The truth of the source code

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Call it Occam&#8217-s razor, minimization of information entropy, or just KISS principle. Call it &#8216-less is more&#8216-, usability or just common sense.

The question is, are the currently available prediction markets web services compliant with the era of attention economics? Are we able to attract a critical mass of users, thereby surpassing the tipping point needed to turn the mechanism of markets to a typical decision support and forecasting tool?

If a picture is worth a thousand words and assuming that a website&#8217-s source code is an unbiased descriptor of its complexity, I attempted to take a look at the homepages of some popular prediction markets web services, using this &#8216-websites as graphs&#8216- tool. In the results that follow, each cycle represents an html tag.

  • intrade

  • hsx

  • newsfutures

  • thewsx.com (by consensus point)

  • buzz game of yahoo, a source of inspiration to me

  • my beloved inkling markets

  • our approach at askmarkets.com (yet in alpha version)

P.S.: I didn&#8217-t include betfair because the graph occurred wasn&#8217-t descriptive of the true complexity of their homepage.

Cross-posted by gtziralis.com.

Interpreting fed funds futures

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Despite what you may have read elsewhere, the probability of a fed funds rate cut has increased significantly over the last few weeks.

Felix Salmon and Barry Ritholtz seemed to find more merit in this analysis from WSJ Real Time Economics than I did.

Since the stock market began to sink a week ago, the federal funds rate for next January, as implied by futures markets, has plummeted to 5% from 5.2%. As a result, the implied odds of a quarter-point rate cut from the current 5.25% are said to have risen from 20% to 100%.

Well, nobody in their right mind would ever describe the odds as 100%, but let us not get diverted.

Lou Crandall, chief economist at Wrightson Associates, says while such action is commonly attributed to increased expectations of a Federal Reserve rate cut, that would be a mistake. The real reason, he said, is that investors are fleeing risk and seeking safety in Treasury bonds and bills and other high-quality paper, sending their prices up and yields down. As a result, the entire yield curve has shifted down. To maintain parity with that lower yield curve, the implied federal funds rate also has to drop, he says.

Mr. Crandall says, &#8220-99% of the universe, including a lot of people in those trades, don&#8217-t do it because they think the Fed will ease but because that&#8217-s the way the yield curve is shaped.&#8221-

But wait a minute: isn&#8217-t that a violation of efficient markets? If fed funds futures were out of line with a realistic expectation of Fed action, couldn&#8217-t smart people take positions in the mispriced futures and make a bundle six months later when it turns out the Fed didn&#8217-t cut rates? And shouldn&#8217-t such arbitrage push expectations of the Fed and pricing of futures back into line?

No, says Mr. Crandall, for two reasons. First, the Fed has gotten more predictable but gives no guarantees on where rates will go, so there is no assured profit on such a trade (so it wouldn&#8217-t really be arbitrage). Second, &#8220-The amount of money backing people who have opinions about where the Fed will be in six or nine months is dwarfed by the amount of real money being invested in short-term credit markets.&#8221- Nervous investors are willing to accept a lower yield than what might ordinarily be justified based on the economics in exchange &#8220-for safety. Market participants know that perfectly well. That&#8217-s why it&#8217-s called a flight to quality.&#8221-

The first odd thing about this statement is that it seems to suggest that there are two competing theories of how fed funds contracts get priced. The first theory evidently claims that the contracts reflect investors&#8217- expectations of Fed actions, and a second, supposedly contradictory theory claims that the contracts just follow the Treasury yield curve, as if we have to choose whether the fed funds futures contracts are priced in a way that is consistent with expectations of what the Fed is going to do or if instead they are priced in a way that is consistent with the yield curve.

But of course the answer is that they are priced in a way that is consistent with both. These and every other financial market are responding to exactly the same news that we&#8217-ve been discussing here, and drawing the same conclusions as we have. The latest economic news points to a considerably higher likelihood of economic softness, a situation in which the Fed will want to lower the funds rate and short-term interest rates will come down. That scenario is priced in the fed funds futures, in the term structure of Treasuries, in the stock market, in foreign exchange, and what not. Here&#8217-s what&#8217-s been happening over the last few weeks to the price of the November fed funds futures contract, the simple-minded interpretation of which (and the one that I favor) is that the expected fed funds rate for November has now fallen to 5%.

