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	<title>Predicting What Consumers Want to Buy</title>
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	<description>learning to serve the right ad, at the right time</description>
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		<title>Predicting What Consumers Want to Buy</title>
		<link>http://blog.predictabuy.com</link>
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		<item>
		<title>Internet Identity</title>
		<link>http://blog.predictabuy.com/2011/07/13/internet-identity/</link>
		<comments>http://blog.predictabuy.com/2011/07/13/internet-identity/#comments</comments>
		<pubDate>Wed, 13 Jul 2011 21:26:25 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[On the net, we are defined by what we share.  This sharing tends to need a little maintenance in terms of keeping your presence up and running and providing a little fresh meat from time to time.  My identity was looking a bit shabby &#8211; sort of the way I look when I&#8217;ve omitted shaving [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=480&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>On the net, we are defined by what we share.  This sharing tends to need a little maintenance in terms of keeping your presence up and running and providing a little fresh meat from time to time.  My identity was looking a bit shabby &#8211; sort of the way I look when I&#8217;ve omitted shaving for a little too long.  Beards with me are an act of omission rather than commission!</p>
<p>So, I&#8217;ve been giving things a bit of trim.  I started by restoring the blog.predictabuy.com URL for this blog.  I know blogs seem downright old school now and there are cooler blogging platforms on the block but I still think there&#8217;s a lot of meaningful stuff on this blog.  And I&#8217;ve got a few new things I want to ramble about.  And I still like the &#8216;long form&#8217; blog better than the quick hits of things like twitter.</p>
<p>I also restored my photography site: <a title="Eric Fredine Photography" href="http://www.ericfredine.com/">http://www.ericfredine.com/</a>.  It&#8217;s long overdue for a renovation but I still enjoy looking at the photographs on it.  You might too.</p>
<p>I&#8217;ve been tweeting a bit too: <a title="Predictabuy on Twitter" href="http://twitter.com/predictabuy">predictabuy</a>.  I have a Facebook presence as well &#8211; but I mostly view that as family and friends &#8211; with the exception that quite a few photographers are friends on Facebook &#8211; but a fair number of them are friends in the true sense as well.</p>
<p>Lately, I&#8217;ve also opened up an account on Google+: <a href="https://profiles.google.com/eric.fredine" target="_blank">https://profiles.google.com/eric.fredine</a>.   I am a gray haired geek after all &#8211; and that does seem to be the dominant demographic at the moment.  I think it will likely have some legs.  The <a href="http://www.linkedin.com/in/efredine" target="_blank">http://www.linkedin.com/in/efredine</a> presence is pretty low key and easy to maintain.</p>
<p>&#8212;</p>
<p>That&#8217;s enough for me.  More than enough actually.  One thing that is both interesting and scary is that these identities are certainly becoming very personally identifiable.  That&#8217;s quite an explicit goal of all these social services &#8211; and understandably so from the point of view of the &#8216;utility&#8217; of the service I suppose.</p>
<p>But it does feel like the virtual world keeps shrinking and become denser.  I hope it doesn&#8217;t all disappear in to a black hole!</p>
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		<title>Three Web History Search Tools Examined</title>
		<link>http://blog.predictabuy.com/2011/07/11/web-history-search-tools/</link>
		<comments>http://blog.predictabuy.com/2011/07/11/web-history-search-tools/#comments</comments>
		<pubDate>Mon, 11 Jul 2011 23:31:54 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=469</guid>
		<description><![CDATA[The other day I was reading some commentary on Google+.  The author was commenting on Circles and how he didn&#8217;t like the paradigm.  That it was a &#8216;sort&#8217; rather than a &#8216;search&#8217; paradigm.  He then went on to describe how Gmail changed his behavior &#8211; that instead of sorting (filing) emails he just searched gmail.  [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=469&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>The other day I was reading some commentary on Google+.  The author was commenting on Circles and how he didn&#8217;t like the paradigm.  That it was a &#8216;sort&#8217; rather than a &#8216;search&#8217; paradigm.  He then went on to describe how Gmail changed his behavior &#8211; that instead of sorting (filing) emails he just searched gmail.  That&#8217;s certainly how I use gmail.</p>
<p>I&#8217;d link to the post &#8211; but I can&#8217;t remember where I put it.  Which is why we&#8217;re having this blog post: I want to be able to &#8216;search&#8217; my web history rather than having to &#8216;sort&#8217; it with bookmarks or some other technique.</p>
<p>So, I did a little research and found three candidates: <a title="info axe web history search" href="http://www.infoaxe.com/">Infoaxe</a>, <a title="Ego archive web history search" href="https://www.egoarchive.com/">Egoarchive</a> and Google web history (with the help of the Google toolbar).  Here&#8217;s a brief run down of each of them.</p>
<h3>Web History in the Cloud &#8211; Very Scary</h3>
<p>So, the idea of all these tools is that you store your browsing history in the cloud.  They all use a browser plug-in that reports every link you visit to a cloud based service.  Then they provide you with some tools to search this history.</p>
<p>This is scary: you&#8217;re voluntarily providing your entire click-stream to a third party.  It&#8217;s imperative for them to demonstrate that they will take good care of it and they need to provide a lot of value &#8211; to me &#8211; the user &#8211; in return.</p>
<h3>Searching Your History</h3>
