Does Michael Lewis’ Harvard Thesis Exonerate Goldman?

Back in December, the New York Times ran a story about Goldman and some collateralized debt obligations they underwrote. Turns out the CDOs, which were constructed by pooling together other bonds, performed badly. Really, really badly. The thrust of the Times piece was that Goldman routinely created CDOs with the worst mortgage bonds it could find, and then bet against them. Goldman and a few hedge funds pocketed billions when the CDOs failed, while Goldman’s clients who bought the CDOs endured huge losses. Goldman, of course, has denied all of this.

Few think Blankfein & Co. are innocent, but a report that is getting a lot of attention lately because of Michael Lewis’ new book The Big Short offers some fodder for Goldman’s side of the story. Here’s why:

Lewis’ book is all about the people who saw the housing bubble and the financial crisis long before most of Wall Street realized that their profit machine was about to blow. You can read Barbara Kiviat’s review here. In the acknowledgments of the book, Lewis praises a report written by Anna Katherine Barnett-Hart as the best piece of research written on CDOs, ever. By now you may have seen the WSJ story about her. Turns out she is not some high-paid hedge fund analyst, but at the time of writting the report a college senior just trying to earn her degree. Her thesis looks at why so many CDOs performed worse than expected.

One thing Barnett-Hart examines is how the CDOs of different investment banks performed. Turns out Goldman wasn’t the worst CDO underwriter after all. Quite the opposite.  Barnett-Hart looked at CDO deals underwritten by investment banks from 2002 to 2007, and found that out of about 700, Goldman’s CDOs performed better than every other major underwriter of the investment product on the street. Through the end of 2008, just 10% of the bonds that Goldman packed into its CDOs had gone bad. J.P. Morgan’s rate of default was about four times that, making it the worst US investment bank in the CDO game. But plenty of others had similarly bad numbers. Merrill and Bear came in at a default rate of about 35%, and Citigroup posted a similarly depressing 30%. Barnett-Hart goes on to praise Goldman’s CDO underwriting prowess. Here’s what she says:

  Based on the rankings in A.1, we can say that the CDOs of Goldman Sachs consistently outperformed, and are associated with a decrease of 6% in Default after controlling for CDO asset and liability characteristics. Among the consistent underperformers are Morgan Stanley, Merrill Lynch, Deutsche Bank, and JP Morgan – JP Morgan’s CDOs are associated with a staggering 18% increase in Default on average, after controlling for CDO asset and liability characteristics.

If Goldman was trying to create the worst performing CDOs, they clearly failed.

I ran all this by Goldman critic Janet Tavakoli and her response was that the overall performance of Goldman’s CDOs hides the truth of what they were doing. Goldman was good at structuring CDOs, and to be able to short the market they didn’t need dozens of deals to go bad. They just needed one or two well place bombs, hidden among the rest of their very good deals. Once you had those clunkers in place, you could buy as much credit default swap insurance on any single deal as you wanted. And the insurers like AIG would probably give  you a good rate, knowing that 95% of your CDOs were performing above average. They didn’t know you set up a few to fail.

The problem with Tavakoli’s scenario is that AIG and others would sure be soon to catch on. If Goldman asked for CDS contracts on only one or two particular deals, deals they had set up, even AIG would have eventually asked what the heck did Goldman knew that they weren’t telling. And we know from the Madden Lane facilities that Goldman was indeed buying insurance on a number of CDOs and bond deals, not just one or two.

Another more plausible explaination of the low default rate by Goldman is that they weren’t alone. J.P. Morgan has a large CDS business, so it is entirely possible that banks was doing the same thing. But that doesn’t explain Bear, Citi and Merrill’s poor underwriting record. There is no evidence those banks were looking to do anything but go long mortgage bonds and the resulting CDOs.