nov_ff_aug_07.png

A second idea in the statement quoted above is the suggestion that one needs to add a significant risk premium to that fed funds futures calculation in order to arrive at the objective expectation of what the fed funds rate will be. It is true that risk premia play a role in the Treasury term structure, and fed funds futures should incorporate that same risk premia. A recent paper by Monika Piazzesi and Eric Swanson finds some indication that risk premia may play a role in longer-horizon fed funds contracts. But evidence for significant risk premia operating in very short-horizon fed funds contracts is much harder to find, as indeed theory predicts it would be. In recent years the Fed&#8217-s actions have become much easier to predict. As the accuracy of your forecast improves and the time horizon for your forecast gets smaller, the risk premium necessarily shrinks, and the risk premium on something you know with certainty has to be exactly zero. Perhaps Crandall is right that risk premia could be playing some role in the January fed funds futures contracts. But I find this story much less plausible for October or November contracts, and, as the figure demonstrates, movement in these was quite dramatic this week.

My guess is that we will indeed see a cut in the fed funds rate by the October 30/31 meeting, if not sooner.

The above article is cross-posted from Econbrowser.

Show Your Support – Buy shares of James Miceli for Congress at InklingMarkets.com

No GravatarJames R Miceli for Congress

&#8212-

Justin Wolfers and Eric Zitzewitz were asking, &#8220-How to attract uninformed traders?&#8221-. (PDF file) Well, here&#8217-s one answer. Make suckers believe that Inkling Markets is like a voting system, where the more supporters show up for a political candidate, the more likely it will be that their candidate will get the nomination/election. (See Mike Giberson&#8217-s excellent blog post, yesterday, for more info.)

REALITY CHECK: The &#8220-votes&#8221- sent to Inkling Markets by the uninformed traders will be overturned over time as the active and informed traders (the &#8220-market makers&#8221-) go trading on this particular prediction market.

&#8212-

Previous blog posts by Chris F. Masse:

  • “Is Clinton’s Pennsylvania Lead Really 20 Points?”
  • The Most Surprising Piece Of News I’ve Heard Today
  • My first prediction market plugin for WordPress
  • Self-Serving Prediction Market Of The Day — Unlawful Internet Gambling Enforcement Act of 2006
  • Prediction markets tend to be so illiquid, though, that mere activity looks like volatility.

Thursday, February 22nd, 2007 – The day when Emile Servan-Schreiber was bull-shitting.

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Emile Servan-Schreiber&#8217-s blog post about the Dutch political elections and the NewsFutures prediction markets:

[…] At first glance, the quality of the market’s vote share predictions were somewhat disappointing compared to the three main polls […] However, the story changes dramatically if, instead of looking at the predictions just before the election, we consider the predictions several weeks earlier. Four to seven weeks before election day, the polls were much less reliable and the market clearly out-predicted them, individually and as a group. […]

This does not fly in my book. To be useful to us, the accuracy of the prediction should increase with time, not decrease.

UPDATE: Mike Giberson&#8230-

[…] Accuracy should improve in most cases as information improves, and generally we expect information about the near future to be better than information about the more distant future.

It is sort of fishy to, after the fact, go sorting back through the data to find “the” accurate prediction. Where is the theory? Better to take the missed predictions as real and try to understand them, rather than engage in after-the-fact data sifting to justify prior beliefs about the accuracy of PMs. […]

Were the InTrade prediction markets on the November 2006s Senate elections accurate?

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Revisiting the issue, almost one year later.

Lance Fortnow (University of Chicago) wrote:

So how did those predictions go? In short you can say the markets predicted every individual race correctly but got the senate wrong, but let us look a little more carefully.

At about 9 AM CST on the morning of election day I made a snap shot of the map for a Discovery Channel Website article.

Every state colored blue was won by a democrat and every state colored red went to a republican. But also note the 69% given to GOP (Republican) Senate control although this election will give control to the democrats. No outcome would have made all the states and senate control agree with the 9 AM map.

Were the markets inconsistent? No, because the markets predict not absolutely but probabilistically. For example, the markets gave a probability of winning 60% for each of Virginia and Missouri and the democrats needed both to take the senate. If these races were independent events, the probability that the democrats take both is 36% or a 64% chance of GOP senate control assuming no other surprises.

Of course the races were not independent events and there are other states involved making it more difficult to compare the probabilities of the individual races with that of senate control.

So how did the markets do as predictors? Quite well as the outcome seems quite reasonable given the markets. Other outcomes would have also been reasonable such as the Democrats losing Virginia and the senate remaining in republican hands, a possibility that came very close to happening.