<p>All three work as advertised.  They store your history and provide various ways to search it.  EgoArchive and InfoAxe provide tools for bookmarking stuff in your archive.  EgoArchive also provides sharing tools from within the archive.  EgoArchive actually stores an image of your page &#8211; which is what get&#8217;s shared.  While I thought this was kind of cool I didn&#8217;t find it very useful &#8211; it just seems to take up a lot of screen real-estate that I think would be better utilized with a denser presentation of the results.</p>
<p>In the end, none of them were what I was really looking for.  They made me realize I am looking for more than &#8216;just&#8217; search.  I want a tool that is able to help with <strong>organizing</strong> the information as well &#8211; something more along the line of threading conversations in the email world.  In this sense, Google&#8217;s web history did the best job of providing a bit of structure to the data.  Not surprisingly their organization views &#8216;the search&#8217; as the fundamental organizational construct.  I&#8217;m not convinced that&#8217;s really the way to think of a click-stream.</p>
<h3>Asserting Their Presence</h3>
<p>I found that InfoAxe took a number of liberties with my browser settings!  It took over my home page, without asking me.  The nerve!  I was very annoyed.  I removed it almost immediately. Given how much trust I gave them in the first place &#8211; here have my click history &#8211; I really needed them to be much more respectful about what they were doing to my browser.  I was left thinking: wow, if they&#8217;ll do that to my browser right in front of me what might they do with my data behind my back!</p>
<p>EgoArchive was more refined in this respect.  I&#8217;m not sure I really enjoyed the way it stuck itself in to the top of my Google search results.  That could use a little refinement.  I don&#8217;t like things &#8216;messing&#8217; with my browser too much.</p>
<p>Google on the other hand almost disappears.  You have to go seek out your web history.  This doesn&#8217;t surprise me, since they are probably more interested in how my data helps them organized the world&#8217;s information than in how they can help me organize MY information.</p>
<h3>Organizing My Information</h3>
<p>I think the focus of existing web history tools is on &#8216;re-finding&#8217;.  This is a worthy objective, but seems to fall far short of the potential here.  What I&#8217;m ultimately looking for is a tool to help me organize all MY information (at least as it pertains to my wanderings around the web) &#8211; without requiring me to become a pedantic filer.  Because that&#8217;s just never going to happen!</p>
<p>Suggestions?</p>
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		<title>Futzing with Internet Administration</title>
		<link>http://blog.predictabuy.com/2011/07/10/futzing-with-internet-administration/</link>
		<comments>http://blog.predictabuy.com/2011/07/10/futzing-with-internet-administration/#comments</comments>
		<pubDate>Sun, 10 Jul 2011 19:51:44 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[Re-enabled the blog.predictabuy.com url.  Had to pay the tithe to WordPress! Also, re-booting eric.fredine.com. Cheers, Eric<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=467&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Re-enabled the blog.predictabuy.com url.  Had to pay the tithe to WordPress!</p>
<p>Also, re-booting eric.fredine.com.</p>
<p>Cheers,<br />
Eric</p>
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		<title>iPhone: a great companion at home too</title>
		<link>http://blog.predictabuy.com/2010/01/04/iphone-a-great-companion-at-home-too/</link>
		<comments>http://blog.predictabuy.com/2010/01/04/iphone-a-great-companion-at-home-too/#comments</comments>
		<pubDate>Mon, 04 Jan 2010 21:22:06 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[Apple]]></category>
		<category><![CDATA[iPhone]]></category>
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		<guid isPermaLink="false">http://blog.predictabuy.com/?p=461</guid>
		<description><![CDATA[I use my iPhone at home: a lot.  I've compiled a list of 10 ways I use it.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=461&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>There is general agreement that 2009 was (finally!) the year of mobile.  And there are many predictions about how important location awareness is going to be in 2010.  Agree with all that and share in the excitement.</p>
<p>But the thing that surprises me about my iPhone is that it has become a great in-home companion for me.  It&#8217;s pretty much always by my side or in my pocket.  Here&#8217;s some of the things I do with it at home:</p>
<ol>
<li>It has replaced my watch, my alarm clock and my kitchen timer.  It&#8217;s easier to use for all these functions.  It automatically remembers to change time zones when I go from Edmonton to Vancouver.</li>
<li>I use it as a remote to control my Macbook connected to our TV to watch programs I&#8217;ve downloaded from iTunes.</li>
<li>I use i.TV to look at TV listings.  I look up the sad statistics on the Edmonton Oilers.  I still check to see when their next game is despite the apparent futility of it all.</li>
<li>I check in on Twitter and Google Reader while having my morning coffee.</li>
<li>I bought my wife a Kindle for Christmas.  This lead to me downloading the iPhone Kindle app.  Now I read books on it too &#8211; surprisingly good at this.</li>
<li>I use Skype to make phone calls.  I can wander around the house and make a cup of coffee while on a call.  This is the way Skype was meant to be deployed  (And not to worry &#8211; I refrain from using the washroom.)</li>
<li>I get directions to a place before I go out to it.</li>
<li>I look stuff up.  Often.  Weather.  Stock prices.  What something is.  Where some place is.</li>
<li>I listen to music on it (through one of those sound system docks) &#8211; most often with last.fm.</li>
<li>I send and receive email; update or check my schedule; see what&#8217;s happening on Facebook.</li>