Does this mean we have to rethink the whole Vampire Squid thing? Perhaps. But a few caveats before I go. The analysis goes up to 2008. It is possible that these numbers changed dramatically last year, and that Goldman’s deals are now fairing much worse than the other investment banks, though I am not sure why that would be. Second  (and this one I really don’t buy as a reason to not believe the report, but putting it out there because I know some Goldman conspiracy theorists will find it anyway) Anna Katherine Barnett-Hart just recently landed a job with, you know who, the Vampire Squid itself.  She will be starting there shortly. But Barnett-Hart finished the her thesis nearly a year before she got an offer from Goldman. In fact, the bank she was planning on heading to at the time and work briefly for was Morgan Stanley, and that bank doesn’t seem to get any special treatment in the report. Lastly, I haven’t been able to get in touch with Barnett-Hart to verify that I am reading her charts correctly. Ann Rutledge at R&R Consulting believes the chart on defaults has to do with the underwriters of the collateral, not the underwriters of the CDOs. That would make a big difference. But I am 99% sure I am right and Rutledge, despite being very smart and thanked specifically in the Barnett-Hart’s thesis, is wrong. So take a look yourself and decide who you side with, so we can all finally solve once and for all if Goldman is actually the root of all evil, get on with our lives and enjoy a little spring weather.

Related Topics: bonds, cdos, Goldman Sachs, michael lewis, Economy & Policy
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  • janettavakoli

    Mr. Gandel’s story is incorrect. He didn’t obtain updates from the rating agencies, and he either did not hear or did not understand what I said, because what he wrote does not represent my position.

    My position can be found on my web site: http://www.tavakolistructuredfinance.com/press

    This note is a good place to start: http://www.tavakolistructuredfinance.com/TSF64.html

    Janet Tavakoli

  • janettavakoli

    Despite being urged to check with the rating agencies to get new data, Stephen Gandel, the reporter on this story failed to do so and used 2008 data. Moreover, AIG wrote protection on after 2005, contrary to Michael Lewis’s writing. This information is in the public domain, but the TIMES’ reporter did not do his research.

    Several of Goldman’s CDOS performed much worse than the average of AIG’s deals, even in the pre-2005 vintage.

    Mathew Goldstein of Reuters previously reported that Goldman Sachs was the biggest single purchaser of default protection from AIG on CDOs backed by residential mortgage backed securities after 2005. Goldman “purchased CDS on 10 securities with a face value of $6.54 billion.”

    For example, the SEC filing showed that Triaxx Prime 2006-1 (closed September 2006) and Triaxx Prime 2006-2 (closed December 2006) had a combined value of $5.8 billion. Goldstein also reported that AIG insured all, but a small sliver of the CDOs against the risk of default. Both were highly-rated when the deals closed and Moody’s has now assigned them junk ratings.

    The reference can be found here: “AIG Filing Casts Doubt on ‘Limited Exposure’ Claim,” Reuters, February 24, 2010). http://www.reuters.com/article/idUSTRE60S69O20100129

  • waltwriston

    It goes beyond simple “fiduciary duty” and far, far beyond a simple tort: its criminal conduct! GS had all the advantages and the buyer the disadvantage, GS had triggers and are probably in tight with the Good Ol’ Boys of the “great rating” agencies. Trying too explain away everything as an options bet: one side has a put the other a call to justify what GS done is highly immoral, but that is the way the “game” is played. Does that mean they should be off-the-hook? Of course not!

    I stated almost the same thing in the blog “Why Capitalism is Bad at Giving Advice,” and I quote: “And if they (investors) knew how much muscle is against their investments to the banks and brokerage firms propriety trading they’d be aghast! Goldman Sachs states this explicitly in their fine print, something along the lines of “your investment objectives may run contrary Goldman’s investment objectives:” now that takes a lot of chutzpah to state!”

  • waltwriston

    BTW Janet Tavakoli’s way of showing how banks pretty much took Enron for a ride (all the way down) was probably the most accurate I’d ever seen; even still to date.

  • janettavakoli

    “Secret AIG Document Shows Goldman Sachs Minted Most Toxic CDOs,” Bloomberg News, February 23, 2010

    http://www.bloomberg.com/apps/news?pid=20670001&sid=ax3yON_uNe7I

    The facts are in the public domain, so TIME has no excuse for getting this story wrong with respect to AIG. Bloomberg News reported on this in February, as did other media outlets.

  • indio007

    I almost can’t believe people that are professionals are so naive.

    The CDO MBS etc..markets crashed for a simple reason. The secondary market destroyed the ability of banks to foreclose on peoples houses.