Previous blog posts by Chris F. Masse:

  • Professor Koleman Strumpf explains the prediction markets to the countryland people.
  • Professor Koleman Strumpf tells CNN that a prediction market, by essence, can’t predict an upset.
  • Time magazine interview the 2 BetFair-Tradefair co-founders, and not a single time do they pronounce the magic words, “prediction markets”.
  • One Deep Throat told me that this VC firm might have been connected with the Irish prediction exchange, at inception.
  • BetFair Rapid = BetFair’s standalone, local, PC-based, order-entry software for prediction markets
  • Michael Moore tells the Democratic people to go Barack Obama in Pennsylvania (a two-tier state), but the polls and the prediction markets tell us that that won’t do the trick.
  • CALLING ALL DEEP THROATS: What is it that Smarkets want to do in Malta, E.U.? And what will Smarkets market anyway?

Are there any prediction markets services you would recommend?

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LinkedIn:

Are there any prediction markets services you would recommend?

Hi all,
I am searching for companies that are specialized in prediction markets. So far I found examples such as newsfutures, nosco, and some more. Have you done business with any of these companies or may there be others you would recommend?
Thanks in advance – Jillian

Jillian Falconi
Innovation Consultant at Saxo Bank

I have answered her request. It&#8217-s a pity I was able to list only three experts in the field of prediction markets. I wanted to give her more names. LinkedIn limits us to three names of experts. Totally stupid&#8230- Sorry to Adam Siegel and Chris Hibbert and others&#8230-

Here&#8217-s the page that this consultant should visit: BEST – the best links about prediction markerts.

Previous blog posts by Chris F. Masse:

  • Do join the “Prediction Markets” group at LinkedIn, if you have a strong interest in the prediction markets or if you work in the prediction market industry. It’s free, and that’s a way for the LinkedIn visitors browsing stuff about prediction markets to stumble upon your resume / profile.
  • You can now join the LinkedIn group on Prediction Markets.
  • Nigel Eccles says that HubDub generates “data on peoples’ reputations for accurately analyzing and forecasting future events”.
  • I did drop BetFair from the Midas Oracle coverage of the prediction markets. They should re-establish the direct links, from their 2 frontpages, to the prediction markets on politics, finance, and the other socially valuable issues.
  • I dropped BetFair from the Midas Oracle coverage of the prediction markets. They should re-establish the direct links, from their 2 frontpages, to the prediction markets on politics, finance, and the other socially valuable issues.
  • I am dropping BetFair from the Midas Oracle coverage of the prediction markets —until they re-establish the direct links, from their 2 frontpages, to the prediction markets on politics, finance, and the other socially valuable issues.
  • 2 web links that are not about prediction markets —but which you should check.

Should AEI-Brookings have allowed Midas Oracle to re-publish the text of the economists petition on prediction markets?

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New York Times:

Content Makers Are Accused of Exaggerating Copyright

An association of computer and communication companies, including Google, Microsoft and Yahoo, on Wednesday accused several professional sports leagues, book publishers and other media companies of misleading and threatening consumers with overstated copyright warnings. In a complaint to the Federal Trade Commission, the group, the Computer and Communications Industry Association, said that the National Football League, Major League Baseball, NBC and Universal Studios, DreamWorks, Harcourt and Penguin Group display copyright warnings that are a “systematic misrepresentation of consumers’ rights to use legally acquired content.” The complaint alleges that the warnings may intimidate consumers from making legal use of copyrighted material, like photocopying a page from a book to use in class. […]

At Midas Oracle, we never had any problem with copyright laws&#8230- except when it came to the economists&#8217- petition on prediction markets engineered by AEI-Brookings. We felt that it would have been better if the media and the bloggers were given permission to re-publish the text of the petition on its entirety &#8212-not just the abstract. We felt that it was a case where the goal of the authors was to maximize exposure of their ideas, not to maximize the power of the copyright rights holder.

Another reason to approve Steve Levitt and Koleman Strumpf for not signing the petition.

Previous: Economists’ Petition on Prediction Markets + Squawk on Prediction Markets – by Tom W. Bell + Bob Hahn turns the PETITION into a CONSENSUS. + Steve Levitt of Freakonomics: I WON’T SIGN YOUR PETITION, BOB. + Chris Masse’s comment on the Freakonomics’ blog post about the legality of US prediction markets + Safe Harbor Letter too Timid – by Chris Hibbert + The limitations of logic (and the need for passion) – by Caveat Bettor + Jason Ruspini on the Economists’ Petition

Where is the libertarian critique of Justin Wolfers Op-Ed on point-shaving betting in the New York Times?

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Nowhere.