</ol>
<p>Let me know in the comments what else you do with your smart phone at home?  I know my son plays games on his while at home.  I do that sometimes as well &#8211; but to be honest it&#8217;s not a primary use case for me.</p>
<p>I&#8217;m thinking there is a lot of &#8216;untapped&#8217; potential in the smart phone as an &#8216;in-home companion&#8217;.</p>
<p>Welcome to 2010.</p>
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		<title>Real-time Context Targeting</title>
		<link>http://blog.predictabuy.com/2009/10/08/real-time-context-targeting/</link>
		<comments>http://blog.predictabuy.com/2009/10/08/real-time-context-targeting/#comments</comments>
		<pubDate>Thu, 08 Oct 2009 20:52:21 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
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		<category><![CDATA[real-time]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=445</guid>
		<description><![CDATA[Targeting local advertising using the real-time context of local searchers is an effective alternative that overcomes the limitations inherent in simply advertising a local business as a potential alternative based on the category and location of the search.  In this post, I&#8217;ll describe what real-time context is, how it can be discovered and how models [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=445&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Targeting local advertising using the real-time context of local searchers is an effective alternative that overcomes the limitations inherent in simply advertising a local business as a potential alternative based on the category and location of the search.  In this post, I&#8217;ll describe what real-time context is, how it can be discovered and how models can be trained to target local advertising using this approach.</p>
<p>This post is part of the Improving Local Ad Performance series.  In <a href="http://blog.predictabuy.com/2009/10/07/local-search-advertising-challenges/">The Challenge of Fine Segmentation in Local Advertising</a> I discussed the challenges inherent in relying solely on a &#8216;like for like&#8217; targeting approach in local search.  In a like for like targeting, local advertising is displayed by matching the category and location of the advertising business to the category and location of a search request.  In today&#8217;s post, we are going to discuss using Real-time Context Targeting as a complementary alternative to this approach.</p>
<h3>What is Real-Time Context?</h3>
<p>Let&#8217;s use the example of someone searching for a Taxi to call.  They might be looking up a number for a particular Taxi, looking for any old Taxi or even looking for the nearest available Taxi.  The following diagram illustrates various situations where a user might be looking for a Taxi:</p>
<div id="attachment_446" class="wp-caption aligncenter" style="width: 490px"><img class="size-full wp-image-446" title="Hidden Context" src="http://predictabuy.files.wordpress.com/2009/10/hidden_context.png?w=500" alt="The Real Time Context of Someone Looking for a Taxi"   /><p class="wp-caption-text">The Real Time Context of Someone Looking for a Taxi</p></div>
<p>The actual context of the user is hidden from us, but let&#8217;s assume for the moment we actually know it (or could at least take an educated guess at it).  In that case, we could advertise based on that context.  So, for example, if they are call a Taxi because they&#8217;ve lost their keys, we could advertise the Locksmith they will also need!</p>
<h3>Why Not Just Advertise Taxis?</h3>
<p>There are several reasons to consider advertising something other than just Taxi services:</p>
<ol>
<li>Other types of advertisers (a Locksmith for example) might be willing to pay you far more for a lead.  So, even if your response rate ended up lower than for a Taxi ad you might make more money because you&#8217;ve delivered more valuable leads.</li>
<li>Some users may be loyal to a particular brand of Taxi or using a service that provides the nearest available Taxi.  As such, they aren&#8217;t really open to substitution &#8211; but may be more more open to something that meets another need in their context.</li>
<li>You might not have Taxi ads in that locality.</li>
</ol>
<p>If the advertising is relevant to the real-time context of the caller, they&#8217;ll appreciate and perhaps act upon them.</p>
<h3>How Do You Determine Context?</h3>
<p>Sounds great &#8211; but how do we discover the hidden context of our searcher?  We have to <strong>infer</strong> the hidden context from characteristics (or attributes) of  the search and current events.  Examples include:</p>
<ul>
<li>time and date based attributes (time of day, day of week, weekday/weekend, holiday, seasons, etc.);</li>
<li>place attributes (requested location and current location of the searcher if known); and</li>
<li>real-time events such as weather, sporting events and cultural events.</li>
</ul>
<p>In fact, by examining past search history (in a completely anonymous way that protects the privacy of individuals) and the historical event record we can apply machine learning algorithms to build models that recommend the best ads based on current events and the attributes of a local search.  An example of how we do this at Predictabuy is shown below:</p>
<div id="attachment_447" class="wp-caption aligncenter" style="width: 500px"><img class="size-full wp-image-447" title="real-time-recommendations" src="http://predictabuy.files.wordpress.com/2009/10/real-time-recommendations.png?w=500" alt="Real-time context targeting of local advertising"   /><p class="wp-caption-text">Real-time context targeting of local advertising</p></div>
<h3>What&#8217;s in the Event Stream?</h3>
<p>The explosion of social sites and mobile usage exemplified by Twitter and Facebook provides a rich and evolving set of events that a context-driven local targeting engine can exploit.  As such, this approach will just get richer and more effective over time.  If you have a suggestion for events you think will be important in local advertising leave a comment and let me know.  I&#8217;d love to hear from you.</p>
