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Econophysicists Develop and Test "Bubble Index"

eldavojohn writes "Oh if only we could identify the bubble markets as they appear, but with all the random variables, it would take some sort of econophysicist to build predictions for that! Well, a team has released a definition of a 'bubble index' that led them to make predictions of bubbles six months ago that would pop between then and now. The four bubbles they selected were the IBOVESPA Index of 50 Brazilian stocks, a Merrill Lynch Corporate Bond Index, the spot price of gold, and cotton futures. Two out of the four were bubbles, with Merrill Lynch being a bubble already popping and cotton continuing to soar into even bubblier status. Still, for your first try, 50% isn't bad. The team learned a lot of new things from the first run, revised their method, selected their predictions for the next six months, and sealed them. Only time will tell if they are truly onto predicting crashes."

40 of 221 comments (clear)

  1. Self-fulfilling prophecies by DavidR1991 · · Score: 4, Interesting

    Does no-one see the problem here? If this becomes accurate to predict anything of actual use, the markets themselves will start using it... which renders the predictions themselves useless.

    It's like seeing into the future and acting upon what you see - by doing that you alter the future itself, making the initial prediction invalid.

    1. Re:Self-fulfilling prophecies by Anonymous Coward · · Score: 2, Informative

      Right, it's like traffic: if you alert everyone to a blockage somewhere, and everyone reroutes to avoid it, then the alternative routes will get clogged and the original slowed route will now be empty.

    2. Re:Self-fulfilling prophecies by ClickOnThis · · Score: 2, Insightful

      Does no-one see the problem here? If this becomes accurate to predict anything of actual use, the markets themselves will start using it... which renders the predictions themselves useless.

      It's not a new idea.

      --
      If it weren't for deadlines, nothing would be late.
    3. Re:Self-fulfilling prophecies by chrono13 · · Score: 2, Interesting

      Psychohistory (Asimov's Foundation series) suffers the same flaw. The key was to have a small group hold the answers, and guide/warn when appropriate. The trouble then becomes selecting a group that we can trust with the wealth of nations, and the power to destroy by proclamation. I don't trust any group with that much power not to grow corrupt. Best that this secret be out and become useless.

      --
      You have been eaten by a Hurd of GNU.
    4. Re:Self-fulfilling prophecies by phantomcircuit · · Score: 2, Insightful

      The key to the efficient market hypothesis is universal knowledge. Everybody must know everything, reality does not conform.

    5. Re:Self-fulfilling prophecies by Bugamn · · Score: 3, Insightful

      You should read more Greek tragedies. When people know the future, no matter what they do, they create the future.

    6. Re:Self-fulfilling prophecies by doppe1 · · Score: 5, Insightful

      But they don't want the bubble to happen, that's the point. By being able to predict that bubbles are happening, the markets can sell off sooner, rather than allowing the bubble to continue growing, and thus once the sell-off happens, it is not such a dramatic down-shift, since the prices were not allowed to rise to artificial highs.

    7. Re:Self-fulfilling prophecies by dkleinsc · · Score: 4, Insightful

      Except that they won't, for two reasons:
      1. Investors are (collectively at least) really stupid. This has been proven time and again.
      2. They think "this time, it's different. We know how to prevent this from becoming a bubble."

      For instance, there were smart economists saying back in 2006 or so "watch out, there's a housing bubble". And what most of Wall St did was say "shut up, I'm busy counting my winnings".

      --
      I am officially gone from /. Long live http://www.soylentnews.com/
    8. Re:Self-fulfilling prophecies by blair1q · · Score: 2, Interesting

      And then someone comes along saying they have a similar system and front-runs the panics they cause by claiming they foresee a bubble crashing tomorrow.

    9. Re:Self-fulfilling prophecies by ClickOnThis · · Score: 2, Informative

      The key to the efficient market hypothesis is universal knowledge. Everybody must know everything, reality does not conform.

      The GP's point was that the bubble index would be "universal knowledge" and thus could not be exploited for advantage, in the spirit of the Efficient Markets Hypothesis. IANAE and I'm not trying to defend the hypothesis. I'm just saying it's not new.

      --
      If it weren't for deadlines, nothing would be late.
    10. Re:Self-fulfilling prophecies by doppe1 · · Score: 3, Informative

      The point is to not allow the bubble to happen in the first place, not to be the first to predict the bubble crashing. If the bubble can be prevented, then panic selling won't happen. When the market bubbles, and then crashes, it doesn't go to an artificial low, it just drops the the point at which steady growth would have taken it. By predicting possible bubbles and preventing them, you should be able to get steadier growth.

