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	<title>Comments on: Intellectual traffic jam</title>
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	<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/</link>
	<description>The blog of John D. Cook</description>
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		<title>By: Luke Hutchison</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-33244</link>
		<dc:creator>Luke Hutchison</dc:creator>
		<pubDate>Fri, 19 Feb 2010 17:36:54 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-33244</guid>
		<description>I agree, this is not how traffic jams happen.  Basically all cars on a road can travel at full speed (here, as fast as the two cars at the &quot;front&quot;) providing that cars are spaced at least the minimum following distance apart.  At some point the density of cars on the road causes people to have to slow down to preserve a safe following distance.  Minimum following distance then decreases with decreased speed, but at some point of increased loading the speed of traffic has to decrease again to satisfy this new safe following distance.  Cars take up a finite amount of space on the roadways too, so adding more cars decreases following distances faster than just dividing inter-car distance by number of cars.  Anyway at some point of loading, there is a fast phase change between full-speed and traffic jam states.</description>
		<content:encoded><![CDATA[<p>I agree, this is not how traffic jams happen.  Basically all cars on a road can travel at full speed (here, as fast as the two cars at the &#8220;front&#8221;) providing that cars are spaced at least the minimum following distance apart.  At some point the density of cars on the road causes people to have to slow down to preserve a safe following distance.  Minimum following distance then decreases with decreased speed, but at some point of increased loading the speed of traffic has to decrease again to satisfy this new safe following distance.  Cars take up a finite amount of space on the roadways too, so adding more cars decreases following distances faster than just dividing inter-car distance by number of cars.  Anyway at some point of loading, there is a fast phase change between full-speed and traffic jam states.</p>
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		<title>By: Omar Gómez</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-33237</link>
		<dc:creator>Omar Gómez</dc:creator>
		<pubDate>Fri, 19 Feb 2010 15:13:28 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-33237</guid>
		<description>Nice metaphor

I real life tough, the cars  behind fund a new company and pass the slow one. Well, at least if you&#039;re in not in communist country (if such a thing still exists)

--Omar</description>
		<content:encoded><![CDATA[<p>Nice metaphor</p>
<p>I real life tough, the cars  behind fund a new company and pass the slow one. Well, at least if you&#8217;re in not in communist country (if such a thing still exists)</p>
<p>&#8211;Omar</p>
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		<title>By: EastwoodDC</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-16161</link>
		<dc:creator>EastwoodDC</dc:creator>
		<pubDate>Sun, 19 Apr 2009 00:16:12 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-16161</guid>
		<description>A flawed metaphor perhaps, but I see what JC is getting at. If the leader(s) for some reason cannot bear to be passed by those that are more capable, the intellectual traffic jam can occur. This may also drive those smarter people to leave for other jobs, or possibly starting their own companies. 
There is a certain implied insecurity in the leaders that are deliberately &quot;slowing down&quot; traffic, but this doesn&#039;t have to be the case. For instance, a leader might be so egotistical as to think they ARE the smartest person, and so allow themselves to be &lt;i&gt;pushed&lt;/i&gt; along at faster speeds.</description>
		<content:encoded><![CDATA[<p>A flawed metaphor perhaps, but I see what JC is getting at. If the leader(s) for some reason cannot bear to be passed by those that are more capable, the intellectual traffic jam can occur. This may also drive those smarter people to leave for other jobs, or possibly starting their own companies.<br />
There is a certain implied insecurity in the leaders that are deliberately &#8220;slowing down&#8221; traffic, but this doesn&#8217;t have to be the case. For instance, a leader might be so egotistical as to think they ARE the smartest person, and so allow themselves to be <i>pushed</i> along at faster speeds.</p>
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		<title>By: John Venier</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-16053</link>
		<dc:creator>John Venier</dc:creator>
		<pubDate>Fri, 17 Apr 2009 02:50:18 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-16053</guid>
		<description>I was always amused to compare the behavior of cars on a freeway with gas molecules in a tube -- the reactions to crowding are opposite.

