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	<title>Think Locally &#187; YellowBot</title>
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		<title>Think Locally &#187; YellowBot</title>
		<link>http://blog.loladex.com</link>
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		<title>Local is weird</title>
		<link>http://blog.loladex.com/2008/02/26/local-is-weird/</link>
		<comments>http://blog.loladex.com/2008/02/26/local-is-weird/#comments</comments>
		<pubDate>Tue, 26 Feb 2008 21:47:26 +0000</pubDate>
		<dc:creator>Laurence Hooper</dc:creator>
				<category><![CDATA[Local search]]></category>
		<category><![CDATA[Localeze]]></category>
		<category><![CDATA[YellowBot]]></category>

		<guid isPermaLink="false">http://loladex.wordpress.com/?p=28</guid>
		<description><![CDATA[Not long ago I was talking with Gib Olander from Localeze, our main data supplier.  The topic was local data, and how weird it can be: Some things look like they must be mistakes—except they&#8217;re not. Gib&#8217;s example was a place that sells custom rims and also cellphone service.  If you saw the business listed under both [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.loladex.com&blog=928606&post=28&subd=loladex&ref=&feed=1" />]]></description>
			<content:encoded><![CDATA[<p>Not long ago I was talking with Gib Olander from Localeze, our main data supplier.  The topic was local data, and how weird it can be: Some things look like they <em><strong>must</strong></em> be mistakes—except they&#8217;re not.</p>
<p>Gib&#8217;s example was a place that sells custom rims and also cellphone service.  If you saw the business listed under both<a href="http://loladex.files.wordpress.com/2008/02/plaza.jpg" title="Fresh oysters at Tuffy’s"></a> categories, you might figure one was wrong. But Gib can show you a photo of Cell &#8216;n&#8217; Wheels that proves otherwise.</p>
<p>I laughed. The example wasn&#8217;t so terribly outrageous, and Localeze certainly has an interest in promoting this idea.  :)  Yet at the same time, I happened to know of a much better illustration.</p>
<p>I get my hair cut at a barber&#8217;s shop that also sells seafood.   Oysters, specifically.  During the holiday season it does a roaring trade in hams, too; they&#8217;re piled into a shopping cart by the door.  No one seems to mind buying dinner from a place that can get ankle-deep in human hair.</p>
<p>Whatever about rims and phones, I&#8217;d <strong><em>definitely</em></strong> suspect an error if my search for [oysters] near [Leesburg, VA] returned Plaza &amp; Tuffy&#8217;s Barber Shop as the top result.  But it&#8217;s the only place in Leesburg that advertises oysters on a sign:</p>
<p> <img src="http://loladex.files.wordpress.com/2008/02/plaza.jpg?w=450" alt="Fresh oysters at Tuffy’s" /></p>
<p>I shot this photo right before getting a haircut.  When I went inside, my barber Bobby asked why I had been taking pictures.  I told him I had a friend in Chicago who didn&#8217;t believe that a barber shop also sold seafood.</p>
<p>&#8220;We&#8217;re still country here,&#8221; he replied. &#8220;You tell him that.&#8221;</p>
<p>It got me to thinking: In <a href="http://blog.loladex.com/2007/04/26/yellowbot-early-impressions/">reviewing YellowBot</a> last year, I included a screengrab of something I portrayed as an error—YellowBot&#8217;s tags said that a hair-removal place here in Leesburg also sells bail bonds.</p>
<p>Perhaps I was too hasty in calling it a mistake?</p>
<br /><img alt="" border="0" src="http://feeds.wordpress.com/1.0/categories/loladex.wordpress.com/28/" /> <img alt="" border="0" src="http://feeds.wordpress.com/1.0/tags/loladex.wordpress.com/28/" /> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gocomments/loladex.wordpress.com/28/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/comments/loladex.wordpress.com/28/" /></a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/godelicious/loladex.wordpress.com/28/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/delicious/loladex.wordpress.com/28/" /></a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/gostumble/loladex.wordpress.com/28/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/stumble/loladex.wordpress.com/28/" /></a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/godigg/loladex.wordpress.com/28/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/digg/loladex.wordpress.com/28/" /></a> <a rel="nofollow" href="http://feeds.wordpress.com/1.0/goreddit/loladex.wordpress.com/28/"><img alt="" border="0" src="http://feeds.wordpress.com/1.0/reddit/loladex.wordpress.com/28/" /></a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.loladex.com&blog=928606&post=28&subd=loladex&ref=&feed=1" />]]></content:encoded>
