs do not understand what this means or how they will be affected."

To Tax or Not to Tax Overseas Cash Hoards

Updated the time frame in which $ 187 billion of accumulated foreign earnings abroad, and to clarify where and when government officials proposed a minimum tax rate that can be paid to the state foreign countries to free the company from having to pay U.S. taxes. One little mentioned the subject of debate on how to meet the $ 16000000000000 sovereign debt crisis a boon to other countries and how companies are taxed on them. Because the tax code currently allows companies to defer taxes on foreign earnings, Bloomberg estimated to grow by $ 187 billion in 2011, many chose to stay abroad without certainty than paying the IRS, the a rate of 35 percent, to repatriate the money. Said Kimberly Clausing, an economics professor at Reed College, lost to the U.S. Treasury $ 90000000000 (PDF) in 2008 as a multinational corporation legally avoid paying taxes by leaving the money in overseas.Staffers Senate Subcommittee on Investigations recently discovered that Microsoft posted three catches in offshore subsidiaries, the accounting approach according to the researchers of the Senate allows the company to shave of $ 6500000000 of the tax bill for the last three years. Subcommittee also reported that HP has a child overseas loans to the parent company in the U.S., a way to transfer money home without having it taxed, the sub-commission. My colleague Jesse Drucker Bloomberg News reported 2007-2009, Google avoided paying $ 3.1 billion in foreign tax profits.The left-leaning advocacy group Citizens for Tax Justice estimated that if all income from earnings abroad companies' Collected, Treasury raised $ 583 billion over 10 years. That is not a huge amount, but it is not necessarily optimal facing Obama and Mitt Romney either.President propose a different plan for addressing repatriation. Romney said the donor during this summer that big business is "fine in many areas. ... They know how to find a way to get through the tax code, save money by placing various objects in an area where there is a low-tax havens in worldwide for their business "(Romney also has some own wealth offshore accounts and. Was told not to reduce his tax bill) Romney and Ryan want to lower the corporate rate to 25 percent and install the territorial tax system, where foreign income is not taxed at all when they return to the U.S. strategy ". actually encourage American companies to bring overseas profits back where they can use to hire new employees for or invest in a new plant at home, "said Romney spokeswoman Andrea Saul me.Obama plan would reduce the corporate rate to 28 percent and force the company to pay taxes on their foreign income to the IRS each year. There is one exception: If a company has to pay the minimum price of a particular tax to a foreign country, the company does not owe U.S. tax. But the president has not spelled out what is the minimum level. Rebecca Wilkins, a tax lawyer with the Citizens for Tax Justice, tells me that at the meeting of the group and others in the White House this year, administration officials floated the possibility of a 20 percent rate. Critics of the proposal say if level is set too low, the plan could prevent the money from the U.S. back to the company shores.When given tax holiday in 2004, they were allowed to repatriate profits of 5.25 percent -The Congressional Research Service found that companies use extra money to pay dividends, among others, but not to create jobs. Clausing of Reed College argued that the territorial system will encourage more companies to shift profits overseas because they can take them home tax-free, tax-free makes it more attractive than the current are.Romney and other support from the territorial state tax system that most foreign income taxes, puts the U.S. at a competitive disadvantage. But these countries also have strict policies and policing strategy intended to prevent the company from profit to assign children abroad, said Wilkins. However: the European Union, which has a territorial system, is considering leaving for the very reason Romney and Ryan said the United States should sign it-EU countries had a hard time getting the company repatriate profits.Obama could not push his company improved tax through Congress this year. Also can get Democrats to sign the company's tax plan Republican Representative Dave Camp of Michigan reform, which is exempt 95 percent of overseas revenue from company taxes. If the problem resurfaces in budget negotiations are expected to panic after 6 November, brace for battle.

A Bonds deficit back Derivatives bet

Starting next year, the new rules will force banks, Hedge funds and other traders to support more of their bets on derivatives markets 648000000000000 USD to post collateral. While the rules are designed to prevent another financial crisis, the Treasury bonds and other shortcomings of the top-rated debt to use as collateral could undermine efforts to make the system more secure. Derivatives allows consumers to bet on the direction of currencies, interest rates, and the market, insuring against default on the bonds, or lock in prices of commodities. The new guidelines root in the 2010 Dodd-Frank Act, passed in reaction to the imminent collapse of the financial system in 2008, due in part because of the derivative contract is not backed by collateral. American International Group (AIG) requires a $ 182.3 billion bailout from the U.S. government after failing to make good on derivatives trading by some of the largest banks in the world. In response, Congress has required that the majority of privately negotiated derivative transactions, known as the trading of over-the-counter through clearinghouses. For Clearinghouses, powered by companies such as Chicago-based CME Group (CME) and LCH.Clearnet Group based in London, making the warranty of entrepreneurs, including government bonds, which can be confiscated and easy- converted into cash to cover defaults. Traders may need from $ 2 trillion to $ 4 trillion in additional collateral to meet the new requirements, according to Timothy Keaney, CEO of BNY Mellon Asset Services. The problem is to find all the high-grade debt. With U.S. $ 10.8 trillion in Treasuries outstanding at the end of August. Other countries, including Japan and the European countries rate AAA or AA, with about $ 24 trillion of debt in the second quarter of 2011, according to the April report of the International Monetary Fund. They Sun is in heavy demand from central banks and solution investors.The:At least seven banks plan to allow customers to exchange low-rated securities that do not meet these criteria, in exchange for loans Treasuries or the same ownership are eligible, a process called "; collateral change" scheme that allows investors to assets that do not meet the standards clearinghouse for corporate bonds, mortgage or mortgage- relevant securities to banks in exchange for loans of Treasuries. Investors then post-Treasuries, which changed the collateral for clearing. Banks earn fees plus interest, and investors are obliged at some point to restore Treasuries. As a result, the guarantee rented.That increasing concerns among the investors, bank executives, and academics that are intended to prevent the risk of hiding instead. "We just kept piling on a lot of operational risk we convert a form of security to another," says Richard Prager, head of global trading at BlackRock (BLK), the world's largest asset manager. JPMorgan Chase (JPM) and Bank of America (BAC) will Mapping market their new mortgage-changing table, company executives said. Other banks confirmed that they plan to offer services as well, including the Bank of New York Mellon (ak), Barclays (BCS), Deutsche Bank (DB), and State Street (STT). "The change of the collateral is a client service that does not hide the risks," said Jennifer Zuccarelli, a spokeswoman for JPMorgan Chase. "It is a form of short-term secured loan, which is always an important part of the capital market, subject to strict capital and liquidity rules and fully transparent to regulators." Goldman Sachs Group (GS) is also planning offering of collateral changes, a person with knowledge of the matter. A spokesman for the bank declined the comment.For bank, securities lending market expanded to make billions of dollars in costs, even as the industry is facing shrinking revenues due to increased reporting and regulatory competition Prices in derivatives trading, according to a report from consulting firm Oliver Wyman Group. At the same time, they could suffer losses if a default dealer and took his bail. In this case, the banks were left holding losing Treasuries and low levels of bond traders, changing the collateral posted. New bank business loan '"smells like," said Anat Admati, finance and economics professor at the Stanford Graduate School of Business who studies markets and trade and bank regulators recommend systemically important companies. "The goal of the initiative is that the derivatives derivatives can hide a lot of risk," says Admati. "Now they just shuffle the risk around."