    11. Re:Self-fulfilling prophecies by phantomfive · · Score: 2, Interesting

      And so eventually, everyone will feel safe if this predicts it's not a bubble. And they will keep buying, because the algorithm says it's not a bubble. Then finally someone will realize the underlying asset isn't really worth that much and the bubble will pop. Which is kind of what happened in the real estate bubble.....everyone thought real estate wouldn't have a bubble, and then finally it popped (actually that's not entirely true, a lot of people thought it was having a bubble many years before it popped).

      Incidentally it can be really hard to distinguish a bubble, because the value of an object is entirely an objective thing. To you, gold may be worth something, to others it is not. To some a boat is worth a lot because you can go fishing and enjoy yourself, to others it is not. To some a tulip bulb may really be worth their entire estate. I find that crazy, but who am I to judge other people's tastes?

      --
      Qxe4
    12. Re:Self-fulfilling prophecies by tgatliff · · Score: 3, Insightful

      That is just simple minded to think we do not want bubbles. We have known since the 1980's that the current path is unsustainable, but was designed to be only transitionary (aka sustain the post industrials until asia's gdp per cap improves). It was thought that the 1990's recession would be the end of the major economic cycle, but the tech bubble and 2000's re-estate bubble slowed the inevitable to this point. It appears we will not be so lucky this time...

      In short... It is very easy to see a bubble, and most of us knew exactly what it was. However, to pretend that you want to predict bubbles pretends that you have sustainable system. The current system is not...

    13. Re:Self-fulfilling prophecies by PPH · · Score: 4, Insightful

      The trouble then becomes selecting a group that we can trust with the wealth of nations, and the power to destroy by proclamation.

      We could call it the Federal Reserve.

      --
      Have gnu, will travel.
    14. Re:Self-fulfilling prophecies by ArsonSmith · · Score: 4, Informative

      If the low is artificial, does that mean that the high is artificial?

      yes it's all artificial based on the market's perceived value.

      Quick simplified example.
      Company takes in $1M in stock by selling stock and $1 a price. 100,000 people buy 10 shares each.

      10 other people look at what the company is doing with that $1M and think it's a good idea and would be worth lots more so they start saying I'll pay $1.01 a share, $1.02 a share, $1.10 a share...etc until people start selling it. 100 more people see it start going up so they think there must be something going on and say I'll pay $1.20 a share, $1.30 a share, $2.03 a share etc... This is the time of the bubble when people that don't really do any investigation into the market but buy simply because it is going up. At some point there will be some more savoy investors come by and see that the stock is far to high and short sell a stock. A way of borrowing stock at a higher price then getting the difference when you return it at a lower price (or paying the diff if it goes up.) Eventually it'll come out that this company has only been able to turn the $1M into a $1.2M company and not the $2M+ that the market cap has it at and people will start to sell off. This is when the bubble pops.

      There are other artificial things that can cause bubbles than just perceived value, like the government backed mortgages causing the real estate bubble.

      --
      Paying taxes to buy civilization is like paying a hooker to buy love.
    15. Re:Self-fulfilling prophecies by SashaMan · · Score: 4, Informative

      In truth, identifying bubbles is actually remarkably easy. Famed investor Jeremy Grantham defines a bubble as a "3-sigma" event - that is, times when some fundamental ratio of value (such as P/E ratios, price-to-income ratios for housing affordability, price-to-rent ratios, etc.) - is more that 3 standard deviations above the mean for that ratio. Importantly, he showed that of 30-some odd historical bubbles, they ALWAYS popped, ALWAYS giving up more than 100% of the gains during the bubble period.

      What is difficult, though, is trying to figure out WHEN a bubble will pop. The Nasdaq was far overvalued in mid 99 - that still didn't prevent it from DOUBLING in early 2000 before it burst.

      Grantham also makes a good case as to why bubbles form. Tons of people in the financial world saw that risk was being underpriced in 2006/07. However, what would have happened if a CEO of a major bank would have said back in late 2005 / early 2006 "This is crazy, we're not going be backing these loans given to anyone who can fog a mirror"? That bank would have seriously underperformed its peers for the next two years, and that CEO would have been ousted long before his prudence would have been proven correct.

    16. Re:Self-fulfilling prophecies by fractoid · · Score: 3, Interesting

      Right, it's like traffic: if you alert everyone to a blockage somewhere, and everyone reroutes to avoid it, then the alternative routes will get clogged and the original slowed route will now be empty.

