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	<title>Mohr Blog &#187; Prediction Markets</title>
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		<title>Cass Sunstein on The Wisdom of Crowds</title>
		<link>http://www.glenmohr.com/glenmohr/2005/04/07/cass-sunstein-on-the-wisdom-of-crowds/</link>
		<comments>http://www.glenmohr.com/glenmohr/2005/04/07/cass-sunstein-on-the-wisdom-of-crowds/#comments</comments>
		<pubDate>Thu, 07 Apr 2005 23:25:34 +0000</pubDate>
		<dc:creator>Glen Mohr</dc:creator>
				<category><![CDATA[Prediction Markets]]></category>

		<guid isPermaLink="false">http://biz24.inmotionhosting.com/~glenmo5/glenmohr/?p=94</guid>
		<description><![CDATA[Mobbed Up
by Cass R. SunsteinPost date 06.17.04 &#124; Issue date 06.28.04
Review of The Wisdom of Crowds in The New Republic
File Attachment: Mobbed Up &#8211; Sunstein.doc (45 KB)
]]></description>
			<content:encoded><![CDATA[<p><a href="https://ssl.tnr.com/p/docsub.mhtml?i=20040628&amp;s=sunstein62804">Mobbed Up</a></p>
<p>by Cass R. Sunstein<br />Post date 06.17.04 | Issue date 06.28.04</p>
<p>Review of <em>The Wisdom of Crowds</em> in <em>The New Republic</em></p>
<p><em><a href="http://glenmohr.com/Mobbed%20Up%20-%20Sunstein.doc">File Attachment: Mobbed Up &#8211; Sunstein.doc (45 KB)</a></em></p>
]]></content:encoded>
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		<item>
		<title>March Madness Trading Market</title>
		<link>http://www.glenmohr.com/glenmohr/2005/03/16/march-madness-trading-market/</link>
		<comments>http://www.glenmohr.com/glenmohr/2005/03/16/march-madness-trading-market/#comments</comments>
		<pubDate>Wed, 16 Mar 2005 21:39:04 +0000</pubDate>
		<dc:creator>Glen Mohr</dc:creator>
				<category><![CDATA[Prediction Markets]]></category>

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		<description><![CDATA[Here&#39;s a front page article from the Boston Globe today about trading contracts on the NCAA Tournament. Link

March Madness goes to market
Commodities traders to buy, sell on NCAA tourney
By John Powers, Globe Staff &#160;&#124;&#160; March 16, 2005
When the opening bell sounds at the stock and commodities exchanges
around the country tomorrow morning, the traders will be [...]]]></description>
			<content:encoded><![CDATA[<p>Here&#39;s a front page article from the Boston Globe today about trading contracts on the NCAA Tournament. <a href="http://www.boston.com/business/articles/2005/03/16/march_madness_goes_to_market/">Link</a></p>
<blockquote>
<h1 class="mainHead">March Madness goes to market</h1>
<h2 class="subHead">Commodities traders to buy, sell on NCAA tourney</h2>
<p class="byline">By John Powers, Globe Staff &nbsp;|&nbsp; <span style="white-space: nowrap;">March 16, 2005</span></p>
<p>When the opening bell sounds at the stock and commodities exchanges<br />
around the country tomorrow morning, the traders will be buying and<br />
selling the usual products &#8212; crude oil, gold, Treasuries, the S&amp;P<br />
500 index. Off the floor, after the close, they&#39;ll also be shorting<br />
Duke, going long on Kansas, buying back Pitt, and dumping Alabama. When<br />
March Madness begins, Longhorns are just another kind of cattle future.</p>
<p>While millions of Americans will be tossing a few dollars into<br />
pick-the-winner office pools on the NCAA men&#39;s basketball tournament,<br />
the traders will be playing a far more sophisticated game with much<br />
more intensity for geometrically higher stakes.</p>
<p>In the commodities world, a contract is an obligation to buy or sell<br />
a specific product at a set price on a set date. The contract value<br />
goes up and down as the perceived value of the product changes. A<br />
Mideast war or a peace settlement will affect the price of oil, a<br />
drought or a bumper crop will affect the price of wheat, inflation or<br />
deflation the price of gold. If the price goes up, a trader can sell<br />
the contract and pocket a profit. If the price drops, he takes a loss.</p>
<p>The same theory applies to basketball teams during the tournament,<br />