Long ago at an awesome conference I saw a spectacular presentation by some guys at Los Alalmos.  They managed to simulate all the traffic in the Dallas / Ft. Worth metroplex, down to individual cars.  Not only that, the cars belonged to specific people who lived in specific places, commuted to work at particular places, ran errands to different places, etc. all according to their own schedules and needs.  They used census and survey data to get the basis for the underlying distributions.  The cars all drove on the &quot;real&quot; roads, negotiating curves, mergers, traffic controls, intersections, etc.  For modeling purposes they required the cars never to touch, and if the resulting braking acceleration was too high when cars neared each other, an accident was delacred and handled appropriately.

They turned the virtual people loose and watched.  They found very typical traffic patterns, even to the point of re-creating the backwards propogating delay that persists long after an impediment has cleared.

If that&#039;s not cool enough, they made a &quot;real time&quot; aerial view of the traffic at night, which was incredibly convincing.

Finally they simulated a large scale disaster such as would be expected with a terrorist attack, or an impending one which is known.  Traffic ground to a halt as you would expect.  The take home lesson was that hardly anyone would be able to get to safety.

On a happier note, they pointed out that the model could be used to assess proposed changes to the roadways, to see what the effect on traffic would really be.  Traffic changes are often non-intuitive.</description>
		<content:encoded><![CDATA[<p>I was always amused to compare the behavior of cars on a freeway with gas molecules in a tube &#8212; the reactions to crowding are opposite.</p>
<p>Long ago at an awesome conference I saw a spectacular presentation by some guys at Los Alalmos.  They managed to simulate all the traffic in the Dallas / Ft. Worth metroplex, down to individual cars.  Not only that, the cars belonged to specific people who lived in specific places, commuted to work at particular places, ran errands to different places, etc. all according to their own schedules and needs.  They used census and survey data to get the basis for the underlying distributions.  The cars all drove on the &#8220;real&#8221; roads, negotiating curves, mergers, traffic controls, intersections, etc.  For modeling purposes they required the cars never to touch, and if the resulting braking acceleration was too high when cars neared each other, an accident was delacred and handled appropriately.</p>
<p>They turned the virtual people loose and watched.  They found very typical traffic patterns, even to the point of re-creating the backwards propogating delay that persists long after an impediment has cleared.</p>
<p>If that&#8217;s not cool enough, they made a &#8220;real time&#8221; aerial view of the traffic at night, which was incredibly convincing.</p>
<p>Finally they simulated a large scale disaster such as would be expected with a terrorist attack, or an impending one which is known.  Traffic ground to a halt as you would expect.  The take home lesson was that hardly anyone would be able to get to safety.</p>
<p>On a happier note, they pointed out that the model could be used to assess proposed changes to the roadways, to see what the effect on traffic would really be.  Traffic changes are often non-intuitive.</p>
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		<title>By: Bill the Lizard</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-16022</link>
		<dc:creator>Bill the Lizard</dc:creator>
		<pubDate>Thu, 16 Apr 2009 13:30:56 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-16022</guid>
		<description>This reminds me of the old rumor that went around claiming that Google&#039;s hiring strategy was that any new hire had to be smarter than the average of all employees currently at the company.  The flaw in this strategy is revealed if you follow it all the way back to the founders.  Following this policy, either Larry or Sergei would, by induction, necessarily be the dumbest guy at Google.  I highly doubt this.

I suppose they could have adopted the policy after they had enough employees to make a statistically significant random sample, but I prefer to go on believing that I&#039;ve debunked an urban myth. :)</description>
		<content:encoded><![CDATA[<p>This reminds me of the old rumor that went around claiming that Google&#8217;s hiring strategy was that any new hire had to be smarter than the average of all employees currently at the company.  The flaw in this strategy is revealed if you follow it all the way back to the founders.  Following this policy, either Larry or Sergei would, by induction, necessarily be the dumbest guy at Google.  I highly doubt this.</p>
<p>I suppose they could have adopted the policy after they had enough employees to make a statistically significant random sample, but I prefer to go on believing that I&#8217;ve debunked an urban myth. <img src='http://www.johndcook.com/blog/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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		<title>By: Phil H</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-16018</link>
		<dc:creator>Phil H</dc:creator>
		<pubDate>Thu, 16 Apr 2009 12:31:57 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-16018</guid>
		<description>People&#039;s speeds as a reaction to the car in front are oscillatory and damped according to the density of traffic. If the next car is a mile away, there&#039;s no traffic jam. On a Bank Holiday weekend, when everyone and their grandmother is going for a long weekend, the density is high and cars are close together. In this circumstance people overcompensate for the actions of the car in front. You can see the ultimate effect of this in the video ScottS-M linked to.