<h3>Learn More</h3>
<p>For a free consultation on how you can use Real-time Context Targeting in your business <a href="http://blog.predictabuy.com/contact/">contact me</a>.</p>
<p>This post is part of an ongoing series on Improving Local Ad Performance.  Upcoming posts will cover the use of consumer behavior and preferences in the effective targeting of local advertisements.  To ensure you don&#8217;t miss any of the discussion:</p>
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		<title>The Challenge of Fine Segmentation in Local Advertising</title>
		<link>http://blog.predictabuy.com/2009/10/07/local-search-advertising-challenges/</link>
		<comments>http://blog.predictabuy.com/2009/10/07/local-search-advertising-challenges/#comments</comments>
		<pubDate>Wed, 07 Oct 2009 22:05:16 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[advertising]]></category>
		<category><![CDATA[analysis and optimization]]></category>
		<category><![CDATA[geotargeting]]></category>
		<category><![CDATA[Improving Local Ad Performance]]></category>
		<category><![CDATA[local]]></category>
		<category><![CDATA[publisher]]></category>
		<category><![CDATA[user generated content]]></category>
		<category><![CDATA[yelp]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=422</guid>
		<description><![CDATA[In this post I lay out one of the fundamental challenges of local advertising: the need to finely segment it by geography and business type.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=422&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>This post is the first in a series on Improving Local Ad Performance.  My perspective is primarily that of local information publishers and application providers.  In this post I lay out one of the fundamental challenges of local advertising: the need to finely segment it by geography and business type.  I&#8217;m going to focus on local searches, but the principles apply to other types of local information and advertising as well.</p>
<h3>Local Searches: Sliced Very Thinly</h3>
<p>Local searches are highly targeted.  This makes  makes them both an advertiser&#8217;s biggest fantasy and their greatest nightmare.  It presents a number of unique challenges.</p>
<p>As a minimum, local searches are distributed across many different geographies and types of businesses &#8212; and this is only the tip of the iceberg since you can also take in to account the user&#8217;s context, behavior and preferences.</p>
<div id="attachment_434" class="wp-caption aligncenter" style="width: 410px"><img class="size-full wp-image-434" title="Thinly Sliced" src="http://predictabuy.files.wordpress.com/2009/10/thinly_sliced1.png?w=500" alt="Local Searches are Thinly Sliced"   /><p class="wp-caption-text">Local Searches are Thinly Sliced</p></div>
<p style="text-align:center;">
<p>These thin slices have implications for both publishers and advertisers:</p>
<ol>
<li>Each category/locality combination receives a small percentage of all traffic.  So publishers need large volumes at a national level or they have to specialize in particular geographies, vertical categories or demographics.</li>
<li>These highly targeted searches are often most meaningful to small and medium sized businesses serving the niche but acquiring the necessary mass of these smaller advertisers is extremely challenging.</li>
<li>National or even regional advertisers have to find ways to make campaigns truly meaningful at a hyper-targeted level.</li>
</ol>
<h3>Like for Like Targeting Alone Won&#8217;t Get You There</h3>
<p>Most people approach targeting of local advertising by having the advertiser define the category and location they want to target.  Then, the advertisement is presented when a user performs a search in that category and location.  This frequently takes the form of offering the user alternatives to their request.  I&#8217;m going to call this &#8216;like for like&#8217; targeting.</p>
<p>While easy to understand, this approach has a number of lmitations.</p>
<p>In <strong>high value categories, demand exceeds supply</strong>.  Businesses in categories like Locksmiths or Attorneys are often willing to pay a large fee for a lead.  Unfortunately, searches in these categories are rare, so while the inventory is very valuable and sells quickly and at a premium price &#8211; you just don&#8217;t have that much of it!  In fact, as the diagram below illustrates &#8211; the value of a category (from an advertising perspective) has no relationship to the volume of searches it experiences!</p>
<div id="attachment_436" class="wp-caption aligncenter" style="width: 470px"><img class="size-full wp-image-436" title="Value vs. Volume" src="http://predictabuy.files.wordpress.com/2009/10/value_vs_volume.png?w=500" alt="Search Volumes and Value by Category"   /><p class="wp-caption-text">Search Volumes and Value by Category</p></div>
<p>Unless you have a huge number of advertisers, <strong>for the (vast?) majority of local searches you won&#8217;t have a like for like match</strong> on the basis of category and location.  At least not one that&#8217;s truly relevant.  Providing a user with alternatives that are too far away or always providing them with the same small number of national advertisers undermines the credibility of advertising suggestions.</p>
<p>And the flip-side of the above, is that <strong>for many truly local advertisers you won&#8217;t have enough traffic</strong> to give them a meaningful set of leads.</p>
<p><strong>Finally, in many</strong><strong> local search use cases, users aren&#8217;t open to substitution</strong>.  A true category search &#8211; where a user is  open to suggestion and recommendation (and thus relevant advertising) is a relatively small &#8211; albeit very valuable &#8211; part of a publisher&#8217;s search inventory.  Instead, the most frequent use cases result from a user trying to complete a transaction with a business they&#8217;ve already selected.  They are most often looking for a phone number or directions.  In these cases it can be better to provide them with an ad that complements their current choice and context rather than trying to get them to substitute their choice.</p>
