• 05 Feb 2009 at 5:24 PM

Fail.

Since the end of the day quickly approaches, we happily present to you some dense academic work that points out a few new nuances on something you probably already intuitively knew about securitization. Alea picks up on an interesting paper that will take you there:

…as a result, statistical default model fitted in a low securitization period breaks down in the high securitization period in a systematic manner: it underpredicts defaults for borrowers for whom soft information is more valuable (i.e., borrowers with low documentation, low FICO scores and high loan-to-value ratios). We rationalize these findings in a theoretical model that highlights a reduction in lenders’ incentives to collect soft information as securitization becomes common, resulting in worse loans being issued to borrowers with similar hard information characteristics

The Failure of Models that Predict Failure: Distance, Incentives and Defaults [Alea]

Comments (27)

  1. Posted by guest | February 5, 2009 at 5:31 PM

    The thing about statistics is it only uses past data. Once something’s already happened, of course they can build a model to predict it. It’s when crazy shit happens where there’s no precedent that the models fail.
    -LiboRob

  2. Posted by guest | February 5, 2009 at 5:33 PM

    I proffer an update:
    Lies, Damned Lies and Mortgages.

  3. Posted by guest | February 5, 2009 at 5:35 PM

    This sounds less like what any actual scientist would consider a “model” and more like a “post-hoc just so story”.

  4. Posted by guest | February 5, 2009 at 5:36 PM

    Little late with that paper, guys. To the dude building the model that proves that getting Congress involved in knee-jerk legislation will cause all of us to end up poor: hurry up or we’re screwed.

  5. Posted by guest | February 5, 2009 at 5:38 PM

    That study is for subprime loans only.
    You mean to say that predatory lending is bad business? How come? Home prices always go up, and up, and up. Everybody gets their fat fees, and the one who gets stuck with the asset can foreclose, and then sell at a higher price, rinse and repeat, higher, and rinse and repeat higher…
    What? Prices don’t always go up?
    Never mind.

  6. Posted by Investorcluzo | February 5, 2009 at 5:40 PM

    is it me, or did someone write a book about black swans?

  7. Posted by shalimar | February 5, 2009 at 5:43 PM

    It’s amazing how academics manage to prove history after the fact.
    Also, the events of ’08-’10 are not “Black Swan” events. The irrationality of ’05-’07 in various asset classes may be defined as such. Generally, when things are overpriced, there’s a sharp revaluation. I’d say chicken, or KFC, if you’re American.
    After all, EMH fanboys can’t complain. The markets are always right, hence the current price levels are the proper ones.

  8. Posted by shalimar | February 5, 2009 at 5:44 PM

    Popper, “Poverty of Historicism”

  9. Posted by guest | February 5, 2009 at 5:44 PM

    Too quanty; didn’t understand.

  10. Posted by guest | February 5, 2009 at 5:45 PM

    Run away quickly from any finance person who uses the term “theoretical model”.

  11. Posted by guest | February 5, 2009 at 5:50 PM

    @6, yes, a very poorly written book. An unreadable stack of pages, bound together and sold as prose, wrapped in a bow of smugness. But the key to everything is dumb luck and timing, so now that Maronite tyro is famous.

  12. Posted by Anal_yst | February 5, 2009 at 5:52 PM

    I love reading the hedge fund letters we’ve seen over the past year or two, which generally come in two varieties:
    1. We’ve seen unprecedented and unforeseen volatility and downward pressure at rates (dx, d^2x) not witnessed since the great depression…
    2. It was entirely obvious this house of cards was going to collapse, we’re not sure how everyone else is so dumb to take the other side of what we thought were obvious trades, oh, and we got kinda lucky and timed it right.
    I’m somehow still, despite my penchant for cynicism, that two people with virtually the same academic background, same work experience, etc can look at (or not look at, more likely) the same data and make 2 polar opposite conclusions.

  13. Posted by shalimar | February 5, 2009 at 6:05 PM

    That last sentence?
    Different personalities. Bet you could place any manager you meet into either bucket after a five minute conversation.
    There’s also the Schiff category.

  14. Posted by guest | February 5, 2009 at 6:23 PM

    95% of statistics are made up on the spot anyway.

  15. Posted by shalimar | February 5, 2009 at 6:27 PM

    @11
    His luck, captured in his own title. Wonder how his long-vol fund’s holding up.

  16. Posted by guest | February 5, 2009 at 6:48 PM

    too dense – can’t comprehend

  17. Posted by guest | February 5, 2009 at 6:59 PM

    My favorite Hedge Fund Papers say “this should happen about once every 6 Big Bangs” and then it happens every 5 years.

  18. Posted by guest | February 5, 2009 at 7:51 PM

    US Senator here, what is securitization?

  19. Posted by guest | February 5, 2009 at 8:03 PM

    I believe 18 has just spawned a new (although somewhat plagarized) line of DB comments. The possibilities are endless.

  20. Posted by guest | February 5, 2009 at 8:20 PM

    Wait, the dems stopped the reward trip in Vegas and yet they are going down to some spa for a retreat on the taxpayers’ dime? Wow, they have some set.

  21. Posted by guest | February 5, 2009 at 8:23 PM

    #6 indeed- Talib is a egotistical joke-he claims to have massive returns when no one else is watching- Bernie madoff are u listening??

  22. Posted by Novice | February 5, 2009 at 8:24 PM

    @11 I had to sit through seven different group presentations on that same damn book. Just to distance myself, he’s Orthodox, not a (Catholic) Maronite like my msgr.

  23. Posted by guest | February 5, 2009 at 9:23 PM

    CGas says meet him in the Equinox locker room at 11pm if you want to get scooped first.

  24. Posted by Seaman Bodine II | February 5, 2009 at 10:01 PM

    I just got a happy ending from CGas at Spellbound Massage…he was scooping the death of capitalism as we know it.

  25. Posted by guest | February 6, 2009 at 3:57 AM

    “Beware of geeks baring formulas”
    -Warren Buffet

  26. Posted by guest | February 6, 2009 at 3:57 AM

    “Beware of geeks bearing formulas”
    -Warren Buffet

  27. Posted by guest | February 6, 2009 at 6:01 AM

    Too Alea, didnt EP
    Also
    Bank CTO here, what is outsourcing ?

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