      That's exactly what you observe on a freeway. There's a merge coming up in the left lane (Australian here, all you backwards U.S. citizens just pretend I'm ambi-dyslexic :P ) so everyone dives into the rightmost lane, which comes to a stop. The fastest way to get through that section of road is to stay in the leftmost lane until the left and middle lanes merge, then try and find a gap in the right lane where some dozy bastard doesn't keep up with traffic. That way you skip the congestion and get into the right lane just as it frees up.

      --
      Rampant carbon sequestration destroyed the Dinosaurs' tropical paradise. I'm here to help repair the damage.
    17. Re:Self-fulfilling prophecies by thrawn_aj · · Score: 2, Insightful

      Let's face it, if it has "econo" anywhere in the name of the discipline, it's about 2 levels softer than sociology.

      I work in the physical sciences but I think you're being too harsh on economics here, especially with the statement I quoted above. Economics has little predictive power (I believe it's getting there, but that's debatable). What people don't give it enough credit for is its explanatory power (or postdiction if you will). I think its predictive problems arise simply because of the sheer size and level of connectedness of the global economy and the relatively high (effective) free will of its major players.

      In other words, I have a feeling that the fundamental laws of (steady state) economics are relatively simple but the system they describe is more complicated than it is complex. It would be the equivalent of someone in my field (physics) trying to calculate the (thermodynamic) state of a system that never even approaches equilibrium - it's a lost cause for obvious reasons. Also, even if economics could describe final equilibria, I suspect it wouldn't be very useful since the timescales between equilibria might turn out to be too large and what we really need is a working non-equilibrium economic theory (and such things are relatively new even in the physics of relatively simple systems). Once the principles of non-equilibrium statistical physics are as well known as the equilibrium case, I predict (ha!) that economics will rise with dizzying rapidity to a highly predictive science. However, the current state of economic theory appears to be developed enough to be able to explain things with reasonable plausibility after they happen (and based on that, to predict future outcomes of similar events with poor but not abysmal accuracy). You have to remember that a complex global economy has not been in existence for a long enough time to accumulate enough data and enough examples of phenomena.

      Sociology has neither predictive nor postdictive ability (naming something is not the same thing as explaining it - a folly practiced by many a discipline that (unlike economics) doesn't even attempt to become rigorous). It could have either ability to at least a limited extent if it wasn't so riddled with agendas and so deeply connected with political science (which again could be a noble science if it wasn't doomed to be an opinion factory from the start). As for your rant about the Nobel Prize in economics, this guy has a bone to pick with you =p

    18. Re:Self-fulfilling prophecies by Overzeetop · · Score: 3, Insightful

      Everybody is giving you shit about being an asshole, which can be the impression seen from the drivers who just sat in the long line, but research in traffic has shown that this is exactly the most efficient way to navigate such a condition. Unfortunately, it requires alert drivers, so it doesn't apply to most humans.

      I've always found it annoying that everyone slows down at bottlenecks. Bernoulli would recommend that we all speed up to keep the traffic from snarling. ;)

      --
      Is it just my observation, or are there way too many stupid people in the world?
  2. We don't need to predict them... by davecb · · Score: 4, Interesting

    ... in the years after the 2nd world war we used to treat every wild upswing as a bubble and increase the interest rates. Every downturn got a reduction in rates.

    It was the same kind of negative feedback that engineers use to prevent oscillation (feedback squeals, for example).

    You'll notice it worked. The converse worked much less well.

    --dave

    --
    davecb@spamcop.net
    1. Re:We don't need to predict them... by davecb · · Score: 2, Insightful

      Definitely, but that doesn't speak to the question of boom and bust. And the rest of the world rapidly rebuilt with U.S. loans, which in principle should have cause a "south sea bubble" or two (;-))

      --dave

      --
      davecb@spamcop.net
  3. Is it really 50%? by Dice · · Score: 3, Interesting

    How many bubbles did they miss?

    1. Re:Is it really 50%? by tmosley · · Score: 2, Informative

      They claim gold as a success, and yet here we are, less than 1% from the record high, which was set less than a month ago.

      This guy fails at predicting bubbles.

  4. fifty percent is *NOT* bad by ClickOnThis · · Score: 4, Insightful

    I'd rather predict 0%. That way I could reverse the predictions and get100%. 50% means a flip of a coin would work.

    It depends on what you're predicting 50% of. If you predict 50% of the winners of a horse race, then half the time you're choosing the right horse. You could probably make a living at the track. On the other hand, if you predict 0% of the winners, you'll go broke betting on the other 9 horses all the time.

    Now, instead of 10 horses, imagine hundreds of companies traded on the stock market...