<h3>Tackling the Like for Like Challenge</h3>
<p>There are several possible &#8211; largely complementary &#8211; ways to approach this problem.  I&#8217;ll be exploring these options in some detail in future blog posts as part of the Improving Local Ad Performance Series.  <a href="http://twitter.com/predictabuy">Follow me on Twitter</a>, <a href="http://feeds2.feedburner.com/predictabuy">subscribe with an RSS reader</a> or <a href="http://feedburner.google.com/fb/a/mailverify?uri=predictabuy&amp;loc=en_US">subscribe by email</a> so you don&#8217;t miss any of the series.  A quick summary of some of the approaches:</p>
<ol>
<li>In addition to like for like targeting, target local advertising based on context, behavior and preferences.  With appropriate analysis and targeting models it is possible to deliver relevant and complementary advertising in a way that results in a better match between available inventory and available advertising.</li>
<li>Focus your efforts on being the &#8216;go to&#8217; destination for the higher value &#8216;category&#8217; or &#8216;research&#8217; type searches &#8211; either broadly or within verticals.  Yelp is an example of a company that has done this by focusing on creating a community of reviewers making it a destination for people seeking opinions.  The advertising Yelp provides is primarily of the &#8216;like for like&#8217; type &#8211; which is appropriate given that most people viewing review pages are in fact open to suggestion.</li>
<li>Participate in some sort of exchange or market where you can buy traffic (i.e. by using AdWords for example) or gain access to advertisers (i.e. by working with a Yellow Page publisher for example).</li>
<li>Focus your resources from both a publication and advertising perspective on specific verticals.</li>
</ol>
<h3>The Challenge Becomes Even More Acute in Mobile</h3>
<p>Increasingly, local searches are occurring on mobile devices.  On the one hand, mobile devices offer the promise of even richer context information (where you are right now).  On the other hand, the more limited screen real-estate means that providing the most meaningful suggestions (or advertisements) becomes even more critical.</p>
<p>This post is part of a series on Improving Local Ad Performance.  To receive future installments you can:</p>
<ul>
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			<media:title type="html">Thinly Sliced</media:title>
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			<media:title type="html">Value vs. Volume</media:title>
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		<item>
		<title>Simple Product, Flat Fee, Proven Performance</title>
		<link>http://blog.predictabuy.com/2009/10/06/simple-product-flat-fee-proven-performance/</link>
		<comments>http://blog.predictabuy.com/2009/10/06/simple-product-flat-fee-proven-performance/#comments</comments>
		<pubDate>Tue, 06 Oct 2009 17:42:49 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[advertising]]></category>
		<category><![CDATA[geotargeting]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[local]]></category>
		<category><![CDATA[pay for placement]]></category>
		<category><![CDATA[small business]]></category>
		<category><![CDATA[strategy]]></category>
		<category><![CDATA[yellow pages]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=416</guid>
		<description><![CDATA[Simple product, flat fee, proven performance &#8211; those are the ingredients for a successful local advertising offering to small and medium sized businesses.  Google&#8217;s new Local Listing Ads seem to have the right ingredients.  There are lessons here for all local advertisers. Simple Product Small business owners are busy running their business.  They don&#8217;t have [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=416&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Simple product, flat fee, proven performance &#8211; those are the ingredients for a successful local advertising offering to small and medium sized businesses.  Google&#8217;s new <a href="http://www.google.com/help/lbc/listingads/">Local Listing Ads</a> seem to have the right ingredients.  There are lessons here for all local advertisers.</p>
<h3>Simple Product</h3>
<p>Small business owners are busy running their business.  They don&#8217;t have the time or inclination to figure out complex products.</p>
<p>In Google&#8217;s case the offering is simple to set-up and easy to understand.  To set-up up local listing ads, you just have to:</p>
<ol>
<li>Claim and verify your Google listing (a good idea any way).</li>
<li>Select your landing page &#8211; which defaults to a very functional Place Page provided by Google (so you can almost ignore this step).</li>
<li>Select the categories where you want the ad to appear.</li>
</ol>
<p>Google then creates your ad automatically (based on the information in your listing) and presents it based on the category  a user is searching, the location where they are searching and the location of your business.  All optimization is performed by Google.  There are no controls to tweak and monitor.  The ads automatically include a tracking number (more on this below)</p>
<h3>Flat Fee</h3>
<p>The business owner pays a flat monthly fee which is apparently based on their location and the categories they&#8217;ve targeted.  There is no bidding &#8211; it&#8217;s no haggle-free pricing.</p>
<p>Oh &#8211; and the first month is free.</p>
<h3>Proven Performance</h3>
<p>Google provides detailed information through Local Business Center that includes:</p>
<ol>
<li>How many people saw your ad.</li>
<li>How many clicked on it.</li>
<li>How many got directions to your business.</li>
<li>How many people called your business.</li>
</ol>
<p>And &#8211; whenever you receive a call you get a whisper telling you &#8216;this call brought to you by Google&#8217;.</p>
