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	<title>Online Marketing Performance &#187; Tools</title>
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	<link>http://www.onlinemarketingperformance.com</link>
	<description>Results-oriented Internet Marketing — Scott McAndrew</description>
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		<title>What Google tells me about Valentine&#8217;s Day shopping &#8211; Part 1</title>
		<link>http://www.onlinemarketingperformance.com/google-valentines_day-online_marketing/</link>
		<comments>http://www.onlinemarketingperformance.com/google-valentines_day-online_marketing/#comments</comments>
		<pubDate>Fri, 13 Feb 2009 22:51:27 +0000</pubDate>
		<dc:creator>Scott McAndrew</dc:creator>
				<category><![CDATA[Data]]></category>
		<category><![CDATA[How To]]></category>
		<category><![CDATA[Online Advertising]]></category>
		<category><![CDATA[Search Engines]]></category>
		<category><![CDATA[Tips]]></category>
		<category><![CDATA[Tools]]></category>
		<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Google]]></category>
		<category><![CDATA[Google Insights for Search]]></category>
		<category><![CDATA[Pay-per-Click]]></category>
		<category><![CDATA[PPC]]></category>
		<category><![CDATA[Searc Volume]]></category>

		<guid isPermaLink="false">http://www.onlinemarketingperformance.com/?p=318</guid>
		<description><![CDATA[Jobless claims are on the rise, housing foreclosures are spiraling out of control and our government is at odds about what to do to straighten things out.  In times like these, companies often find themselves paralyzed, trying to guess how consumers will react, and more importantly where dollars will be spent.  How can search engines help us make some rational, informed marketing decisions?


Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/google-adsense-keyword-search-volume/' rel='bookmark' title='Permanent Link: Google AdWords keyword tool now providing search volume'>Google AdWords keyword tool now providing search volume</a></li>
<li><a href='http://www.onlinemarketingperformance.com/estimating-google-keyword-volum/' rel='bookmark' title='Permanent Link: Have you been getting Google keyword search volume right?'>Have you been getting Google keyword search volume right?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/android-and-seosem-dream-on/' rel='bookmark' title='Permanent Link: Android and SEO/SEM? Dream on.'>Android and SEO/SEM? Dream on.</a></li>
</ol>]]></description>
			<content:encoded><![CDATA[<p><img class="attachment wp-att-334 alignright" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines09_google.gif" alt="Google Valentine's Day 2009" width="150" height="65" />Jobless claims are on the rise, housing foreclosures are spiraling out of control and our government is at odds about what to do to straighten things out.   In times like these, companies often find themselves paralyzed, trying to guess how consumers will react, and more importantly where dollars will be spent.  <strong>How can search engines help us make some rational, informed online marketing decisions?</strong></p>
<p>In the book The Search author John Battelle describes Google as &#8220;a database of intentions.&#8221; If you prescribe to that classification, the Google tools I&#8217;m going to employ will provide some interesting insight into shopper intentions and how that information can be leveraged.  The first tool I&#8217;m going to use is <a title="Google Insights for Search" href="http://www.google.com/insights/search" target="_blank">Google Insights for Search</a>.  Insights for Search is another Google Experiment, this time one that allows one to peer inside the volume of keyword (or phrase) searches over time and geographical regions.  Let&#8217;s see what we can learn.</p>
<p><strong>What can Google tell us about Valentine&#8217;s Day shopping?<br />
</strong></p>
<p>Our hypothesis will be that people are still shopping online, but they&#8217;re likely looking to get a bargain.  The hypothesis ins&#8217;t a stroke of genius, but the devil is in the details.  If we&#8217;re going to launch a campaign or put some copy on our homepage regarding our holiday deals, let&#8217;s use words that resonate with online shoppers.  Further, since we&#8217;re theoretically doing this exercise the week before the holiday, Pay-per-Click is a definite medium we would target.  We&#8217;d want to know not only what keywords we might want to focus on for our ads to display, but also what keywords to place in generalized ads to get Internet searcher&#8217;s attention.</p>
<p>Let&#8217;s take a look at the frequency of terms being searched upon in the United States over the past couple of years using Insights for Search.  The search phrases I&#8217;m going to take a look at are:</p>
<ul>
<li>Valentine&#8217;s Day</li>
<li>Valentine&#8217;s Day roses</li>
<li>Cheap Valentine&#8217;s Day gift</li>
<li>Valentine&#8217;s Day specials</li>
<li>Valentine&#8217;s deals</li>
<li>Valentine&#8217;s discount</li>
</ul>
<p><strong>Search volume for &#8220;Valentine&#8217;s Day&#8221;<br />
</strong></p>
<p>Let&#8217;s start by looking up a generalized term about the holiday to use as a baseline for interest overall around the topic over time.  The graph below shows search volume for &#8220;Valentine&#8217;s Day&#8221; from January of 2007 until February of 2009 in the United States.  To be sure we&#8217;re focused on shopping, we&#8217;ve restricted our inquiry to the &#8220;Shopping&#8221; category.    The February &#8216;09 data for this year, term and region is reported to the current week, but we&#8217;ll focus on the week before the holiday for all of our analysis.</p>
<p style="text-align: center;"><a title="Google Search volume: Valentine's Day" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day.png"><img class="attachment wp-att-329" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day.thumbnail.png" alt="Google Search volume: Valentine's Day" width="460" height="109" /></a></p>
<ul>
<li>2007: 60</li>
<li>2008: 48</li>
<li>2009: 53<strong><br />
</strong></li>
</ul>
<p>Before we move forward, let&#8217;s be clear about what these numbers mean.  The numbers on the graph do not allow us to understand the total number of searches for this term in the United States.  I&#8217;ll let Google tell you what the numbers mean as opposed to paraphrasing:</p>
<blockquote><p>The numbers on the graph reflect how many searches have been done for a particular term, relative to the total number of searches done on Google over time. They don&#8217;t represent absolute search volume numbers, because the data is normalized and presented on a scale from 0-100; each point on the graph is divided by the highest point, or 100. The numbers next to the search terms above the graph are summaries, or totals.</p></blockquote>
<p>If I check the points on the graph, last week&#8217;s number (the week before Valentine&#8217;s Day) registers 60.  The week before  Valentine&#8217;s Day in &#8216;08 is lower, at 48, and that week in &#8216;07 clocked in at 53.  This shows an increase in the volume of shopping related searches for &#8220;Valentine&#8217;s Day&#8221; for the week before Valentine&#8217;s Day this year in the United States as compare to the previous two years.</p>
<p>For the purpose of this exercise, I&#8217;m also going to scale data to a 100 point scale when our results fail to do so to make comparisons easier.  Here&#8217;s what that will look like for the aforementioned data:</p>
<ul>
<li>2007: 60 (100)</li>
<li>2008: 48 (80)</li>
<li>2009: 53 (88)</li>
</ul>
<p>As above, when data is extrapolated to a 100 point scale I&#8217;ll include it in parenthesis.  Graph data will not be changed.</p>
<p><strong>Not following the trend</strong></p>
<p>So, we&#8217;ve established that the volume of searches for Valentine&#8217;s Day gifts the week before the holiday has increased considerably in comparison to the two previous years.  To help illustrate our point regarding the discount terms, I&#8217;m going to run an example non-discounted term: &#8220;Valentine&#8217;s Day roses.&#8221;</p>
<p><strong>Search volume for </strong><strong>&#8220;Valentine&#8217;s Day roses&#8221;</strong></p>
<p>Below is our result.  Search volume is fairly close to 2008 levels, both of which years are lower than 2007.</p>
<p style="text-align: center;"><a title="Google Search volume: Valentine's Day roses" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day-roses.png"><img class="attachment wp-att-328" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day-roses.thumbnail.png" alt="Google Search volume: Valentine's Day roses" width="460" height="109" /></a></p>
<ul>
<li>2007: 62 (100)</li>
<li>2008: 43 (69)</li>
<li>2009: 42 (68)</li>
</ul>
<p><strong>So, what about the thrifty shopper?</strong></p>
<p>Moving on to bargain hunting, let&#8217;s run the same time period but try some phrases that would show people searching with the intent of finding discounted Valentine&#8217;s Day gifts.  After trying a few phrases and seeing volume increases that were generally aligned with the increase in searches for &#8220;Valentine&#8217;s Day,&#8221; I found several that also showed strong upticks, specifically around the idea of getting a bargain.</p>
<p><strong>Search volume for </strong><strong>&#8220;Cheap Valentine&#8217;s Day gift&#8221;<br />
</strong></p>
<p>This first graph is for &#8220;Cheap Valentine&#8217;s Day gift.&#8221;  For the weeks preceding Valentine&#8217;s day, 2007&#8217;s interest level is at 40, 2008&#8217;s is 36, and 2009 holds the top end (100).  So, while shopping-related searches have increased for the term &#8220;Valentine&#8217;s Day,&#8221; searches for those looking for a cheap Valentine&#8217;s Day gift have also increased, but to a much more significant degree.</p>
<p style="text-align: center;"><a title="Google Search volume: Cheap Valentine's Day gift" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/cheap-valentines_day-gift1.png"><img class="attachment wp-att-323" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/cheap-valentines_day-gift1.thumbnail.png" alt="Google Search volume: Cheap Valentine's Day gift" width="460" height="109" /></a></p>
<ul>
<li>2007: 40</li>
<li>2008: 36</li>
<li>2009: 100</li>
</ul>
<p>Let&#8217;s look for more terms and see if we can find higher variances while still reflecting intent.</p>
<p><strong>Search volume: </strong><strong>&#8220;Valentine&#8217;s Day specials&#8221;<br />
</strong></p>
<p>Another term I thought that might indicate an intention to find a deal was the phrase &#8220;Valentine&#8217;s Day specials.&#8221; Again, the result shows the same trend.</p>
<p style="text-align: center;"><a title="Google Search volume: Valentine's Day specials" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day-specials1.png"><img class="attachment wp-att-325" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_day-specials1.thumbnail.png" alt="Google Search volume: Valentine's Day specials" width="460" height="109" /></a></p>
<ul>
<li>2007: 31 (62)</li>
<li>2008: 28 (56)</li>
<li>2009: 50 (100)</li>
</ul>
<p><strong>Search volume: </strong><strong>&#8220;Valentine&#8217;s deals&#8221;</strong></p>
<p>Bingo.  &#8220;Deals&#8221; seems to be a word that people are using far more when shopping for Valentine&#8217;s Day this year and looking for a bargain.   Do note that I dropped &#8220;Days&#8221; from the phrase as I wasn&#8217;t getting results, but felt &#8220;Valentine&#8217;s&#8221; would be enough of a qualifier.  Take a look:</p>
<p style="text-align: center;"><a title="Google Search volume: Valentine's deals" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_deals.png"><img class="attachment wp-att-326" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_deals.thumbnail.png" alt="Google Search volume: Valentine's deals" width="460" height="109" /></a></p>
<ul>
<li>2007: 19</li>
<li>2008: 29</li>
<li>2009: 100</li>
</ul>
<p><strong>Search volume: </strong><strong>&#8220;Valentine&#8217;s discount&#8221;</strong></p>
<p>&#8220;Valentine&#8217;s discount,&#8221; the last phrase I&#8217;m including, follows suit with a considerable uptick.</p>
<p style="text-align: center;"><a title="Google Search volume: Valentine's discount" rel="lightbox[pics318]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_discount.png"><img class="attachment wp-att-327" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2009/02/valentines_discount.thumbnail.png" alt="Google Search volume: Valentine's discount" width="460" height="109" /></a></p>
<ul>
<li>2007: 41</li>
<li>2008: 42</li>
<li>2009: 100</li>
</ul>
<p><strong>Do we have any actionable data yet?</strong></p>
<p>Not really.  We still need more information to paint the full picture.  If we were going to use this information to understand linguistics and what words were being used more frequently when shopping online for Valentine&#8217;s Day compared to previous years, this data is helpful.  But, we really need to get a better idea of how much search volume we&#8217;re talking about.</p>
<p>If a phrase was searched on three times during the week before Valentine&#8217;s Day in 2008 and 10 times the week before Valentine&#8217;s Day this year, we&#8217;d see a huge volume increase year-over-year, but creating a marketing campaign based upon that information wouldn&#8217;t be the wisest move.</p>
<p>In my next post I&#8217;ll take what I&#8217;ve learned so far and leverage another of Google&#8217;s tools to show how this information could be used to make online marketing decisions.</p>


