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	<title>Comments on: Once More, With Feeling</title>
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	<link>http://www.overcomingbias.com/2008/01/once-more-with.html</link>
	<description>Overcoming Bias is economist Robin Hanson’s blog, on honesty, signaling, disagreement, forecasting, and the far future.</description>
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		<title>By: J Thomas</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409630</link>
		<dc:creator>J Thomas</dc:creator>
		<pubDate>Sat, 12 Jan 2008 13:17:45 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409630</guid>
		<description>&quot;If Intrade overreacts on a regular basis, and not just on occasion, then this suggests there&#039;s an easy way to make some money, as well as starting to correct this at the same time.&quot;

This argument gets used a lot. However, the people who know better may not have enough money or want to risk enough money to actually correct the odds.

How much risk is it? Suppose that the market is agreed that a candidate has a 10% chance but I have looked at all the available information very carefully and I believe it&#039;s an 80% chance based on that information. How much money should I put on it? Say I invest $50,000 in this candidate and tomorrow an old girlfriend shows up who talks about his sexual fetishes? i couldn&#039;t have predicted that, and I&#039;m probably out $50,000.

This might be a reliable way to make money if you can average it out over hundreds of thousands of bets, but I think the stock market is less risky. If the stock market overreacts on a regular basis, then I don&#039;t depend on an unknown event. I win when they overreact provided I could get in place to profit by it.
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		<content:encoded><![CDATA[<p>&#8220;If Intrade overreacts on a regular basis, and not just on occasion, then this suggests there&#8217;s an easy way to make some money, as well as starting to correct this at the same time.&#8221;</p>
<p>This argument gets used a lot. However, the people who know better may not have enough money or want to risk enough money to actually correct the odds.</p>
<p>How much risk is it? Suppose that the market is agreed that a candidate has a 10% chance but I have looked at all the available information very carefully and I believe it&#8217;s an 80% chance based on that information. How much money should I put on it? Say I invest $50,000 in this candidate and tomorrow an old girlfriend shows up who talks about his sexual fetishes? i couldn&#8217;t have predicted that, and I&#8217;m probably out $50,000.</p>
<p>This might be a reliable way to make money if you can average it out over hundreds of thousands of bets, but I think the stock market is less risky. If the stock market overreacts on a regular basis, then I don&#8217;t depend on an unknown event. I win when they overreact provided I could get in place to profit by it.</p>
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		<title>By: tcpkac</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409629</link>
		<dc:creator>tcpkac</dc:creator>
		<pubDate>Sat, 12 Jan 2008 11:08:10 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409629</guid>
		<description>I don&#039;t believe arbitrage has anything to do with accuracy.  In fact, the word &#039;accuracy&#039; in the context of prices is about as useful as the word &#039;fairness&#039; in the context of taxes (how&#039;s that for a troll ?).
Arbitrage just implies a momentary difference in assessment.
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		<content:encoded><![CDATA[<p>I don&#8217;t believe arbitrage has anything to do with accuracy.  In fact, the word &#8216;accuracy&#8217; in the context of prices is about as useful as the word &#8216;fairness&#8217; in the context of taxes (how&#8217;s that for a troll ?).<br />
Arbitrage just implies a momentary difference in assessment.</p>
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		<title>By: Unknown</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409628</link>
		<dc:creator>Unknown</dc:creator>
		<pubDate>Sat, 12 Jan 2008 06:47:07 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409628</guid>
		<description>Peter, that was exactly what I meant by arbitrage. This will improve the market because it will tend to penalize more the one with the more inaccurate price. And it is one of the best ways to improve accuracy because it doesn&#039;t depend on a prior knowledge of the true probabilities.

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		<content:encoded><![CDATA[<p>Peter, that was exactly what I meant by arbitrage. This will improve the market because it will tend to penalize more the one with the more inaccurate price. And it is one of the best ways to improve accuracy because it doesn&#8217;t depend on a prior knowledge of the true probabilities.</p>
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		<title>By: Peter McCluskey</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409627</link>
		<dc:creator>Peter McCluskey</dc:creator>
		<pubDate>Fri, 11 Jan 2008 22:55:15 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409627</guid>
		<description>The uses of the word arbitrage here suggest that people are confused about the meaning of that word. The standard meaning refers to exploiting inconsistencies between two financial instruments.
Market makers / bookies may occasionally use arbitrage, but mostly use other strategies such as reading supply and demand from the behavior of other traders.

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		<content:encoded><![CDATA[<p>The uses of the word arbitrage here suggest that people are confused about the meaning of that word. The standard meaning refers to exploiting inconsistencies between two financial instruments.<br />
Market makers / bookies may occasionally use arbitrage, but mostly use other strategies such as reading supply and demand from the behavior of other traders.</p>
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		<title>By: Unknown</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409626</link>
		<dc:creator>Unknown</dc:creator>
		<pubDate>Fri, 11 Jan 2008 18:44:51 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409626</guid>
		<description>I would expect going for arbitrage rather than accuracy would be one of the best ways to improve the accuracy of the market.