<p>The service is fully transparent.  At the end of the first Free month a business owner will easily be able to assess whether or not the service is providing value to them for the fee they are paying.</p>
<h3>Applying the Recipe</h3>
<p>All providers of local advertising can follow the same recipe:</p>
<p><strong>Simple Product</strong> &#8211; This has always been a strength of traditional media like the print yellow pages.  People understand how the product works.  Someone visits you in person to set the product up!  But many digital offerings fall short by failing to ensure a functional landing page is used.  Google has addressed this with their Place Pages which are <a href="http://blog.predictabuy.com/2009/09/27/googles-place-pages-are-designed-for-optimization/">designed for optimization</a>.  A landing page is an integral part of a complete digital solution &#8211; without one there are a lot of wasted clicks.</p>
<p><strong>Flat Fee</strong> &#8211; I&#8217;ve said this many times.  Small businesses want simple pricing &#8211; combined with proven, transparent performance.  People too often link the idea of performance driven advertising with variable, performance driven pricing.  This just scares a lot of small business people.</p>
<p><strong>Proven Performance</strong> &#8211; This is the most important part: you have to deliver the leads to the merchants and PROVE that you&#8217;ve delivered those leads.  Google&#8217;s service is fully transparent.  As a merchant you don&#8217;t control where and when you ad get&#8217;s placed, but you do know how well it&#8217;s performing and can choose to carry on or not.  As I&#8217;ve <a href="http://blog.predictabuy.com/2009/04/30/for-yellow-pages-proof-better/">written before</a>, all forms of advertising should be tracked &#8211; including print media.  Imagine a small business owner hearing &#8216;this call brought to you by the print yellow pages&#8217; every time someone called a number from the book.  That would prove value in the media to them.</p>
<p>More on Local Listing Ads from <a href="http://blumenthals.com/blog/2009/10/06/google-intors-local-listing-ads-to-lbc-in-limited-markets/">Mike Blumenthal</a> and <a href="http://gesterling.wordpress.com/2009/10/06/google-offers-new-simple-ads-for-smbs/">Greg Sterling</a>.</p>
<p><em><strong>Want a review of your local advertising product  strategy?   Contact me at eric AT predictabuy.com.</strong></em></p>
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		<title>5 Ways to Simplify Mobile Reviews</title>
		<link>http://blog.predictabuy.com/2009/10/03/5-ways-to-simplify-mobile-reviews/</link>
		<comments>http://blog.predictabuy.com/2009/10/03/5-ways-to-simplify-mobile-reviews/#comments</comments>
		<pubDate>Sat, 03 Oct 2009 20:33:59 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[Apple]]></category>
		<category><![CDATA[augmented reality]]></category>
		<category><![CDATA[local]]></category>
		<category><![CDATA[reviews]]></category>
		<category><![CDATA[user generated content]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=410</guid>
		<description><![CDATA[You can never have too much data &#8211; especially when it comes to local reviews.  So for developers of local, mobile applications its worth looking for ways to simplify the process of capturing reviews. So, here&#8217;s a list of 5 ways mobile application developers can simplify how a user identifies the business they want to [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=410&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>You can never have too much data &#8211; especially when it comes to local reviews.  So for developers of local, mobile applications its worth looking for ways to simplify the process of capturing reviews.</p>
<p>So, here&#8217;s a list of 5 ways mobile application developers can simplify how a user identifies the business they want to review.  Here&#8217;s the scenario I&#8217;ll explore: I&#8217;ve just had a meal at a restaurant and want to quickly identify the business and give it a review.</p>
<h3>1. Use a photograph of the menu</h3>
<p>Take a picture of the menu and use software to automatically recognize the restaurant based on the picture.  The <a href="http://www.snaptell.com/">SnapTell iPhone application</a> which provides &#8216;visual product search&#8217; is a good example of this principle in action.   Now, just take that technology and apply it to local reviews.</p>
<p><em>Also uses:</em> geo-location (GPS, cell-towers, wi-fi) as a hint to the image processor.</p>
<p><em>The challenge:</em> photographing and tagging all those menus.  The crowds can help you out on this.  Restaurant owners might even be motivated.</p>
<h3>2. Use a photograph of a code on the menu</h3>
<p>Take a picture of a special code (likely a 2 dimensional bar code) somewhere on the menu.  Probably much more reliable.   You also get to engage the restaurant owner as an active participant in the process.  Google recently <a href="http://blog.predictabuy.com/2009/10/03/google-patents-my-invention-to-simplifiy-reviews/">issued a patent</a> on this idea.</p>
<p><em>Also uses:</em> probably doesn&#8217;t need much help, a 2-D bar code would probably be reliable by itself.  That&#8217;s an advantage.</p>
<p><em>The challenge:</em> getting restaurant owners to re-print their menus with 2 dimensional bar-codes.</p>
<h3>3.  Use the restaurant&#8217;s wi-fi or blue-tooth signature</h3>
<p>The restaurant could be identified by it&#8217;s wi-fi or blue-tooth signature.  You could even have the restaurant owner install a device explicitly for the purpose of being identified.</p>
<p>When the user opens the review application, you automatically present them with the restaurant based on the detected signature.  In a dense urban area, you might present them with a few different options on the screen.</p>
<p><em>Also uses</em>: presents options to the user and gets confirmation/feedback from them.</p>
<p><em>The challenge</em>: tagging all those signatures.  But others might be doing that anyway.  This might just become part of the general &#8216;geo-location&#8217; infra-structure.</p>
