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Statistical validation of results, as Shaffer described it, simply involves testing the null hypothesis: that the pattern you detect in your data occurs at random. If you can reject the null hypothesis—and science and medicine have settled on rejecting it when there's only a five percent or less chance that it occurred at random—then you accept that your actual finding is significant. The problem now is that we're rapidly expanding our ability to do tests. Various speakers pointed to data sources as diverse as gene expression chips and the Sloan Digital Sky Survey, which provide tens of thousands of individual data points to analyze. At the same time, the growth of computing power has meant that we can ask many questions of these large data sets at once, and each one of these tests increases the prospects than an error will occur in a study; as Shaffer put it, "every decision increases your error prospects." She pointed out that dividing data into subgroups, which can often identify susceptible subpopulations, is also a decision, and increases the chances of a spurious error. Smaller populations are also more prone to random associations. In the end, Young noted, by the time you reach 61 tests, there's a 95 percent chance that you'll get a significant result at random. And, let's face it—researchers want to see a significant result, so there's a strong, unintentional bias towards trying different tests until something pops out. Young went on to describe a study, published in JAMA, that was a multiple testing train wreck: exposures to 275 chemicals were considered, 32 health outcomes were tracked, and 10 demographic variables were used as controls. That was about 8,800 different tests, and as many as 9 million ways of looking at the data once the demographics were considered.

Stack was upset that §1706 did precisely what it was designed to do: Deprive him of the chance to exploit independent contractor status to avoid paying taxes through non-filing or through the understatement of income, overstatement of deductions, and avoidance of income tax withholding. In spite of the overwhelming advantages attendant to employee status, Joe Stack desperately wanted to be treated as an independent contractor for one simple reason: It would have made his tax protesting easier.4 Footnotes: ¹  We have met many taxpayers who worked as independent contractors for years without so much as a peep of protest until they realized, ex post facto, that it might have better for them to have been treated as employees. In our experience, workers tend to be content with their independent contractor status until one of the following happens: They get fired or quit They get hurt on the job They get sued for something they did while on the job They need a bank loan (and employment verification)  ²  If Stack had been an independent contractor and was subsequently “fired” by his principal, my hunch is it would have taken him less time to file a claim for unemployment compensation than it takes Apolo Ohno to finish short track. ³  Indeed, §1706 was included in TRA ‘86 because the CBO had estimated that the government was losing up to 30% of taxes because independent contractors were either not reporting all of their income on their tax returns or were claiming fraudulent or questionable deductions against that income. 4   Like all tax protestors, Stack knew that once the IRS had collected his taxes through payroll withholding it would never give it back to him based on previously refuted tax protestor arguments. Consequently, his only chance of avoiding taxes was to control his own tax payments and then use his frivolous arguments to evade or at least defer paying taxes.

We know that the Obama administration will not go after the banksters that created this global financial calamity. It has been thoroughly co-opted by Wall Street's fifth column, who hold most of the important posts in the administration. Europe has even more at stake and has shown somewhat more willingness to take action. Perhaps our only hope for retribution lies there.

Some might believe the term "banksters" is too mean. Surely Wall Street was just doing its job -- providing the financial services wanted by the world. Yes, it all turned out a tad unfortunate but no one could have foreseen that so many of the financial innovations would turn into black swans. And hasn't Wall Street learned its lesson and changed its practices? Fat chance. We know from internal emails that everyone on Wall Street saw this coming -- indeed, they sold trash assets and placed bets that they would crater. The crisis was not a mistake -- it was the foregone conclusion. The FBI warned of an epidemic of fraud back in 2004 -- with 80% of the fraud on the part of lenders. As Bill Black has been warning since the days of the Saving and Loan crisis, the most devastating kind of fraud is the "control fraud," perpetrated by the financial institution's management. Wall Street is, and was, run by control frauds. Not only were they busy defrauding the borrowers, like Greece, but they were simultaneously defrauding the owners of the firms they ran. Now add to that list the taxpayers that bailed out the firms. And Goldman is front and center when it comes to bad apples. Lest anyone believe that Goldman's executives were somehow unaware of bad deals done by rogue traders, William Cohan reports that top management unloaded their Goldman stocks in March 2008 when Bear crashed, and again when Lehman collapsed in September 2008. Why? Quite simple: they knew the firm was full of toxic waste that it would not be able to continue to unload on suckers -- and the only protection it had came from AIG, which it knew to be a bad counterparty. Hence on March 19, Jack Levy (co-chair of M&As) sold over $5 million of Goldman's stock and bet against 60,000 more shares; Gerald Corrigan (former head of the NY Fed who was rewarded for that tenure with a position as managing director of Goldman) sold 15,000 shares in March; Jon Winkelried (Goldman's co-president) sold 20,000 shares. After the Lehman fiasco, Levy sold over $6 million of Goldman shares and Masanori Mochida (head of Goldman in Japan) sold $56 million worth. The bloodletting by top management only stopped when Goldman got Geithner's NYFed to produce a bail-out for AIG, which of course turned around and funneled government money to Goldman. With the government rescue, the control frauds decided it was safe to stop betting against their firm. So much for the "savvy businessmen" that President Obama believes to be in charge of Wall Street firms like Goldman.