when perceived value rises and falls with results. A underdog that<br />
knocks off a heavy favorite will go up in price. A favorite that goes<br />
into double overtime to beat a lightly-regarded team will go down.</p>
<p>The average basketball fan makes bets. The trader deals in futures<br />
contracts, which he buys and sells to his peers throughout the<br />
tournament, even during a game.</p>
<p>Let&#39;s say a participant wants to buy 10 contracts on Boston College<br />
winning the tournament title. Traders think the Eagles have a minimal<br />
chance, so the price for each contract is low. For each round of the<br />
tourney that BC advances, the price goes up. Traders can sell anytime<br />
for a profit, but if the participant wants to &#39;&#39;buy more&#8221; BC, it will<br />
also cost more.</p>
<p>&#39;&#39;I attended a massive basketball school,&#8221; said an options trader<br />
who deals in the S&amp;P 500 Index, who like the rest of his colleagues<br />
does not want his name used for fear of piquing the interest of the<br />
Internal Revenue Service, the state attorney general, and the<br />
Securities and Exchange Commission. &#39;&#39;But you get even more rabid<br />
interest in the tournament here.&#8221;</p>
<p>For the next fortnight after the closing bell rings, the members&#39;<br />
lounges and bars will be jammed with traders &#8212; nearly all of them<br />
male, most of them under 35 &#8212; watching games and monitoring their<br />
positions.</p>
<p>In the trading world, everything is (or can be made) a market and all of them have the same characteristics.</p>
<p>&#39;&#39;Any market is the sum total of intelligence, paranoia, greed,<br />
fear, and idiocy,&#8221; said a former college basketball player who has<br />
dealt in equities and commodities.</p>
<p>All of those elements are at a fever pitch during the NCAAs, which<br />
provides several irresistible lures to traders, most of whom are<br />
incurable sports junkies who will turn a PlayStation football game run<br />
by a computer into a futures market.</p>
<p>March Madness is a single-elimination tournament with 64 teams and a<br />
relatively quick expiration date (the final buzzer on April 4), which<br />
makes for the volatility that traders crave. &#39;&#39;It&#39;s always dynamic,&#8221;<br />
said an options trader who deals in the NASDAQ 100 Index. &#39;&#39;It&#39;s not<br />
very static.&#8221;</p>
<p>And you can earn thousands of dollars even if none of your teams<br />
makes it to the Final Four, simply by cashing in positions along the<br />
way, as traders do with cotton and cocoa contracts every day.</p>
<p>In a standard NCAA pool, participants must fill out the entire<br />
bracket and are married to the teams they choose. But traders can buy<br />
and sell one or more teams multiple times throughout the tournament or<br />
buy and sell the same team at the same time. They can even buy and sell<br />
the seeds (all the No. 1s, all the No. 3s), conferences (Big East, ACC)<br />
or the four bracket quadrants.</p>
<p>&#39;&#39;What&#39;s beautiful about trading is that you don&#39;t have to hold onto<br />
a team,&#8221; said Edward Kaplan, a Yale professor of management sciences<br />
who co-authored a mathematical study of March Madness pools. &#39;&#39;You can<br />
sell. You can triple your money.&#8221;</p>
<p>The way the March Madness market works, teams are priced from 0 to<br />
100, depending on their likelihood of winning the tournament. Illinois,<br />
for example, was a 22.2 this week, Wake Forest a 7.3, Connecticut a<br />
4.7, BC a 1.1. The traders determine the prices by what they&#39;re willing<br />
to pay, with a &#39;&#39;market maker&#8221; often serving as middleman. The longer<br />
the tournament goes, the higher the prices on the survivors.</p>
<p>If a trader buys 10 contracts on Duke at 8.5, he is paying $85. If<br />
Duke wins the tournament, the buyer collects $1,000 for a profit of<br />
$915. If Duke loses, he loses the $85 he paid for the contracts. If<br />