One way of clearing these kinds of traffic jams is to gradually slow the traffic behind the traffic jam - 70mph to 60mph to 50mph etc. This way the speeds are less reactive and a gap opens up ahead of this traffic in which the traffic density is lower and the compression wave can dissipate.

One day, we&#039;ll drive onto the motorway and our cars will enter a kind of following mode where they synchronise their speed with nearby cars and drive a few feet apart. This is highly fuel-efficient and negates all the above problems entirely.

So, drivers don&#039;t just end up driving very slowly as a stable state, as the OP suggests, but oscillate. In high density traffic, they can come to a temporary stop. 

Another explanation of mediocrity in large corporations is this: if you&#039;re good at you&#039;re job, you get promoted. Eventually, you&#039;re in a job you&#039;re only mediocre at, so you stop getting promoted. Thus everyone gets promoted to mediocrity. Combine this with the depressive effect an unhappy and bad manager has on his team members, and you find that frequently an issue arises that puts people out of their depth from the top down, and an avalanche of blame richochets down to the poor guys at the bottom. Enough of this and everyone keeps their head below the firing line, careful not to look clever.</description>
		<content:encoded><![CDATA[<p>People&#8217;s speeds as a reaction to the car in front are oscillatory and damped according to the density of traffic. If the next car is a mile away, there&#8217;s no traffic jam. On a Bank Holiday weekend, when everyone and their grandmother is going for a long weekend, the density is high and cars are close together. In this circumstance people overcompensate for the actions of the car in front. You can see the ultimate effect of this in the video ScottS-M linked to.</p>
<p>One way of clearing these kinds of traffic jams is to gradually slow the traffic behind the traffic jam &#8211; 70mph to 60mph to 50mph etc. This way the speeds are less reactive and a gap opens up ahead of this traffic in which the traffic density is lower and the compression wave can dissipate.</p>
<p>One day, we&#8217;ll drive onto the motorway and our cars will enter a kind of following mode where they synchronise their speed with nearby cars and drive a few feet apart. This is highly fuel-efficient and negates all the above problems entirely.</p>
<p>So, drivers don&#8217;t just end up driving very slowly as a stable state, as the OP suggests, but oscillate. In high density traffic, they can come to a temporary stop. </p>
<p>Another explanation of mediocrity in large corporations is this: if you&#8217;re good at you&#8217;re job, you get promoted. Eventually, you&#8217;re in a job you&#8217;re only mediocre at, so you stop getting promoted. Thus everyone gets promoted to mediocrity. Combine this with the depressive effect an unhappy and bad manager has on his team members, and you find that frequently an issue arises that puts people out of their depth from the top down, and an avalanche of blame richochets down to the poor guys at the bottom. Enough of this and everyone keeps their head below the firing line, careful not to look clever.</p>
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		<title>By: ScottS-M</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-15979</link>
		<dc:creator>ScottS-M</dc:creator>
		<pubDate>Wed, 15 Apr 2009 16:23:28 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-15979</guid>
		<description>It&#039;s not exactly the same (although probably close enough for metaphors) but this youtube video from Japanese traffic researchers has &lt;a href=&#039;http://www.youtube.com/watch?v=Suugn-p5C1M&#039; rel=&quot;nofollow&quot;&gt;examples of traffic jams in a circular track&lt;/a&gt;.</description>
		<content:encoded><![CDATA[<p>It&#8217;s not exactly the same (although probably close enough for metaphors) but this youtube video from Japanese traffic researchers has <a href='http://www.youtube.com/watch?v=Suugn-p5C1M' rel="nofollow">examples of traffic jams in a circular track</a>.</p>
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		<title>By: John</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-15978</link>
		<dc:creator>John</dc:creator>
		<pubDate>Wed, 15 Apr 2009 15:58:35 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-15978</guid>
		<description>At first it may not seem that the cars behind the lead pair should have to travel slower, but this has been empirically verified. Policemen would travel in pairs at the speed limit in hopes of making everyone behind them drive the speed limit. This resulted in disastrous traffic jams. Worse, the policemen causing the traffic jams would not immediately realize what was happening since all the trouble was downstream. 