Not on Freakonomics.

Not on Marginal Revolution.

Not on Caveat Bettor.

Nobody asked the good questions: Why is it that point-shaving betting is so popular? Could it be that bettors like point-shaving betting very much for good reasons? And should governments and/or sports authorities forbid a popular form of betting on the ground that a small group of people are cheaters? Is there a way to catch those cheaters without clamping down on the whole bunch of point-shaving bettors (who are honest people, for the most part)?

I have the feeling that Prawf Koleman Strumpf would have had a more libertarian approach to this point-shaving betting issue. And shouldn&#8217-t we look more closely at the United Kingdom, where BetFair cooperates with the sports bodies and the police to trace the cheaters?

Previous: Justin Wolfers wants America’s sports bodies to allow sports betting so as to outlaw the quirky bets that induce corruption. + Point Shaving in the NBA: An Economic Analysis of the NBA’s Point Spread Betting Market

UPDATE: Michael Giberson&#8230-

Practical considerations are raised by the proposal to outlaw certain types of bets. Given that, in the U.S., sports gambling is already prohibited in all but a few places, and nonetheless illegal gambling is thriving. One wonders how to induce parties already willing to gamble illegally to only illegally gamble on governmentally-approved forms of bets.

Wolfers answer seems to be that expanding legal sports gamblings on outcomes only would allow legal operators to out-compete illegal operators. But the competitiveness of legal operators will depend in part on their ability to offer attractive betting opportunities, and that ability would be limited under his proposal.

Nonetheless, legalization of sports gambling does carry with it the advantages of relative transparency, which can aid in the detection gambling-based manipulation. [*]

These practical considerations don’t raise to the level of the principled libertarian critique that Chris is in search of, but they do tend to point toward the same result: broader legalization of gambling conducted under a regime of legally enforceable property rights.

[*] Just a related note. In the U.K., the (legal) bookmakers have been reluctant to to give the names of cheaters to the Police, whereas the (legal) BetFair has always been prompt to fight sports corruption.

UPDATE #2: Niall O&#8217-Connor&#8230-

[*] Just a related note. In the U.K., the (legal) bookmakers have been reluctant to to give the names of cheaters to the Police, whereas the (legal) BetFair has always been prompt to fight sports corruption.

This is indeed true- with one significant caveat. It is my belief that most of the major bookmakers and the spread betting companies use Betfair to hedge. They are, thus in theory masking the identity of their clients, when they use Betfair. As you rightly say, they have in the past been reluctant to expose these clients to the light. Should Betfair therefore accept hedging money from these organisations, which, by its own admission, do not have the appropriate systems in place&#8230-

TYLER COWENS BOOK – Discover Your Inner Economist: Use Incentives to Fall in Love, Survive Your Next Meeting, and Motivate Your Dentist.

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ASKING THE MIDAS ORACLE READERS TO CHEAT ON TYLER COWEN.

DO YOU KNOW THE URL OF TYLER COWEN&#8217-S SECRET BLOG?? IF YES, PLEASE, SEND ITS URL TO CHRIS MASSE. ANONYMITY GUARANTEED. AND I PROMISE I WON&#8217-T PUBLISH IT.

[I’m testing the solidity of the oath taken by the purchasers of Tyler Cowen’s new book —they had to promise not to give out the URL of his secret blog to strangers. By the same token, I’m also testing the power of Midas Oracle when it comes to attracting Deep Throats.]

&#8212-

Tyler Cowen on the Volokh blog:

New books and secret blogs: some results

A few days ago, on [Marginal Revolution], I offered access to a secret blog (over forty posts) to anyone who would pre-order my forthcoming book Discover Your Inner Economist: Use Incentives to Fall in Love, Survive Your Next Meeting, and Motivate Your Dentist, due out August 2 from Dutton. The deal, which still stands for all, is that the reader need only write an email to [email protected] and tell me they pre-ordered the book. My underlying hypothesis was that blog readers are not always book readers, so why not package a blog with a book? I was surprised by the results:

1. The orders drove the book up to #220 on Amazon.

2. So far no one has leaked the site address, even though hundreds of people (many of them bloggers) have it.

3. Most people sent in proof of purchase, and were keen to have me look at it, even though I did not ask for it.

4. People asked very earnestly whether it was permissible to show the secret blog to their spouse (it is).

5. Some people wrote me long emails, with complex economic arguments, as to why I should give them the blog for free. But they weren&#8217-t willing to simply lie and get the site address.