Duke makes the Sweet 16 and its price goes up to $17, the buyer can<br />
sell his position and pocket $85.</p>
<p>&#39;&#39;Guys are constantly finagling and taking profits,&#8221; said a trader<br />
who was a market-maker for his colleagues during his days on the<br />
Philadelphia exchange.</p>
<p>Trading is all about &#39;&#39;edge,&#8221; about exploiting the differences in<br />
theoretical valuation between teams. Do you think UConn is underbid?<br />
Buy it. Do you think Stanford is overbid? Sell. &#39;&#39;The predictable chaos<br />
is what&#39;s captivating about the tournament,&#8221; said the S&amp;P 500<br />
options trader. &#39;&#39;There are so many variables, so many strategies, so<br />
many opportunities to grind out some edge.&#8221;</p>
<p>Playing bracket pools is like playing the lottery. &#39;&#39;There are more<br />
than nine quintillion possible outcomes,&#8221; said Kaplan, who has done the<br />
math. &#39;&#39;If you count the play-in game, there are 18 quintillion. There<br />
are about 6 billion people on the planet. If everyone put in 1.5<br />
billion entries, only one person would get all of the picks right in<br />
one draw.&#8221;</p>
<p>Depending upon how many contracts traders buy, they can make or lose<br />
several hundred thousand dollars. The big losses come from selling<br />
teams &#39;&#39;short&#8221; &#8212; traders selling contracts they don&#39;t own on a team in<br />
the hope that the team loses early. If it does, the traders make a<br />
profit. If the team keeps winning, they have to buy the contract back<br />
at a price that can be brutally expensive, or trust in luck.</p>
<p>&#39;&#39;One young kid at Paine Webber shorted the hell out of Duke the<br />
year that they upset Nevada-Las Vegas [1991] and ended up losing<br />
$200,000,&#8221; remembered a fixed-income salesman. &#39;&#39;Duke ended up beating<br />
Kansas for the title, the kid didn&#39;t come into work the next day and<br />
was never seen again.&#8221;</p>
<p>In a profession that depends on the honor system, where thousands of<br />
dollars exchange hands at the flick of a wrist, failing to pay on an<br />
NCAA contract is a major crime. &#39;&#39;This whole business is based on your<br />
word being your bond,&#8221; said the S&amp;P 500 Index trader. &#39;&#39;A few years<br />
ago, a guy said he had sold a bunch of Duke when he had bought it.<br />
Someone called his boss and he lost his job. Even if his boss hadn&#39;t<br />
fired him, he would have been a pariah in the pit.&#8221;</p>
<p>So the market makers who run the NCAA futures are careful to make<br />
sure that the players can honor their positions. &#39;&#39;There definitely are<br />
risks and, if you&#39;re not careful, you can get burned,&#8221; said the former<br />
Philadelphia trader. &#39;&#39;So, when I was doing it, we would only take bets<br />
from guys we knew.&#8221;</p>
<p>The whole idea behind trading is to keep chasing the edge, which<br />
changes game by game. Take BC, which probably was overbid when the<br />
Eagles were 20-0. Now that they&#39;ve lost four of eight, they&#39;ve likely<br />
been underbid. But if they make it to the Sweet 16 and Texas upsets<br />
Illinois to soften the bracket, BC quickly could be overbid again.</p>
<p>&#39;&#39;The guys who do the best are those who gamble the way they trade,&#8221;<br />
said the S&amp;P 500 index trader. &#39;&#39;As opposed to being traders who<br />
are gambling.&#8221;</p>
<p>Most traders will be holding positions on multiple teams, which can<br />
mitigate a big loss on one. &#39;&#39;I got my face ripped off on Carolina<br />
contracts last year,&#8221; said the S&amp;P trader, a Tarheel alumnus who<br />
admits to betting with his heart. &#39;&#39;But because of how I did with other<br />
teams, I only lost $500 instead of $3,000.&#8221;</p>
<p>Gambling is what they do in Vegas. What they do down around Wall<br />
Street is about edge and hedge, even during March. &#39;&#39;Everyone on the<br />
Street,&#8221; said the fixed-income salesman. &#39;&#39;knows about the kid at Paine<br />
