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February 13, 2012
Binyamin Rose: Back to the Bunker: How a life-risking act by a Christian family during the Holocaust saved a family and built a thriving community a world away
Menachem Wecker: Business Schools Teach Real Estate Despite Troubled Housing Market
February 10, 2012
Lisa M. Krieger: Man with defibrillator demands access to his own heart's information
David G. Savage: Why activists may not be in a hurry to have High Court rule on alternative marriage
February 9, 2012
Laura McMullen: 10 Least Expensive Public Schools for Out-of-State Students
Kimberly Palmer: How to actually enjoy -- relaxing, financially -- your vacation
February 8, 2012
Warren Richey: Why momentous Prop. 8 ruling might not satisfy gay-rights groups
Menachem Wecker: Though Controversial, LL.M.'s Can Lead to Specialized Legal Jobs
The Kosher Gourmet byDana Velden: Going to the bother of making soup? You know it better be good. This CREAM OF TOMATO SOUP certainly is! And it's a cinch to make, too (Includes techinques and serving secrets)
February 7, 2012
Frank J. Gaffney, Jr.: Caught off-guard? President's Super Bowl interview with Matt Lauer gives those who need a reason not to vote for him, a darn good one
Suzanne Bohan: Leaping lizards! Tiny reptiles advancing robot design
February 6, 2012
Jonathan Tobin: Iran Threatens Israel With Destruction, But the New York Times Doesn't Hear It
Jeffrey Fleishman: In newly democratic Egypt, tens of democracy activists jailed, to stand trial; their groups are 'threatening the stability of the homeland'
Julie Deardorff : Researchers say antioxidants may not be that effective and could do more harm than good
Mark Clayton: How did Anonymous hackers eavesdrop on FBI and Scotland Yard?
February 3, 2012
Edmund Sanders : Israeli official says Iran is creating missile that could reach East Coast of US
Victoria Kim: Immigrant-smuggling ring used black drivers to avoid racial profiling
February 2, 2012
Jim Carney: Wrong number call may have saved her life
Reza Kahlili : Ex-CIA spy in Iran's Revolutionary Guard: What Obama doesn't grasp about striking deals with Tehran
Tina Susman: For woodchuck rescuer, every day is Groundhog Day
February 1, 2012
Brian Bennett: US officials see increasing threat of domestic attack from Iran
Emily Brandon: How to Take Advantage of New 401(k) Fee Disclosures
January 31, 2012
January 30, 2012
Paul Richter and Ramin Mostaghim: Misreading Teheran's limits -- deadly and economically devastating as they may be -- is a risk administration, Europe seem willing to take
Suzanne Bohan: Warning: Nap-deprived tots missing more than sleep, study finds
Meg Handley: Banks Revamping Rewards Programs to Woo Customers
January 27, 2012
Caroline B. Glick: Obama: Of course I intend to prevent a nuclear holocaust . . . in a few months
Yochonon Donn: In liberal New York City, fervently-Orthodox Jews may soon be getting a district to call their own
Jeannine Stein: An inflated ego and thinking you're 'all that' doesn't just make others sick of you, it can make you ill
Katy Hopkins: New budget rules may affect how much money you get for college
January 26, 2012
Ed Koch: To the New York Times, calling for the murder of Jews by those capable of having their incitement taken seriously isn't news
Jeannine Stein: Mental illness struck one in five U.S. adults in 2010: Report
January 25, 2012
Richard Simon: House passes two bills endorsing the use of religious symbols at military memorials
Fred Weir: Putin: Multiethnic Russia cannot survive as a US-style 'melting pot'; must find its own way
Susan Johnston: 5 Sneaky Coupon Strategies Consumers Should Watch Out For
January 24, 2012
Carol Clark: The price of your soul: How your brain decides whether to 'sell out'
Caroline B. Glick: America lost most in 'Arab Spring'. Sadly, many voters still don't grasp the extent
Warren Richey: Drug criminal scores win in GPS ruling from conservative-leaning high court
Erika Bolstad: Black conservatives gather to talk about gaining strength
January 23, 2012
Melissa Dribben: Jewish voters to play a key role in Florida's Republican primary
Jordan Rau: In quest to grow, Catholic hospital system will announce this morning its break from church
Ali Safi: U.S. envoy gives Taliban terms for peace talks
January 19, 2012
January 18, 2012
January 17, 2012
Frank J. Gaffney Jr.: No-kidding red lines: U.S. response to an Iranian nuke may be bluster, but Israel's won't be
David G. Savage: They sued their principals after slandering them online --- now the cases are headed to the Supreme Court
David Francis: Where to Invest in 2012: With stocks expected to rebound, opportunity abounds for investors
January 13, 2012
Ben Lynfield: Israeli lawmakers move to annex Jewish Judea, one museum at a time
Alexia Elejalde-Ruiz: Thriving through touch: Gentle massage helps older people with low mobility improve in mind and body
January 12, 2012
Warren Richey: Landmark Supreme Court ruling a 'resounding win' for religious groups
Warren Richey: Supreme Court says no to new rule on eyewitness testimony
John Fauber : Statins found to raise diabetes risk in postmenopausal women
Katy Hopkins : Consider This Before You Pay for an Online Degree
The Kosher Gourmet by Joseph Erdos: This mushroom and barley soup has an intense -- almost nutty -- flavor that mixes robust with Middle East. It has creaminess without cream
January 11, 2012
Shari Roan: Millions of atrial fibrillation sufferers at risk for devastating, but preventable, stroke
Tom Hussain: Pakistan -- recipient of more than $21 billion in civilian and military aid -- speeds pursuit of Iranian pipeline, defying US
David G. Savage: High court signals it won't be loosening TV's 'indecency' rules
Stephen Ceasar: Oklahoma's Islamic law amendment can't go into effect, court rules
January 10, 2012
Reza Kahlili: From an ex-CIA spy: US must exploit new split in Iran's Revolutionary Guard
Karen Kaplan: Study: Nicotine replacement products ineffective when used in real-life situations
January 9, 2012
Michael Doyle: Put through legal hell over dream home, couple fought back hard --- all the way to Supreme Court
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Jewish World Review
Feb. 26, 2009
/ 2 Adar 5769
Wall Street Became Over-Dependent on Numbers, Lost Touch With Reality
By
Michael Barone
http://www.JewishWorldReview.com |
Several economic blogs have pointed me to this excellent article by Felix Salmon in Wired on the Gaussian copula devised by mathematician David X. Li in 2000. This was a mathematical formula to quantify risk that "was adopted by everybody from bond investors and Wall Street banks to ratings agencies and regulators. And it became so deeply entrenched—and was making people so much money—that warnings about its limitations were largely ignored." It turns out that the formula underestimated the risk of many homeowners defaulting on mortgages at the same time. A method which was useful for insurance actuaries—for estimating the likelihood that a person whose spouse had died would die earlier than the actuarial tables would lead one to expect—turned out to be unreliable.