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		<slash:comments>3</slash:comments>
	
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			<media:title type="html">Laurence</media:title>
		</media:content>

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			<media:title type="html">Fresh oysters at Tuffy’s</media:title>
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	</item>
		<item>
		<title>Structured vs. unstructured</title>
		<link>http://blog.loladex.com/2007/09/19/structured-vs-unstructured/</link>
		<comments>http://blog.loladex.com/2007/09/19/structured-vs-unstructured/#comments</comments>
		<pubDate>Wed, 19 Sep 2007 14:56:00 +0000</pubDate>
		<dc:creator>Laurence Hooper</dc:creator>
				<category><![CDATA[Local search]]></category>
		<category><![CDATA[Acxiom]]></category>
		<category><![CDATA[Google]]></category>
		<category><![CDATA[InfoUSA]]></category>
		<category><![CDATA[Kelsey]]></category>
		<category><![CDATA[Localeze]]></category>
		<category><![CDATA[Marchex]]></category>
		<category><![CDATA[Yahoo]]></category>
		<category><![CDATA[YellowBot]]></category>
		<category><![CDATA[Yelp]]></category>

		<guid isPermaLink="false">http://loladex.wordpress.com/2007/09/19/structured-vs-unstructured/</guid>
		<description><![CDATA[Yellow Pages folks surely do love structure — especially when it comes to data. Here at the latest Kelsey conference, where YP folks abound, the only good datum is a structured datum. Consider the title of yesterday&#8217;s most interesting panel: Building a Better Database: Acquiring Content in a Dysfunctional Environment The title is a bit [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.loladex.com&blog=928606&post=21&subd=loladex&ref=&feed=1" />]]></description>
			<content:encoded><![CDATA[<p>Yellow Pages folks surely do love structure — especially when it comes to data. Here at the latest <a href="http://www.kelseygroup.com/ddc2007/">Kelsey conference</a>, where YP folks abound, the only good datum is a structured datum.</p>
<p>Consider the title of yesterday&#8217;s most interesting panel:<br />
<blockquote><em>Building a Better Database: Acquiring Content in a Dysfunctional Environment</em></p></blockquote>
<p>The title is a bit grad school, but &#8220;dysfunctional&#8221; is a strong word that caught my eye. Here it mostly means &#8220;resistant to structure.&#8221;</p>
<p>And them&#8217;s fightin&#8217; words in the world of Yellow Pages.</p>
<p>By now I&#8217;ve gone to a bunch of YP-oriented conferences. All of them featured a discussion about how to gather structured data. But I&#8217;m starting to suspect that this isn&#8217;t the most important problem to solve — and not just because these conference discussions never go anywhere.</p>
<p>Here&#8217;s my thinking:</p>
<p>In what a YPer would call a <em><strong>functional</strong></em> environment, every business location, small or large, would authorize a regularly updated master version of its &#8220;attributes&#8221; (hours, certifications, parking facilities, etc.), and would post this information in some microformat on its Web site, or supply it directly to each data vendor, or send it to an industry-wide data clearinghouse that&#8217;ll probably never exist.</p>
<p>In addition, lots of other data sources — licensing bodies, rating sites, whatever — would distribute structured information that&#8217;s already normalized and can be correlated perfectly to these master records.</p>
<p>All this data would then be collated by data vendors such as <a href="http://www.localeze.com/">Localeze</a> and sold to Web companies such as Google or, for that matter, Loladex.</p>
<p>Finally, the Web companies would build applications that use the structured data for searching by consumers (input) and display to consumers (output).</p>