Webber who shorted Duke.&#8221;&nbsp;<img src="http://cache.boston.com/bonzai-fba/File-Based_Image_Resource/dingbat_story_end_icon.gif" alt="" border="0" height="8" width="6"></p>
<div class="pfRule"><img src="http://cache.boston.com/bonzai-fba/File-Based_Image_Resource/spacer.gif" alt="" border="0" height="1" width="1"></div>
<p><span class="small"><br />
  &#169; <a href="http://www.boston.com/help/bostoncom_info/copyright">Copyright</a><br />
  <span class="copyright">2005 The New York Times Company<br />
</span></span></p></blockquote>
]]></content:encoded>
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		</item>
		<item>
		<title>The Wisdom of Crowds</title>
		<link>http://www.glenmohr.com/glenmohr/2005/01/04/the-wisdom-of-crowds/</link>
		<comments>http://www.glenmohr.com/glenmohr/2005/01/04/the-wisdom-of-crowds/#comments</comments>
		<pubDate>Tue, 04 Jan 2005 22:11:45 +0000</pubDate>
		<dc:creator>Glen Mohr</dc:creator>
				<category><![CDATA[Prediction Markets]]></category>

		<guid isPermaLink="false">http://biz24.inmotionhosting.com/~glenmo5/glenmohr/?p=67</guid>
		<description><![CDATA[
Here are my notes on The Wisdom of Crowds by James Surowiecki

Overview
Under the right circumstances, groups are smarter than the
smartest people in them, even if the group doesn’t contain expert members. 
Experts are as likely to disagree as agree. Experts’
individual consistency is also 0.5. Experts overestimate the likelihood that
they are correct – little correlation between [...]]]></description>
			<content:encoded><![CDATA[<p class="MsoNormal">
<p class="MsoNormal">Here are my notes on The Wisdom of Crowds by James Surowiecki
</p>
<p class="MsoNormal"><b style="">Overview<o:p></o:p></b></p>
<p class="MsoNormal">Under the right circumstances, groups are smarter than the<br />
smartest people in them, even if the group doesn’t contain expert members. </p>
<p class="MsoNormal">Experts are as likely to disagree as agree. Experts’<br />
individual consistency is also 0.5. Experts overestimate the likelihood that<br />
they are correct – little correlation between self-assessment and performance.<br />
Therefore, however well informed and sophisticated and expert is, his advice<br />
should be pooled with that of others and the larger the group the better. So we<br />
should stop “chasing the expert” and ask the crowd. We continue to chase the<br />
expert because we assume average means least common denominator (Larrick and<br />
Soll) and we are fooled by randomness (Taleb).<o:p>&nbsp;</o:p></p>
<p class="MsoNormal"><b style="">Criteria for good<br />
collective decision making<o:p></o:p></b></p>
<p class="MsoNormal">The group must be big enough and diverse enough, the members<br />
must be forming opinions independently, and the group must be decentralized.<o:p></o:p></p>
<p class="MsoNormal"><b style="">Diversity<o:p></o:p></b></p>
<p class="MsoNormal">To solve cognition problems you must 1) uncover alternatives<br />
and 2) decide among them. Diversity is needed for both 1 and 2. Diversity adds<br />
perspectives and weakens destructive characteristics of group decision making. A<br />
successful system recognizes losers and kills them quickly. Homogenous groups<br />
spend too much time exploiting and not enough time exploring (James March). Homogenous<br />
groups are susceptible to groupthink, willing to rationalize away<br />
counterarguments and often convinced that dissent is bad. Diversity is more<br />
important than individual intelligence but members must be somewhat informed. There<br />
has to be <u>some</u> information – can’t have a completely ignorant group.<o:p>&nbsp;</o:p></p>
<p><b style="">Independence</b><b style=""><o:p></o:p></b></p>
<p class="MsoNormal">Independence<br />
means members can’t be dependent upon one another for information and can’t be<br />
subject to influence from one another. <st1:City><st1:place>Independence</st1:place></st1:City><br />
keeps mistakes from being correlated. Members can be biased/irrational without<br />
making the group dumber. The more influence members exert on each other, the<br />