Li's formula was used to price collateral debt obligations (CDOs). I'll let Salmon tell how things played out:
Li's copula function was used to price hundreds of billions of dollars' worth of CDOs filled with mortgages. And because the copula function used CDS prices to calculate correlation, it was forced to confine itself to looking at the period of time when those credit default swaps had been in existence: less than a decade, a period when house prices soared. Naturally, default correlations were very low in those years. But when the mortgage boom ended abruptly and home values started falling across the country, correlations soared.
Bankers securitizing mortgages knew that their models were highly sensitive to house-price appreciation. If it ever turned negative on a national scale, a lot of bonds that had been rated triple-A, or risk-free, by copula-powered computer models would blow up. But no one was willing to stop the creation of CDOs, and the big investment banks happily kept on building more, drawing their correlation data from a period when real estate only went up.
Oops. Salmon is careful to note that Li is not necessarily responsible for the misuse of his Gaussian copula. But he also notes that he's moved to Beijing.
I see a pattern here: the attempt to see quantitative patterns in human behavior can be misleading unless it is supplemented by acquaintance with the qualitative facts on the ground. Li's Gaussian copula was just irresistibly attractive to Wall Street bond traders, because it expressed in one easily comprehensible number the risk they thought they were taking. But a more accurate estimate of that risk could come from actually taking a look at the properties that were being mortgaged. In a previous post, I linked to Michael Lewis's marvelous Conde Nast Portfolio article on "The End of Wall Street." He recounts how a trader named Steve Eisman came to the conclusion around the beginning of 2007 that mortgage backed securities and CDOs based on them were hugely overvalued. He came to that conclusion in part because of his acquaintance with facts on the ground.
More generally, the subprime market tapped a tranche of the American public that did not typically have anything to do with Wall Street. Lenders were making loans to people who, based on their credit ratings, were less creditworthy than 71 percent of the population. Eisman knew some of these people. One day, his housekeeper, a South American woman, told him that she was planning to buy a townhouse in Queens. "The price was absurd, and they were giving her a low-down-payment option-ARM," says Eisman, who talked her into taking out a conventional fixed-rate mortgage. Next, the baby nurse he'd hired back in 1997 to take care of his newborn twin daughters phoned him. "She was this lovely woman from Jamaica," he says. "One day she calls me and says she and her sister own five townhouses in Queens. I said, 'How did that happen?'?" It happened because after they bought the first one and its value rose, the lenders came and suggested they refinance and take out $250,000, which they used to buy another one. Then the price of that one rose too, and they repeated the experiment. "By the time they were done," Eisman says, "they owned five of them, the market was falling, and they couldn't make any of the payments."
His head trader Danny Moses made similar observations.
Moses actually flew down to Miami and wandered around neighborhoods built with subprime loans to see how bad things were. "He'd call me and say, 'Oh my God, this is a calamity here,'?" recalls Eisman. All that was required for the BBB bonds to go to zero was for the default rate on the underlying loans to reach 14 percent. Eisman thought that, in certain sections of the country, it would go far, far higher.
I have been a consumer of political and demographic numbers from the time my parents bought the 1951 edition of the World Book Encyclopedia, which contained results from the 1950 Census. I was overjoyed; previously the reference books I had access to only contained results from the 1940 Census. Naturally I started typing lists showing how the populations of cities and states had changed in that 10-year interval. None of the other kids were interested in this stuff at all—I was seven at the time—but I committed the populations of the nation's largest cities in the 1950 Census down to the last digit to memory, and I still remember them today. That was the beginning of what has turned out to be a career, in political consulting and journalism, based in large part in knowing and analyzing the numbers.
But as I have grown older, I have come increasingly to believe that the numbers are just clues. Sometimes misleading clues. There's a reality on the ground that you're trying to understand, and the numbers help you make sense about it, help you develop theories of why things are happening or changing as they are. But you can become over-dependent on numbers, as Wall Street became over-dependent on David X. Li's Gaussian copula, and end up being really, really wrong about reality. And you have to constantly keep that in mind. That's why I made a point, after co-authoring the first edition of The Almanac of American Politics, of traveling to all 50 states and all 435 congressional districts—which I accomplished when I landed at Ted Stevens International Airport in Anchorage, Alaska, in February 1998. It's just one way of keeping in touch with the facts on the ground.
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JWR contributor Michael Barone is a columnist at U.S. News & World Report. Comment by clicking here.
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