<p>This worldview may be summarized thus:<br />
<blockquote><em>More structured data in → Better answers out.</em></p></blockquote>
<p>Or as <a href="http://www.marchex.com">Marchex</a>&#8216;s Matthew Berk (who&#8217;s a smart guy) said at the panel here: &#8220;We think local search is about structured search.&#8221;</p>
<p>Berk gave a very good example, which I also use when discussing Loladex: If you&#8217;re looking for a doctor, you need to know whether he takes your insurance. That&#8217;s true, without a doubt.</p>
<p>But here&#8217;s the problem I have:</p>
<p>The majority of information available about any company, and particularly about any small company, will never be structured. It&#8217;ll exist only on the general Web, where it must be searched on its own terms — that is, as unstructured text.</p>
<p>To me, this suggests that the most pressing data problem isn&#8217;t how to gather more structured data, but how to search unstructured data (on Web pages) and return structured answers.</p>
<p>I live on both sides of this equation, by the way. My wife runs <a href="http://www.lolacookies.com/">a small cookie bakery</a>, and I&#8217;m in charge of distributing her data to online sources.</p>
<p>Because of my background, I&#8217;m more informed and motivated than most small business owners. And yet, to be honest, just keeping her Web site up-to-date is a chore. On <a href="http://www.yelp.com/biz/d0jV1XtWELN07tU9p2epKQ">Yelp</a> right now, I&#8217;m sorry to say, her hours are incorrect. I should update it, but I just haven&#8217;t.</p>
<p>Accuracy on our own Web site is always my #1 priority, because that&#8217;s our official voice. Also it&#8217;s where most people land when they search for &#8220;Lola Cookies.&#8221;</p>
<p>Keeping Yahoo Local accurate is on my list, too, but it&#8217;s lower down. Ditto Google and YellowPages.com and the other big sites.</p>
<p>I never think about the data vendors one layer back, like InfoUSA, unless they happen to call the store. (Which InfoUSA does, to its credit.)</p>
<p>Meanwhile, plenty of interesting and searchable information about the bakery exists in other places on the Web, in formats that aren&#8217;t even addressed by the concept of &#8220;attributes.&#8221;</p>
<p>A <a href="http://www.myfoxdc.com/myfox/pages/Home/Detail?contentId=4313924&amp;version=3&amp;locale=EN-US&amp;layoutCode=VSTY&amp;pageId=1.1.1&amp;sflg=1">TV broadcast from the bakery</a> aired live on the local morning news recently, for instance. If you watched the show, you might search for us with a term like &#8220;fox 5 cookies virginia.&#8221; Where does <em><strong>that</strong></em> fit in the world of structured data?</p>
<p>I raised this general issue at yesterday&#8217;s panel. What were the panelists doing about this wealth of unstructured Web data, which right now is the dark matter of the local-search universe?</p>
<p>The answer I got was, basically, &#8220;Not much.&#8221;</p>
<p>Most panelists said they do only highly targeted crawls, focusing on sites that have structured data that can &#8220;extend or validate&#8221; their own data, in the words of Localeze&#8217;s Jeff Beard. An example might be the site of a professional group such as the <a href="http://www.aoa.org/">American Optometric Association</a>.</p>
<p>No panelist was ready to start indexing the sites of individual businesses, or locally focused blogs, or any other sites that are unstructured but potentially rich in content.</p>
<p>The only (mild) exception was Erron Silverstein of <a href="http://www.yellowbot.com">YellowBot</a>, who also said his company limits itself to targeted crawls — but included local media, such as newspapers, among his targets.</p>
<p>A few players <em><strong>are</strong></em> indexing the broader Web and then associating pages with specific businesses (which is the important part). Most notable are Google and Yahoo, who do it for their local search products.</p>
<p>Of course, they&#8217;re already indexing the entire Web. It&#8217;s less of a stretch for them.</p>