    --
    If it weren't for deadlines, nothing would be late.
  5. A futures market for Shroedinger's cat? by istartedi · · Score: 3, Informative

    A futures market for Shroedinger's cat? Sign me up for that.

    A few other thoughts along those lines: Warren Buffet said, "In the short run the market is a voting machine, in the long run it's a weighing machine".

    What's interesting about that comment is that he never said what it weighs. People usually infer that it's the value of the company, since Buffet is a value investor. OTOH, the market might really be weighing a number of other things. It might be weighing how much money you have in the first place, since the rich can afford better equipment and advice. It might be weighing the ping time from your office to the exchange, as we've seen with high-frequency traders. It might actually be weighing your skills, and that last one leads to something else.

    Let's say, for the sake of argument, that skillful players really can beat the market. Furthermore, let's say that the top 1 % win and the bottom 99 slowly lose. We would expect the 99 to drop out of the market if they were rational. Therein is a fundamental flaw with economics. It assumes people are rational. This is Greenspan's self professed mistake, although IMHO he also failed to realize that firms aren't people and that the people who ran firms into the ground were behaving rationally with respect to their own self-interest (greed). The people who "believed", CEOs, contrary to numbers, were less rational.

    So the way I see it, bubbles will continue for the same reason Las Vegas exists. People aren't rational, and nobody really knows where the wheel will be until we OBSERVE that it has stopped spinning.

    --
    For all intensive purposes, "whom" is no longer a word. That begs the question, "who cares"?
  6. "If your so smart why ain't you rich?" by John+Hasler · · Score: 3, Insightful

    > Only time will tell if they are truly on to predicting crashes.

    That and how rich they get betting on their predictions.

    --
    Warning: this article may contain humor, sarcasm, parody, and perhaps even irony. Read at your own risk.
  7. 50% for a frist try? by timmarhy · · Score: 2, Insightful

    50% for a first try is shitty, it's no better then just guessing.

    --
    If you mod me down, I will become more powerful than you can imagine....
    1. Re:50% for a frist try? by linguizic · · Score: 2, Informative
      To quote clickonthis in an earlier thread:

      It depends on what you're predicting 50% of. If you predict 50% of the winners of a horse race, then half the time you're choosing the right horse. You could probably make a living at the track. On the other hand, if you predict 0% of the winners, you'll go broke betting on the other 9 horses all the time.

      Now, instead of 10 horses, imagine hundreds of companies traded on the stock market...

      Bubbles are not like coins, there are no fluctuations in the state of "headness" or "tailness".

      --
      Does this sig remind you of Agatha Christie?
    2. Re:50% for a frist try? by mgblst · · Score: 3, Insightful

      Maybe you can look at all the different indexes on the market, guess which ones are a bubble, which ones aren't, and get 50% right.

      It is like looking at 1000s of cars in a parking lot, predicting 4 will crash in the next year, killing all occupants, and getting only 2 right.

      That is a god damn victory in anyone's languages.

  8. Gold bubble? by codeAlDente · · Score: 2, Insightful

    Yeah, the US is firing up the printing presses and borrowing the value of all the gold in Fort Knox every few months. Gold must be in a bubble. The algos told me. Paper dollars backed by Ben Bernanke's good looks are better than the one thing that has functioned as currency throughout human civilization. The econophysicists have helped the financial elite and the central bankers create a rigged, casino-style market that systematically steals from the middle class, and you're congratulating them for gambling at a 50% success rate? Is this what passes for 'news for nerds' these days? This ought to make real nerds want to puke.

    --
    He once inserted random mutations into his code, just so he could have the experience of debugging.
  9. An economist ... by w0mprat · · Score: 3, Funny

    is someone who sees something that works in practice and wonders if it would work in theory. - Ronald Reagean

    --
    After logging in slashdot still does not take you back to the page you were on. It's been that way for 20 years.
  10. Next bubble by mysidia · · Score: 3, Funny

    Could be a 'bubbles' bubble.

    Due to irrational exuberance in the bubbles index, and investors massively buying up the bubbles indexes in anticipation of a bubble.

  11. Hand out the hockey sticks by NotQuiteReal · · Score: 3, Insightful

    1) Hand out hockey sticks.
    2) Wait for someone with a graph and utters the words "like a hockey stick" when describing said graph (usually while wildly gesturing and telling you why X is such a good investment, why you should stick with the company, or why "it is different, this time").
    3) Beat that person with the stick from step 1.
    4) Sorry, no profit, but less pain; Widows and orphans are spared... At the very least it is good cardio and even if you are jailed, you get free room and board.