Drivers speed up and slow down for various reasons over time. Say someone&#039;s speed varies 10 mph. On an open highway they can average 55 by driving between 50 and 60. But if someone in front of them is driving a constant 55, they will have to slow down to 50 in order to be able to maintain their usual variability.</description>
		<content:encoded><![CDATA[<p>At first it may not seem that the cars behind the lead pair should have to travel slower, but this has been empirically verified. Policemen would travel in pairs at the speed limit in hopes of making everyone behind them drive the speed limit. This resulted in disastrous traffic jams. Worse, the policemen causing the traffic jams would not immediately realize what was happening since all the trouble was downstream. </p>
<p>Drivers speed up and slow down for various reasons over time. Say someone&#8217;s speed varies 10 mph. On an open highway they can average 55 by driving between 50 and 60. But if someone in front of them is driving a constant 55, they will have to slow down to 50 in order to be able to maintain their usual variability.</p>
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		<title>By: Barry Leiba</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-15971</link>
		<dc:creator>Barry Leiba</dc:creator>
		<pubDate>Wed, 15 Apr 2009 14:57:47 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-15971</guid>
		<description>I know it&#039;s just a metaphor, and I shouldn&#039;t pick at it too much, but:
Why do the cars behind have to go &lt;i&gt;slower?&lt;/i&gt;  As they approach the two lead cars that cruise abreast, they will have to slow &lt;i&gt;to&lt;/i&gt; the speed limit at a safe following distance.  They might initially overcompensate.  But ultimately, the system ought to stabilize to a point where everyone&#039;s going the speed limit (given a sufficiently long highway, such that road capacity doesn&#039;t become the limiting factor).</description>
		<content:encoded><![CDATA[<p>I know it&#8217;s just a metaphor, and I shouldn&#8217;t pick at it too much, but:<br />
Why do the cars behind have to go <i>slower?</i>  As they approach the two lead cars that cruise abreast, they will have to slow <i>to</i> the speed limit at a safe following distance.  They might initially overcompensate.  But ultimately, the system ought to stabilize to a point where everyone&#8217;s going the speed limit (given a sufficiently long highway, such that road capacity doesn&#8217;t become the limiting factor).</p>
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		<title>By: Daman</title>
		<link>http://www.johndcook.com/blog/2009/04/15/intellectual-traffic-jam/comment-page-1/#comment-15970</link>
		<dc:creator>Daman</dc:creator>
		<pubDate>Wed, 15 Apr 2009 14:30:33 +0000</pubDate>
		<guid isPermaLink="false">http://www.johndcook.com/blog/?p=2026#comment-15970</guid>
		<description>&quot;the cars immediately behind the lead pair go a little slower than the speed limit in order to maintain a safe distance&quot; 

That&#039;s a flawed assumption. After driving a little bit slower for a short period of time, the second pair of cars can speed up to drive at the same speed as the leading pair. The distance, providing everyone&#039;s driving at a constant speed, is going to remain the same. 

Similarly, talent//smartness is not unidirectional. It&#039;s not a vector it&#039;s a field.</description>
		<content:encoded><![CDATA[<p>&#8220;the cars immediately behind the lead pair go a little slower than the speed limit in order to maintain a safe distance&#8221; </p>
<p>That&#8217;s a flawed assumption. After driving a little bit slower for a short period of time, the second pair of cars can speed up to drive at the same speed as the leading pair. The distance, providing everyone&#8217;s driving at a constant speed, is going to remain the same. </p>
<p>Similarly, talent//smartness is not unidirectional. It&#8217;s not a vector it&#8217;s a field.</p>
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