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		<content:encoded><![CDATA[<p>I would expect going for arbitrage rather than accuracy would be one of the best ways to improve the accuracy of the market.</p>
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		<title>By: Robin Hanson</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409625</link>
		<dc:creator>Robin Hanson</dc:creator>
		<pubDate>Fri, 11 Jan 2008 15:00:04 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409625</guid>
		<description>Andrew, calibrated probabilistic forecasts already tell us their error rate.
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		<content:encoded><![CDATA[<p>Andrew, calibrated probabilistic forecasts already tell us their error rate.</p>
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		<title>By: Stuart Armstrong</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409624</link>
		<dc:creator>Stuart Armstrong</dc:creator>
		<pubDate>Fri, 11 Jan 2008 09:55:37 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409624</guid>
		<description>&lt;i&gt;My point is that if the financial markets were consistently significantly off compared to other predictors, surely this would be quickly spotted and exploited? In the same way, anyone discovering they were consistently better at deciding football results than the bookies would break the system very quickly. Or receive a number of job offers....&lt;/i&gt;

From my understanding, bookies decide their odds by arbitrage, not by estimating the true odds. Similarly, banks spend huge amounts of effort chasing down arbitrage opportunities; according to my friends in banking, actually playing the market by predicting the future values of stocks is a mugs game.

So there may be a limit to how accurate a betting market can become. There may be a method that is consistently more accurate than the market, as long as it&#039;s hard to implement, and the returns are relatively lower than the arbitrage opportunities.

A quick impression here: since elections (like sport events) are filled with emotional and irrational beliefs, the arbitrage opportunities may be higher than in the cold stock market. If this is true, we&#039;d expect the accuracy of the election betting markets to be lower than standard financial markets, as the smart bettors go for arbitrage rather than accuracy. Any data here?

But your general point stands: there will be no &lt;i&gt;easy&lt;/i&gt; method that is consistently better than betting markets.
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		<content:encoded><![CDATA[<p><i>My point is that if the financial markets were consistently significantly off compared to other predictors, surely this would be quickly spotted and exploited? In the same way, anyone discovering they were consistently better at deciding football results than the bookies would break the system very quickly. Or receive a number of job offers&#8230;.</i></p>
<p>From my understanding, bookies decide their odds by arbitrage, not by estimating the true odds. Similarly, banks spend huge amounts of effort chasing down arbitrage opportunities; according to my friends in banking, actually playing the market by predicting the future values of stocks is a mugs game.</p>
<p>So there may be a limit to how accurate a betting market can become. There may be a method that is consistently more accurate than the market, as long as it&#8217;s hard to implement, and the returns are relatively lower than the arbitrage opportunities.</p>
<p>A quick impression here: since elections (like sport events) are filled with emotional and irrational beliefs, the arbitrage opportunities may be higher than in the cold stock market. If this is true, we&#8217;d expect the accuracy of the election betting markets to be lower than standard financial markets, as the smart bettors go for arbitrage rather than accuracy. Any data here?</p>
<p>But your general point stands: there will be no <i>easy</i> method that is consistently better than betting markets.</p>
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		<title>By: Ben Jones</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409623</link>
		<dc:creator>Ben Jones</dc:creator>
		<pubDate>Thu, 10 Jan 2008 08:42:42 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409623</guid>
		<description>Andrew, granted. My point is that if the financial markets were consistently significantly off compared to other predictors, surely this would be quickly spotted and exploited? In the same way, anyone discovering they were &lt;i&gt;consistently&lt;/i&gt; better at deciding football results than the bookies would break the system very quickly. Or receive a number of job offers....
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		<content:encoded><![CDATA[<p>Andrew, granted. My point is that if the financial markets were consistently significantly off compared to other predictors, surely this would be quickly spotted and exploited? In the same way, anyone discovering they were <i>consistently</i> better at deciding football results than the bookies would break the system very quickly. Or receive a number of job offers&#8230;.</p>
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		<title>By: Jor</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409622</link>
		<dc:creator>Jor</dc:creator>
		<pubDate>Thu, 10 Jan 2008 08:39:09 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409622</guid>
		<description>Unknown -- I was thinking the same thing, but these markets are too rare. You would need to catch it reacting irrationally many times to make money.

By the way, in &#039;04, when the mid-day exit polls were released, in-trade also wildly over-reacted and swung Kerry to 70%+.  That made the day even more depressing for me when the result finally came out.
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		<content:encoded><![CDATA[<p>Unknown &#8212; I was thinking the same thing, but these markets are too rare. You would need to catch it reacting irrationally many times to make money.</p>
<p>By the way, in &#8217;04, when the mid-day exit polls were released, in-trade also wildly over-reacted and swung Kerry to 70%+.  That made the day even more depressing for me when the result finally came out.</p>
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		<title>By: Andrew</title>
		<link>http://www.overcomingbias.com/2008/01/once-more-with.html#comment-409621</link>
		<dc:creator>Andrew</dc:creator>
		<pubDate>Thu, 10 Jan 2008 01:38:01 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2008/01/once-more-with-feeling.html#comment-409621</guid>
		<description>Robin,

Yes, I agree.  As Justin put it, the prediction markets are an aggregator of the conventional wisdom.  When a probabilistic forecast is &quot;wrong,&quot; that&#039;s part of the prediction error.  With enough experience, perhaps we can assign reasonable uncertainty distributions to prediction-market forecasts.

P.S.  Regarding Ben Jones&#039;s comment above:  Not everyone enjoys betting or wants to put the time/effort into it.
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		<content:encoded><![CDATA[<p>Robin,</p>
<p>Yes, I agree.  As Justin put it, the prediction markets are an aggregator of the conventional wisdom.  When a probabilistic forecast is &#8220;wrong,&#8221; that&#8217;s part of the prediction error.  With enough experience, perhaps we can assign reasonable uncertainty distributions to prediction-market forecasts.</p>
<p>P.S.  Regarding Ben Jones&#8217;s comment above:  Not everyone enjoys betting or wants to put the time/effort into it.</p>
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