    --
    This issue is a bit more complicated than you think.
  12. Re:You Know by rubies · · Score: 3, Insightful

    Ron Paul is a crank who likes woo-woo medical practices despite being a doctor.
    Schiff predicted eight of the last two crashes.
    Both believe in a now disproven philosophy that self regulated entities "know best" - hows that GFC and the Gulf oil spill working out for you?

  13. Re:50% isn't bad? by oddTodd123 · · Score: 2, Funny

    Can I mod myself -1, Dumbass?

  14. Another Tool To Ignore by cmholm · · Score: 4, Interesting

    Having a new model/metric to play with is nice. But, it wouldn't have made a damn bit of difference with the most recently departed "phantom value". The core issue is that when people are making a lot of money off a hot economic streak, rich people in particular, there's a strong incentive to not screw with the gravy train. Hell, The Economist, for one, had spent three or four years publishing charts and stories suggesting that the western European/North American real estate bubble was unsustainable, and due for correction.

    The missing bit of information was exactly what the corrective signal was going to be. The US Federal Reserve - in the person of Mr. Greenspan - could have provided it, but the Fed board is full of conservative bankers that didn't want to rock the GOP's boat. The various Wall Street bankers could have provided it, but instead they were busy putting out increasingly meta-physical financial products to squeeze another round of bonuses out of the market. So instead, they were all Cosmo Kramer, joy-riding the Saab down the expressway for as long as the fumes kept it going.

    It doesn't matter what predictive tool you've got, even the Word of the Lord wasn't and isn't going to stop people from trying to grab that extra [your monetary goal here], if there's any money left on the table.

    --
    Luke, help me take this mask off ... Just for once, let me butterfly kiss you with my own eyes.
  15. Econowitch by Sponge+Bath · · Score: 2, Funny

    Witches: Double, double toil and trouble; Fire burn, and caldron bubble.
    Investor: Am I destined to be king?
    Witches: Meh. We give it 50/50.

  16. Color me skeptical by ImABanker · · Score: 2, Informative

    What was the criteria for evaluating success? TFA says that the impressive result by anyone's standards is that they predicted a crash in gold, which then was roughly flat for the next six months... There is an entire industry of "quants" attempting to do things like this for banks and hedge funds. Of course, they do not publish their results. If you would like to see what a good classification of bubbles looks like, see: http://dealbook.blogs.nytimes.com/2010/01/27/schillers-list-how-to-diagnose-the-next-bubble/. Note also that identifying a bubble is not always sufficient to profit. Julian Robertson of Tiger Fund famously identified the tech bubble - in '97. He subsequently lost billions betting against tech stocks that stubbornly refused to crash until after he had given up.

    1. Re:Color me skeptical by ImABanker · · Score: 4, Informative

      Having read the paper, this is more ridiculous than I initially suspected. Of the four assets that they identified as being "bubbles", all four increased in price since they made the prediction! The only way to ultimately determine if a bubble is a bubble and not a rational increase in prices is by the subsequent collapse. They try to hedge themselves by saying that it changed into "some other sort of regime", ie non-hyper-exponential growth. So if it is flat, or down, or up they are correct. The only instance they claim to be able to predict is that the asset will not increase hyperexponentially. And they even fail at this, in the price of cotton. Sadly, can claim some knowledge in the realm of finance.

  17. Predicting bubbles is easy. Timing them is hard. by Animats · · Score: 2, Interesting

    I'm on record as having called the dot-com bubble, the oil spike, and the mortgage crisis. It's not hard to predict bubbles. If you look at historical ratios, it's usually clear when assets are overpriced. Historically, the median house in the US sells for 2x to 2.5x the median income. That's about what people can pay for. That ratio hit 4 nationally, and 10 in some states. It was blindingly obvious that there was a housing bubble.

    Dot-com predictions were easy. I had a program which read SEC filings for cash and burn rate, and simply projected when the money would run out. This was far more successful than one would expect. I used to get hate mail from CFOs for that.

    The problem is figuring out when a bubble will pop. I expected the mortgage bubble to pop about two years earlier than it did. (Arguably, the Fed's cheap-money policy under Greenspan postponed the inevitable.)

    Predictions on the debt side are harder than on the equity side. Public policy dominates the debt world. I don't make political predictions, so I can't say much about the current situation. I've been expecting an interest rate spike for years, but instead we've had a Federal deficit spike as money is pumped into the system. Eventually something will give there, as with Iceland, Greece, and other debtor countries. I'm not sure how that will unwind. We may get an interest rate spike and hyperinflation, which is what usually happens when a currency gets into trouble.