6. Some people wrote me long emails with instructions and advice as to how to keep the blog secret for a long time, and possible dangers I might face in maintaining that secrecy.

We&#8217-ll see how this progresses. No, we can&#8217-t fund the nuclear umbrella this way, but I am heartened by the honesty and cooperativeness of the blog-reading community.

Tyler Cowen to Chris Masse (&#8221-Do you mention the prediction markets in your new book?&#8220-):

Absolutely I mention them, in the context of discussing Robin Hanson, in the chapter on &#8220-How to Look Good&#8221-&#8230-

TYLER COWEN – Discover Your Inner Economist: Use Incentives to Fall in Love, Survive Your Next Meeting, and Motivate Your Dentist.

Discover Your Inner Economist: Use Incentives to Fall in Love, Survive Your Next Meeting, and Motivate Your Dentist

IPO Price Discovery

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Since the launch of the simExchange, stocks and futures contracts have debuted at a price suggested by the submitter of the game with some adjustment by the admins of the simExchange. This price was generally too high or too low, resulting in sharp price moves following the IPO and windfall profits. This is expected as the forecast of an individual inefficiently aggregates information compared against a market. Although many traders have come to expect windfall profits from an IPO (possibly from the irrational exuberance of the 90s tech bubble), this is not how an IPO is supposed to work.

To remedy this problem, the simExchange began the use of an experimental new IPO process to determine the IPO price. We evaluated many IPO processes such as Dutch auctions and Parimutuel Auctions but decided on a Double Call Auction to keep the process simple. A double call auction is how trading on the simExchange has always functioned. The only difference from standard trading is that the automated market maker is turned off.

Price discovery works through traders submitting buy orders at the maximum price they are willing to buy at and submitting sell orders at the minimum price they are willing to sell at. Essentially, traders are posting a range of how well they think the game will sell—a maximum and a minimum.

For a single trader, this range may be very large. They may think a game will sell a minimum of 400,000 copies (40 DKP) and a maximum of 600,000 copies (60 DKP). This would equate to a buy order at 40 DKP and a sell order at 60 DKP. With this player’s orders alone, the bid-ask spread is a very large 20 DKP.

However, a second trader may believe the game will sell at least 500,000 copies (50 DKP) and at most 650,000 copies (65 DKP). The trader’s orders represents a 15 DKP bid-ask spread, but together with the other trader, the best bid is now 50 DKP and the best ask is now 60 DKP. The bid-ask spread is now 10 DKP.

A third trader believes the game may only sell 300,000 copies (30 DKP) with a max of 550,000 copies (55 DKP). The bid-ask spread is now 5 DKP. The order book would look like this:

BidAsk
5055
4060
3065

As more traders submit orders, the bid-ask spread will tighten and converge on a market price. Individually, no one knows what the IPO price should be, but together, traders can narrow the range down substantially. This price range should be the best guess of a fair IPO price as this is where the buyers and sellers meet (the optimists and pessimists for the game’s potential sales). In this IPO process, trades only occur when traders are willing to buy and sell at the same price. Once again, this is no different from normal trading except there is no automated market maker submitting orders.

However, this process has proven to be difficult to understand for many members of the simExchange, especially those who use the Basic Trading mode, which is limited to placing market orders (orders that immediately take the best available price). If a trader is not used to looking at what is the current selling price, he may be in for a surprise when his buy order fills.

Originally we had considered reserving the IPO process only to those using the Advanced Trading interface so that traders are forced to identify the matching price they would accept. However, we thought traders using the Basic Mode should still be allowed to participate if they see a price they think is good for buying or selling. Of course, this assumes the trader using the Basic Trading mode is paying attention to the current bid and ask prices. However, many traders using the Basic Trading mode ended up with prices they were not happy with.

Last night, we have heard a deep debate regarding the IPO process. Our goal is to make accurate forecasts in an entertaining and easy to play process. It appears the experimental IPO process has failed to accomplish those goals for many traders.

Based on user suggestions, we will combine the experimental process with elements of the original IPO process into a 2-step IPO process. Once a stock or future is listed on the simExchange, there will be a stage to determine the IPO price. This will be a three-day period in which players place orders in a double call auction. To participate in the double call auction, the player must specify the maximum price he will buy at or the minimum price he will sell at. After the three-day period, an IPO price will be calculated. At this point, the second stage will occur with the stock or future available for purchase or shorting at the IPO price all day by all traders. Following this day, regular trading with automated market maker will commence.

This article was cross-posted from Discovering an IPO price dated July 26 on The simExchange Official Blog.