<h3>4.  Use location assisted auto-complete</h3>
<p>The review app could use location-assisted auto-complete to quickly pick the restaurant to review.  Location is determined using GPS, cell-tower location, wi-fi or bluetooth signatures.  The user starts typing name of the restaurant and it auto-completes based on knowledge of place.  In most cases, the user will only have to type a few characters.</p>
<p><em>Also uses</em>: The keyboard for input and a variety of geo-location technologies.</p>
<p><em>The challenge</em>: geo-location information sometimes isn&#8217;t very accurate, so you need to make sure the auto-completion algorithm casts a wide enough net.  You also need geo-references for all the businesses.  But this one feels ready to implement now.</p>
<h3>5.  Use augmented reality</h3>
<p>Point your video camera at the outside (or possibly the inside) of the restaurant &#8211; see the name of the restaurant on the screen &#8211; pick it and enter your review.  Augmented reality is a <a href="http://blog.predictabuy.com/2009/06/16/local-advertising-in-augmented-realit/">hot-topic</a> right now.  This one has sizzle, but I&#8217;m not sure it&#8217;s as practical as some of the other approaches.</p>
<p><em>Also uses:</em> depends on accurate geo-location and a compass.</p>
<p><em>The challenge</em>: accurate geo-location and tagged photographs of all those places.</p>
<h3>More Reading</h3>
<p>All of these suggestions are made possible by exploiting the array of new sensors available on mobile phones &#8211; which, as I&#8217;ve written previously, is turning them in to the <a href="http://blog.predictabuy.com/2009/09/14/apple-purveyor-of-remote-controls-for-our-lives/">Remote Control for Our Lives</a>.</p>
<p>Recently, Tim O&#8217;Reilly has been promoting the idea of <a href="http://www.web2summit.com/web2009/public/schedule/detail/10194">Web Squared</a> &#8211; the evolution of Web 2.0 made possible (in part) by the sensors in phones.  These five suggestions are  an application of these principles to local reviews.</p>
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		<title>Google Patent&#8217;s My Invention to Simplify Reviews</title>
		<link>http://blog.predictabuy.com/2009/10/03/google-patents-my-invention-to-simplifiy-reviews/</link>
		<comments>http://blog.predictabuy.com/2009/10/03/google-patents-my-invention-to-simplifiy-reviews/#comments</comments>
		<pubDate>Sat, 03 Oct 2009 17:28:49 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[augmented reality]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[reviews]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=408</guid>
		<description><![CDATA[Google has just published a patent for a process to simplify creating reviews using a smart-phone.  I thought of it first, but didn't patent it :(.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=408&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Google has just published a patent for a process to simplify creating reviews using a smart-phone.  Bill Slawski <a href="http://www.seobythesea.com/?p=2949">describes the patent </a>on his SEO by the Sea blog.</p>
<p>In simple terms, the idea would be to have UPC codes printed on something like restaurant menus.  Then you use the camera on your phone to photograph the code which automatically identifies the restaurant and lets you link your review to the restaurant.  The use of the code and the camera is intended to be faster and more convenient than having to enter the name of the restaurant manually.  The broad goal is to make it very easy for users to provide feedback.</p>
<p>And as Mike Blumenthal pointed out in a tweet, one nice thing about this process is that you would actively engage local merchants in the process.  Of course, that&#8217;s also the biggest hurdle &#8212; you have to get all those businesses to use your code.   Fortunately, there are alternative ways to simplify the process.  More on that in a future blog post.</p>
<p>Here&#8217;s the funny thing.  I remember discussing this concept with a colleague sitting in an airport in the fall of 2007.  Google filed their patent in March of 2008.  Of course, I didn&#8217;t disclose anything and I didn&#8217;t file a patent of my own.  So, Google wins.  And my generally ambiguous feeling about the worth of these kinds of patents continues.  I guess I need to either write my own patents or disclose the ideas on my blog in sufficient detail to prevent patents.</p>
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		<title>Google&#8217;s Place Pages are Designed for Optimization</title>
		<link>http://blog.predictabuy.com/2009/09/27/googles-place-pages-are-designed-for-optimization/</link>
		<comments>http://blog.predictabuy.com/2009/09/27/googles-place-pages-are-designed-for-optimization/#comments</comments>
		<pubDate>Sun, 27 Sep 2009 20:38:34 +0000</pubDate>
		<dc:creator>predictabuy</dc:creator>
				<category><![CDATA[advertising]]></category>
		<category><![CDATA[analysis and optimization]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[search engine optimization]]></category>
		<category><![CDATA[sem]]></category>
		<category><![CDATA[seo]]></category>
		<category><![CDATA[small business]]></category>
		<category><![CDATA[strategy]]></category>

		<guid isPermaLink="false">http://blog.predictabuy.com/?p=399</guid>
		<description><![CDATA[Google's new Place Pages are designed for optimization which makes them great as landing pages.  This puts Google in a position to greatly simplify advertising for local businesses.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=blog.predictabuy.com&amp;blog=7503947&amp;post=399&amp;subd=predictabuy&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Google&#8217;s new <a href="http://googleblog.blogspot.com/2009/09/place-pages-for-google-maps-there-are.html">Place Pages</a> are designed for optimization which potentially makes them great landing pages.  Is Google positioning itself to simplify advertising for local businesses?</p>
