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	<title>Comments on: How Does Amazon Scale Behavior Modelling?</title>
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	<link>http://bokardo.com/archives/how-does-amazon-scale-behavior-modelling/</link>
	<description>A Blog about Social Web Design</description>
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		<title>By: Brian Phipps</title>
		<link>http://bokardo.com/archives/how-does-amazon-scale-behavior-modelling/comment-page-1/#comment-1956</link>
		<dc:creator>Brian Phipps</dc:creator>
		<pubDate>Thu, 03 Nov 2005 16:11:53 +0000</pubDate>
		<guid isPermaLink="false">http://bokardo.com/?p=255#comment-1956</guid>
		<description>Very interesting post. I would say that â€œcustomer modelingâ€ is in fact part of a larger process, which is that of â€œcreating a customer.â€ Of course, before a company can â€œcreate a customerâ€ it has to design the customer it intends to create. That introduces the new field of â€œcustomer design.â€ A lot of modeling is needed to make that happen, and itâ€™s a different form of modeling than the ethnographic studies that observe behavior. Companies can use ethnographics to fit their operations to customers, but a greater challenge is to create the customers that will move their business forward. In this regard, Amazon has made giant strides, but Google is even more dynamic, using a good deal of holistic intuition. Here is an example of how they are creating the Googleized college student: http://services.google.com/university/.

For UI designers, the good news is that they are fast-becoming the center of the business universe. Companies are waking to the fact that brands are interfaces, and soon every major company will need UI teams to create its brand APIs. Amazon and Google are pointing the way.</description>
		<content:encoded><![CDATA[<p>Very interesting post. I would say that â€œcustomer modelingâ€ is in fact part of a larger process, which is that of â€œcreating a customer.â€ Of course, before a company can â€œcreate a customerâ€ it has to design the customer it intends to create. That introduces the new field of â€œcustomer design.â€ A lot of modeling is needed to make that happen, and itâ€™s a different form of modeling than the ethnographic studies that observe behavior. Companies can use ethnographics to fit their operations to customers, but a greater challenge is to create the customers that will move their business forward. In this regard, Amazon has made giant strides, but Google is even more dynamic, using a good deal of holistic intuition. Here is an example of how they are creating the Googleized college student: <a href="http://services.google.com/university/" rel="nofollow">http://services.google.com/university/</a>.</p>
<p>For UI designers, the good news is that they are fast-becoming the center of the business universe. Companies are waking to the fact that brands are interfaces, and soon every major company will need UI teams to create its brand APIs. Amazon and Google are pointing the way.</p>
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		<title>By: Jon Myers</title>
		<link>http://bokardo.com/archives/how-does-amazon-scale-behavior-modelling/comment-page-1/#comment-1920</link>
		<dc:creator>Jon Myers</dc:creator>
		<pubDate>Sun, 30 Oct 2005 05:13:28 +0000</pubDate>
		<guid isPermaLink="false">http://bokardo.com/?p=255#comment-1920</guid>
		<description>Hey great post. Just to extend on the thought of how Amazon scales behavior modeling. I believe another key ingredient of behavior modeling that contributes to Amazon&#039;s success is the ability to model the collective action and cooperation of large groups of people. 

The ability to distill massive group complexity to make intelligent predictions about the tools that will allow people to organize into &quot;virtual domain specific federations&quot; and share and ultimately trigger bundled transactions.

I have not seen their modeling processes, but it is clear that Bezos is comfortable in dealing with ambiguity and complexity. I believe how companies deal with these two factors in the modeling process affects their ability to uncover patterns, trends and anomalies that impact the business in both positive and negative ways. Non-linear thinking.

Best,

-jon</description>
		<content:encoded><![CDATA[<p>Hey great post. Just to extend on the thought of how Amazon scales behavior modeling. I believe another key ingredient of behavior modeling that contributes to Amazon&#8217;s success is the ability to model the collective action and cooperation of large groups of people. </p>
<p>The ability to distill massive group complexity to make intelligent predictions about the tools that will allow people to organize into &#8220;virtual domain specific federations&#8221; and share and ultimately trigger bundled transactions.</p>
<p>I have not seen their modeling processes, but it is clear that Bezos is comfortable in dealing with ambiguity and complexity. I believe how companies deal with these two factors in the modeling process affects their ability to uncover patterns, trends and anomalies that impact the business in both positive and negative ways. Non-linear thinking.</p>
<p>Best,</p>
<p>-jon</p>
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		<title>By: Josh</title>
		<link>http://bokardo.com/archives/how-does-amazon-scale-behavior-modelling/comment-page-1/#comment-1897</link>
		<dc:creator>Josh</dc:creator>
		<pubDate>Tue, 25 Oct 2005 20:32:13 +0000</pubDate>
		<guid isPermaLink="false">http://bokardo.com/?p=255#comment-1897</guid>
		<description>Parrots...of course!!!</description>
		<content:encoded><![CDATA[<p>Parrots&#8230;of course!!!</p>
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		<title>By: PeteCashmore</title>
		<link>http://bokardo.com/archives/how-does-amazon-scale-behavior-modelling/comment-page-1/#comment-1885</link>
		<dc:creator>PeteCashmore</dc:creator>
		<pubDate>Mon, 24 Oct 2005 19:25:19 +0000</pubDate>
		<guid isPermaLink="false">http://bokardo.com/?p=255#comment-1885</guid>
		<description>&quot;If someone is familiar with how Amazon actually does this I would be very interested in hearing how brilliant their solution is compared with my brute force silliness&quot;

I thought everyone knew: they use parrots.  Originally, they tried out a version of &lt;a href=&quot;http://www.google.com/technology/pigeonrank.html&quot; rel=&quot;nofollow&quot;&gt;PigeonRank&lt;/a&gt;, but it turns out that pigeons are only good for indexing webpages, and pretty useless when it comes to powering large-scale recommendation engines.  Who woulda thought?  :)</description>
		<content:encoded><![CDATA[<p>&#8220;If someone is familiar with how Amazon actually does this I would be very interested in hearing how brilliant their solution is compared with my brute force silliness&#8221;</p>
<p>I thought everyone knew: they use parrots.  Originally, they tried out a version of <a href="http://www.google.com/technology/pigeonrank.html" rel="nofollow">PigeonRank</a>, but it turns out that pigeons are only good for indexing webpages, and pretty useless when it comes to powering large-scale recommendation engines.  Who woulda thought?  <img src='http://bokardo.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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