<p>Google and Yahoo also buy structured data from InfoUSA, Localeze and others, so it&#8217;s not like such data is obsolete.  But they&#8217;re getting the same info directly from some businesses, and those updates are likely more timely, more accurate, and more complete.</p>
<p>Meanwhile, their Web indices are opening up a realm of data that traditional vendors like Acxiom &#8212; represented by Jon Cohn on yesterday&#8217;s panel &#8212; simply don&#8217;t care to address.</p>
<p>I suspect that, sooner than you&#8217;d imagine, Google and Yahoo will be buying structured data not so that users can search it directly, but for two less-flattering reasons:
<ol>
<li>To help find Web pages they can associate with each business</li>
<p>
<li>To fill ever-smaller gaps in the coverage that results from #1</li>
</ol>
<p>Matthew Berk of Marchex argued that a good local search must be structured to &#8220;help someone walk down the decision trail&#8221; by using filters to narrow their search progressively:<br />
<blockquote><em>I need a orthopedist in Boston &#8230; in the Back Bay &#8230; who accepts United Healthcare.</em></p></blockquote>
<p>I think users are more likely to learn that they can go to Google and type &#8220;orthopedist back bay united healthcare&#8221; &#8212; particularly if it produces a <a href="http://www.bostonexerciseworks.com/about/Kenneth_Ditzian.html">good top result</a> the first time they try.</p>
<p>The burden of local search, it seems to me, is to do something that Google can&#8217;t match with an unstructured Web search.</p>
<p>In any case, the search portals will ultimately use their indexed Web pages to extract and cross-check structured data directly.  Over time &#8212; probably just a couple of years &#8212; such automated processes will yield data that&#8217;s more current and detailed than anything that&#8217;s produced by scanning phone books or calling stores.</p>
<p>The resulting search functionality, integrating both structured and unstructured data, will be sold to other companies as a Web service, and data vendors such as InfoUSA will become irrelevant to local search.</p>
<p>Now <em><strong>that</strong></em> would be a dysfunctional environment for many of the Kelsey attendees.</p>
<p>I&#8217;m not sure exactly how companies like InfoUSA and Acxiom should tackle the unstructured Web. It&#8217;ll demand a new way of thinking, and probably a new way of selling.</p>
<p>But I&#8217;m certain that they ignore unstructured data at their peril.</p>
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		<slash:comments>4</slash:comments>
	
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			<media:title type="html">Laurence</media:title>
		</media:content>
	</item>
		<item>
		<title>YellowBot: Early impressions</title>
		<link>http://blog.loladex.com/2007/04/26/yellowbot-early-impressions/</link>
		<comments>http://blog.loladex.com/2007/04/26/yellowbot-early-impressions/#comments</comments>
		<pubDate>Thu, 26 Apr 2007 15:43:00 +0000</pubDate>
		<dc:creator>Laurence Hooper</dc:creator>
				<category><![CDATA[Competitors]]></category>
		<category><![CDATA[YellowBot]]></category>

		<guid isPermaLink="false">http://loladex.wordpress.com/2007/04/26/yellowbot-early-impressions/</guid>
		<description><![CDATA[While earlier Web 2.0-ish local sites have been dealing with shifting sands, new sites continue to appear. YellowBot is among the latter, and appears to be hanging its hat on tags. What&#8217;s to like about YellowBot? Here are a few things: Tags are generally a good idea YellowBot has bought nationwide base data from Localeze, [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.loladex.com&blog=928606&post=9&subd=loladex&ref=&feed=1" />]]></description>
			<content:encoded><![CDATA[<p>While earlier Web 2.0-ish local sites have been dealing with <a href="http://asack.typepad.com/a_sack_of_seattle/2007/01/judys_book_evol.html">shifting sands</a>, new sites continue to appear. <a href="http://www.yellowbot.com">YellowBot</a> is among the latter, and appears to be hanging its hat on <strong><em>tags</em></strong>.</p>
<p>What&#8217;s to like about YellowBot? Here are a few things:</p>
<ol>
<li>Tags are generally a good idea</li>
<li>YellowBot has bought nationwide base data from Localeze, which means I don&#8217;t have to wait for users to build the site</li>