<p>The downfall of most SEM offers to local merchants is that they deliver lots of clicks but few conversions.  That&#8217;s because too often nobody is optimizing the landing page (or has even defined what a conversion is).  Google has now put themselves in a position to address that by allowing the landing page to be optimized.  They could even have merchants use Google Voice if they want to optimize to receive calls.</p>
<h3>What Does Designed for Optimization Mean</h3>
<p>Recently I wrote in <a href="http://blog.predictabuy.com/2009/09/15/picking-winners/">Picking Winners</a> about the use of controlled experiments and A/B testing to optimize website performance.  Perhaps the most widely known application of this principle is the optimization of website landing pages using tools like <a href="https://www.google.com/analytics/siteopt/splash?hl=en">Google Website Optimizer</a>.</p>
<p>The basic idea in landing page optimization is to empirically test the performance of several different design options against some specified conversion goal.  For example, if your goal is to get people to &#8216;sign-up&#8217; for something you&#8217;d test different page designs and see which one performed best.</p>
<p>If you want to do this easily &#8211; and especially if you want to do it using some automated process &#8211; you need to adopt a web page design that is amenable to such an approach.  Andrew Chen has written a great post on <a href="http://andrewchenblog.com/2009/09/21/how-to-keep-visual-design-consistent-while-ab-testing-like-crazy">keeping the design consistent during A/B testing</a>.  He says that the secret is to create an open design &#8211; and gives Amazon&#8217;s home page as a classic example.</p>
<p>Well, it turns out that Google&#8217;s Place Pages are another excellent example of open design that allows automated optimization.  Have a look at one of the example pages Google highlighted:</p>
<div id="attachment_401" class="wp-caption aligncenter" style="width: 510px"><img class="size-full wp-image-401" title="Google Place Page Showing Block Structure" src="http://predictabuy.files.wordpress.com/2009/09/place_page.png?w=500&#038;h=374" alt="Google Place Page Showing Block Structure" width="500" height="374" /><p class="wp-caption-text">Google Place Page Showing Block Structure</p></div>
<p>As shown above, the page is broken in to two columns and the content is organized in to various blocks.  This makes it easy for an automated process to vary both the placement and size of each of the blocks and the content shown within each block.  What&#8217;s more, you can select and optimize the look of the page based on where the traffic is coming from &#8211; varying the look and feel of the page based on how the user got there.  So, if you arrived at this page as a result of a search for &#8216;Tartine Bakery reviews&#8217; the &#8216;review block&#8217; might be much more prominently displayed.</p>
<p>The fact the pages are well suited for optimization doesn&#8217;t necessarily mean all that much.  Google is well known for being an A/B testing fanatic.  So, this may just reflect a desire to be able to more easily optimize how information is presented to users.</p>
<p>But it could also be a first step towards something more&#8230;</p>
<h3>Could Google Try to Close The Optimization Gap?</h3>
<p>Optimizing landing pages is a fairly well understood process.  Unfortunately, it&#8217;s a process that few smaller businesses have the time and expertise to perform.  So, it doesn&#8217;t get done.  And the end result is that small businesses don&#8217;t see the expected results from clicks and become discouraged.</p>
<p>But now Google has designed a landing page that it&#8217;s possible for a machine to optimize.</p>
<p>Imagine a tool that allows a local business to set up an Adwords campaign that automatically creates and tests landing pages.  The tool might suggest appropriate keyword alternatives along with appropriate landing pages and then start running the alternatives and select the combinations that deliver the best ROI.  All with minimal involvement from the business owner.  Google certainly has the scale and machine learning expertise to accomplish something like this.</p>
<h3>What&#8217;s Missing</h3>
<p>For one, Google would need local merchant&#8217;s to define some sort of &#8216;conversion event&#8217;.  This is conceptually as easy as defining a new &#8216;block type&#8217; that will appear on the landing page and be optimized.  For example, a restaurant might view a phone call or an Open Table registration as a conversion event.  If it&#8217;s a phone call, I imagine the merchant could be encouraged to use Google Voice to provide a closed loop analysis of the conversion event.</p>
<p>Perhaps more likely than having individual merchants doing this (at least in all cases) would be a small army of SEO and SEM experts doing it on the businesses behalf &#8211; but within a closed looped system managed by Google.  Google could potentially create a whole new eco-system.</p>
<p><strong>Updated (September 28, 2009)</strong>: Lots of concern around a core issue of whether these pages are being indexed.  In fact, Google representatives have weighed in the comments on posts by <a href="http://www.techcrunch.com/2009/09/27/with-google-places-concerns-rise-that-google-just-wants-to-link-to-its-own-content/">Erin Schonfeld</a> at Techcrunch, <a href="http://gesterling.wordpress.com/2009/09/27/another-look-at-place-pages/">Greg Sterling</a> and <a href="http://blumenthals.com/blog/2009/09/27/where-are-google-places-pages-going/">Mike Blumenthal</a>.   Google is confirming that these new pages won&#8217;t be indexed directly, but they may be indexed if they are referred to by other sites.</p>
<p>They probably didn&#8217;t want to muddy the issue, but I couldn&#8217;t help but notice that they did NOT comment on my thesis about using these pages as landing pages!</p>
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			<media:title type="html">Google Place Page Showing Block Structure</media:title>
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