From 2001 through November 2009 (note the date -- a full year after Lehman) Goldman created financial instruments to hide European government debt, for example through currency trades or by pushing debt into the future. But not only did Goldman and other financial firms help and encourage Greece to take on more debt, they also brokered credit default swaps on Greece's debt-making income on bets that Greece would default. No doubt they also took positions as the financial conditions deteriorated-betting on default and driving up CDS spreads. But it gets even worse: An article by the German newspaper, Handelsblatt, ("Die Fieberkurve der griechischen Schuldenkrise", Feb. 20, 2010) strongly indicates that AIG, everybody's favorite poster boy for financial deviancy, may have been the party which sold the credit default swaps on Greece (English translation here). Generally, speaking, these CDSs lead to credit downgrades by ratings agencies, which drive spreads higher. In other words, Wall Street, led here by Goldman and AIG, helped to create the debt, then helped to create the hysteria about possible defaults. As CDS prices rise and Greece's credit rating collapses, the interest rate it must pay on bonds rises-fueling a death spiral because it cannot cut spending or raise taxes sufficiently to reduce its deficit. Having been bailed out by the Obama Administration, Wall Street firms are already eyeing other victims (and for allowing these kinds of activities to continue, the US Treasury remains indirectly complicit, another good reason why one shouldn't expect any action coming out of Washington). Since the economic collapse is causing all Euronations to run larger budget deficits and at the same time is raising CDS prices and interest rates, it is easy to pick off nation after nation. This will not stop with Greece, so it is in the interest of Euroland to stop the vampires now. With Washington unlikely to do anything to constrain Goldman, it looks like the European Union, which is launching a major audit, just might banish the bank from dealing in government debt. The problem is that CDS markets are essentially unregulated so such a ban will not prevent Wall Street from bringing down more countries-because they do not have to hold debt in order to bet against it using CDSs. These kinds of derivatives have already brought down an entire continent -- Asia -- in the late 1990s , and yet authorities are still standing by and basically doing nothing when CDSs are being used again to speculatively attack Euroland. The absence of sanctions last year, when we had a chance to deal with this problem once and for all, has simply induced even more outrageous and fundamentally anti-social behavior. It has pitted neighbor against neighbor -- with, for example, Germany and Greece lobbing insults at one another (Greece has requested reparations for WWII damages; Germany has complained about subsidizing what it perceives to be excessive social spending in Greece). Of course, as far as Greece goes, the claim now is that these types of off balance sheet transactions in which Goldman and others engaged were not strictly "illegal" under EU law. But these are precisely the kinds of "shadow banking transactions" that almost brought down the global financial system 18 months ago. Literally a year after the Lehman bankruptcy -- MONTHS after Goldman itself was saved from total ruin, it was again engaging in these kinds of deals. And it wasn't exactly a low-level functionary or "rogue trader" who was carrying out these transactions on behalf of Goldman. Gary Cohn is Lloyd "We're doing God's work" Blankfein's number 2 man. So it's hard to believe that St. Lloyd did not sanction the activities as well in advance of collecting his "modest" $9m bonus for last year's work.

Parliamentarians need to recognize that copyright touches everyone and every technology in the digital age. It is no longer a question of inter-business regulation and deals. Getting copyright wrong has the potential to mess up our freedom of speech, prevent us from getting the benefits of new technologies, and damage society in other very profound ways. It is therefore deeply inappropriate for such fundamental proposals to have been introduced by both the government or the opposition parties at the behest of one side of the debate. That applies just as much to disconnection, which Mandelson introduced in the summer at the last minute under pressure again from the BPI and other rights holders.