more personal contact, the dumber the group will be. This is difficult to<br />
enforce because</p>
<ul style="margin-top: 0in;" type="disc">
<li class="MsoNormal" style="">members<br />
     want to learn from one another</li>
<li class="MsoNormal" style="">members<br />
     are affected by environment/neighborhood/hierarchical position</li>
<li class="MsoNormal" style="">groups<br />
     become more influential as they get bigger</li>
<li class="MsoNormal" style="">“It’s<br />
     better for reputation to fail conventionally than to succeed<br />
     unconventionally” Keynes</li>
<li class="MsoNormal" style="">Information<br />
     cascades can occur when members make decisions in sequence rather than<br />
     simultaneously. That is, the first deciders influence the subsequent even<br />
     if they are wrong. If the subsequent start following the crowd then the<br />
     cascade stops informing. (From <i style="">The<br />
     Tipping Point</i>, cascades move via social ties – mavens, connectors,<br />
     salesmen)<o:p>&nbsp;</o:p></li>
</ul>
<p class="MsoNormal">There also must be intelligent imitation not slavish.</p>
<ul style="margin-top: 0in;" type="disc">
<li class="MsoNormal" style="">Intelligent:<br />
     people stop imitating and learn for themselves when the benefits of doing<br />
     so become high enough</li>
<li class="MsoNormal" style="">Slavish:<br />
     people just keep imitating no matter what</li>
</ul>
<p class="MsoNormal">To get intelligent imitation</p>
<ul style="margin-top: 0in;" type="disc">
<li class="MsoNormal" style="">There<br />
     needs to be initially a wide array of options and information</li>
<li class="MsoNormal" style="">Some<br />
     members must value their own judgment ahead of group’s – overconfident<br />
     people who go with their gut or systematically test and adopt<o:p>&nbsp;</o:p></li>
</ul>
<p class="MsoNormal">Corporations should incentivize employees to uncover and act<br />
on private information. (Blasi and Kruse, High Performance Work Systems). </p>
<p class="MsoNormal"><b>Decentralization<o:p></o:p></b></p>
<p class="MsoNormal">Decentralization- specialization plus coordination. The best<br />
collective decisions are the product of disagreement and contest, not consensus<br />
or compromise. For a decentralized system to be intelligent there must be a<br />
means of aggregating all members’ inputs such as market prices or centralized<br />
decision makers, e.g., Linux. The risk of decentralization is that information<br />
won’t make it through the system to where it is most valuable. There must be a<br />
balance that allows individual knowledge to be specific and local (tacit) but<br />
also makes it globally useful.</p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p class="MsoNormal">People focus better on a decision when there are financial<br />
rewards attached to it so decision markets are often successful.</p>
<p>&nbsp;</p>
<p class="MsoNormal"><b style="">Examples<o:p></o:p></b></p>
<p class="MsoNormal">Problems can be classified as</p>
<ul style="margin-top: 0in;" type="disc">
<li class="MsoNormal" style="">Cognition:<br />
     when there are definitive solutions (Who will win the Super Bowl?) or<br />
     there is a best possible answer (Where’s the best place to site this<br />
     building?)</li>
<li class="MsoNormal" style="">Coordination:<br />
     when members’ behavior must be coordinated (driving or finding a party)</li>
<li class="MsoNormal" style="">Cooperation:<br />
     getting members to work together when self interest would dictate that<br />
     they should not (taxes, dealing with pollution)<o:p>&nbsp;</o:p></li>
</ul>
<p class="MsoNormal">For coordination problems, independence is pointless since<br />
what one member is willing to do depends on what that member thinks other<br />
members are going to do. The El Farol problem shows that even in this case<br />
collective judgment can be good though it can result in many members not being<br />