<li>It has pre-seeded the tags</li>
<li>Its location input box has a &#8220;suggest&#8221; feature that finds matching street addresses in real time, which I haven&#8217;t seen before</li>
</ol>
<p>What&#8217;s not to like?</p>
<ol>
<li>The pre-seeded tags are a bit hinky, which makes them less useful. In fact, the site&#8217;s data seems shaky overall. More on this below.</li>
<li>Despite the somewhat cool street-address feature, the location &#8220;suggestions&#8221; work rather weirdly. (Try typing in an address.)</li>
<li>The site has virtually no user content, even in places where I&#8217;d imagine it should, such as its hometown of LA. It has imported some reviews from CitySearch, Zagat and possibly elsewhere, but this seems inconsistent.</li>
<li>The editorial tone of the site is exclusionary, or possibly just dumb.</li>
</ol>
<p>The tone is a problem because it&#8217;s grating and counterproductive. Maybe I&#8217;m getting too old, but I refuse on principle to rate anything as either &#8220;rank&#8221; (1 star) or &#8220;<a href="http://www.urbandictionary.com/define.php?term=off+the+heezy">off the heezy</a>&#8221; (5 stars):</p>
<p><img border="0" src="http://bp0.blogger.com/_Ipxi-PNt4YE/RjDT4zOTbwI/AAAAAAAAAAs/kAP6oVOP0F0/s320/heezy.jpg" style="display:block;cursor:hand;text-align:center;margin:0 auto 10px;" />This tone is echoed in the <a href="http://www.yellowbot.com/about/faq.html">FAQ</a>:</p>
<blockquote><p><em>Tags are the flava &#8230; of YellowBot.</em></p></blockquote>
<p>Mmmm-hmmm.</p>
<p>Is it possible that some people think this is cool? I suppose so, but I can&#8217;t imagine YellowBot will get lots of reviews of lawyers and lawn-care services (both of which it touts on its home page today) from such an audience.</p>
<p>Other things will be harder to change. There&#8217;s the whole chicken/egg problem of sparse user content; I&#8217;ll post soon about that general issue.</p>
<p>And then there&#8217;s the data, especially as reflected by tags. I suspect that YellowBot bought its pre-seeded tag content, and the UI really plays it up. Some of it is useful, the rest &#8230; not so much.</p>
<p>As a minor example, my brother John runs a <a href="http://www.skoobys.com">hot-dog joint</a> on Hollywood Boulevard in LA. Skooby&#8217;s is famous for its hot dogs. YellowBot&#8217;s tags for the place, none of which appear to have been contributed by users, are as follows:</p>
<blockquote><p><em>Bar Food &#8211; Burgers &#8211; dining &#8211; food &#8211; Pizza &#8211; restaurant</em></p></blockquote>
<p>OK, I forgive the absence of &#8220;hot dogs.&#8221; But &#8220;burgers&#8221; and &#8220;pizza&#8221; are actively wrong. John serves burgers in his quasi-nearby Hermosa Beach location, but YellowBot doesn&#8217;t have that listing at all. He doesn&#8217;t serve pizza anywhere. If I search for &#8220;pizza&#8221; and get directed to Skooby&#8217;s, I&#8217;m being misled.</p>
<p>(I&#8217;ll find lasting consolation in LA&#8217;s best hot dog, fries and lemonade, of course.)</p>
<p>Some of the YellowBot tags appear to have been entered from Yellow Pages ads. Others are just a mystery. Here&#8217;s one medical place in Leesburg, VA:</p>
<p><img border="0" src="http://bp2.blogger.com/_Ipxi-PNt4YE/RjDhrTOTbyI/AAAAAAAAAA8/bEqY93j7FH8/s400/bail.jpg" style="display:block;cursor:hand;text-align:center;margin:0 auto 10px;" /></p>
<p>And another:</p>
<p><img border="0" src="http://bp3.blogger.com/_Ipxi-PNt4YE/RjDiujOTbzI/AAAAAAAAABE/AG14VOenYTg/s400/mortgage.jpg" style="display:block;cursor:hand;text-align:center;margin:0 auto 10px;" /></p>
<p>It&#8217;s not just tags. The number-two result for a search on &#8220;doctor&#8221; in Leesburg, VA, is listed as follows:</p>
<blockquote><p>Jackson River Orthopedics PC<br />
I-64 Exit 21<br />
Leesburg, VA</p></blockquote>
<p>This business isn&#8217;t in Leesburg. I-64 goes nowhere near here.</p>
<p>Unfortunately, I didn&#8217;t have to look very hard for examples like this. I&#8217;m hoping that YellowBot will work out these kinks before long.</p>
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			<media:title type="html">Laurence</media:title>
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