    I’ll show you what a “toxic asset” is…

    When the note is split from the deed of trust, “the note becomes, as a practical matter, unsecured.” RESTATEMENT (THIRD) OF
    PROPERTY (MORTGAGES) § 5.4 cmt. a (1997).
    A person holding only a note lacks the power to
    foreclose because it lacks the security, and a person holding only a deed of trust suffers no
    default because only the holder of the note is entitled to payment on it. See RESTATEMENT
    (THIRD) OF PROPERTY (MORTGAGES) § 5.4 cmt. e (1997).
    “Where the mortgagee has
    ‘transferred’ only the mortgage, the transaction is a nullity and his ‘assignee,’ having received no
    interest in the underlying debt or obligation, has a worthless piece of paper.” 4 RICHARD R.
    POWELL, POWELL ON REAL PROPERTY, § 37.27[2] (2000).

    WORTHLESS PIECE OF PAPER LOL

    I wont even get into the promissory notes circulating as currency and the subject of income tax owed to the issuer of said notes….

  • waltwriston

    That’s what happens when big fake bets are made on underlying illiquid long-term assets, I wonder if the car industry was shook because of their derivatives on car loans aptly named CARS!?

  • http://akhart.wordpress.com akhart

    From AK Barnett-Hart:

    Thank you all for your interest in my work. I want to clear up a few misconceptions. First, my thesis focuses only on ABS CDOs (a sub-segment of all CDOs). More importantly, as Ms. Tavakoli points out, my data was from 2008 and many things have changed since then. I do feel that my work can provide useful insights, but it should not be taken as exonerating or blaming any single player. Rather, all participants in the CDO market made mistakes and I leave it to you to decide the moral implications of their behavior.

    I am currently looking at the CDOs from AIG’s Schedule A in conjunction with my data. I will share any insights that I find.

    http://twitter.com/akbarnetthart

  • Stephen Gandel

    AK, do you have any reason to believe the rank of default by underwriter dramatically changed since the end of 2008? Also, am I right that the chart is ranked by underwriter of CDO, not underwriter of collateral? Lastly, how many deals went into the analysis of the underwriters? Thanks.

  • http://akhart.wordpress.com akhart

    Stephen – thank you for your article and analysis.

    Yes – you are reading my table correct. I was surprised by the results as well when I first ran the regressions. However, I ran many different specifications and the results seemed robust.

    While I do not have reason to believe that the relative CDO defaults among underwriters have dramatically changed since 2008, I am sure that there has been further deterioration in collateral performance across all CDOs. It is possible that GS CDO collateral simply took longer to default and that now they are on par with the worst performing CDOs. I will try to look into this.

    At the very least though, we can say that unlike some of their peers (whose collateral defaulted almost immediately), the ABS CDOs of GS rode out the storm a little longer.

  • http://akhart.wordpress.com akhart

    As for the number of CDOs, I had two separate data sets that I used, which I believe enhanced the reliability of my results. There are 4 columns in the table you are referring to, and they are averaged to come up with the overall rank. There are two columns for each of the samples, one using a Probit regression specification and one using standard OLS regressions. Here is a brief description of the samples:

    Full: 735 ABS CDOs. Data from Lehman Live, supplemented by data from S&P CDO evaluator and a number Wall Street Banks that provided data.

    High Information (H.I.): 430 ABS CDOs. Data complied by Pershing Capital Management (“Open Source Model”). Was briefly made public as an argument to support the firm’s shorting of the monolines (Ambac and MBIA).

  • annrutledge

    As Janet points out, it is dangerous to draw conclusions about what motivates a transaction without specific knowledge of how the assets and liability structure work together. But I would add that an attempt to draw conclusions about motivation while glossing over the difference between assets and liabilities is worse than dangerous–it is suspect.

  • pneogy

    Mr. Gandel:

    In view of the comments above, would a re-write of your article be appropriate?

  • gbestor

    Ms. AKHart and others: Is it still possible to get the Open Source Model briefly posted by Pershing Square Capital? Not only are the data in the model about the only place where the contents of CDOs have been collected, the possibility of updating that data (including adding CDOs that were not included). I have been unable to find a cached copy anywhere.

  • http://akhart.wordpress.com akhart

    Here is a link to the letter describing the Open Source model
    http://graphics8.nytimes.com/packages/pdf/business/20080131_opensourceletter.pdf

    I have uploaded the original Open Source Model. Go to the link below:

    https://akbarnetthart.sharefile.com/

    Username: barnetthart@gmail.com
    Password: guest

  • http://canjels.wordpress.com canjels

    Does anyone have a copy of the Open Source Model? The link to sharefile appears not be be active anymore.

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