satisfied. With traffic jams the diversity of drivers makes coordination<br />
difficult. Solution is more control: automatic highways with platoons of<br />
synchronized cars or driver assistance to keep cars evenly spaced.</p>
<p class="MsoNormal"><o:p>&nbsp;</o:p>Cultural conventions allow groups to organize without<br />
conflict, e.g., “first come first served,” queues – there is wisdom in<br />
conventions but many conventions can be very stupid. For example B movies and<br />
old movies cost the same as new. This convention is uncoordinated with<br />
moviegoers.</p>
<p class="MsoNormal">To solve cooperation problems, members need to adopt a<br />
broader definition of self-interest than maximizing short-term profits and they<br />
need to trust other members. There also needs to be a mechanism for preventing<br />
free riders since many people are conditional consenters – only cooperating<br />
because they believe that people who don’t will be punished. People exhibit<br />
strong reciprocity: willingness to punish bad behavior even when they get no<br />
material benefit. The evolution of capitalism has been toward more trust and<br />
transparency because the benefits of trust are immense.</p>
<p class="MsoNormal" style="margin-left: 0.25in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: Symbol;"><span style="">·<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br />
</span></span></span><!--[endif]-->Science:</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->People<br />
still prefer to work in proximity to colleagues but researchers who spend more<br />
time collaborating internationally are more productive.</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->Scientists<br />
want recognition more than cash. We trust that allowing scientists to pursue<br />
self-interest yields better results than command and control.</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->The<br />
blend of collaboration and competition works because of open access to<br />
information.</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->The<br />
flaw is that most scientific work never gets noticed because famous authors get<br />
read more</p>
<p class="MsoNormal"><o:p>&nbsp;</o:p><br />
<b style="">Rules for Small<br />
Groups<o:p></o:p></b></p>
<p class="MsoNormal">Small groups can be good because they make people work<br />
harder and think smarter. Non-polarized small groups make better decisions than<br />
individuals. But small groups face many problems so there need to be rules for<br />
good decision making</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->Discussions<br />
must have structure (ask each member for input) but not too much (one leader<br />
doing all the asking)</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->Decision<br />
making must not begin with a conclusion. This makes it unlikely for new info to<br />
be incorporated. Don’t spend all the time talking about what everyone<br />
knows/agrees on</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->Devils<br />
advocates must be encouraged</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->Groups<br />
polarize through discussion (counter to common wisdom) because members try to<br />
maintain their place in the idea spectrum relative to the entire group. So if<br />
entire spectrum shifts right, member must shift right just to stay in the<br />
middle. To avoid polarization make sure the group has equal number of people<br />
with strongly opposed views.</p>
<p class="MsoNormal" style="margin-left: 0.75in; text-indent: -0.25in;"><!--[if !supportLists]--><span style="font-family: &quot;Courier New&quot;;"><span style="">o<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: ;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><!--[endif]-->The<br />
order of speakers matters – earlier comments are more influential. So don’t<br />
choose earliest speakers on basis of status since that may not equate to more<br />
knowledgeable. The same applies to group members that talk the most.</p>
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