<p>Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/google-adsense-keyword-search-volume/' rel='bookmark' title='Permanent Link: Google AdWords keyword tool now providing search volume'>Google AdWords keyword tool now providing search volume</a></li>
<li><a href='http://www.onlinemarketingperformance.com/estimating-google-keyword-volum/' rel='bookmark' title='Permanent Link: Have you been getting Google keyword search volume right?'>Have you been getting Google keyword search volume right?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/android-and-seosem-dream-on/' rel='bookmark' title='Permanent Link: Android and SEO/SEM? Dream on.'>Android and SEO/SEM? Dream on.</a></li>
</ol></p>]]></content:encoded>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Google AdWords keyword tool now providing search volume</title>
		<link>http://www.onlinemarketingperformance.com/google-adsense-keyword-search-volume/</link>
		<comments>http://www.onlinemarketingperformance.com/google-adsense-keyword-search-volume/#comments</comments>
		<pubDate>Wed, 09 Jul 2008 23:42:01 +0000</pubDate>
		<dc:creator>Scott McAndrew</dc:creator>
				<category><![CDATA[Industry News]]></category>
		<category><![CDATA[Online Advertising]]></category>
		<category><![CDATA[Search Engines]]></category>
		<category><![CDATA[Tools]]></category>
		<category><![CDATA[AdSense]]></category>
		<category><![CDATA[Google]]></category>
		<category><![CDATA[Keyword Search Volume]]></category>
		<category><![CDATA[Keywords]]></category>
		<category><![CDATA[Traffic]]></category>

		<guid isPermaLink="false">http://www.onlinemarketingperformance.com/?p=88</guid>
		<description><![CDATA[Google's AdWords tool has (at last) started providing traffic estimates for keywords.


Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/estimating-google-keyword-volum/' rel='bookmark' title='Permanent Link: Have you been getting Google keyword search volume right?'>Have you been getting Google keyword search volume right?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/google-labs-popularity-keywords-sites/' rel='bookmark' title='Permanent Link: Google Labs provides popularity of keywords, sites'>Google Labs provides popularity of keywords, sites</a></li>
<li><a href='http://www.onlinemarketingperformance.com/google-valentines_day-online_marketing/' rel='bookmark' title='Permanent Link: What Google tells me about Valentine&#8217;s Day shopping &#8211; Part 1'>What Google tells me about Valentine&#8217;s Day shopping &#8211; Part 1</a></li>
</ol>]]></description>
			<content:encoded><![CDATA[<p><a title="Google AdWords Keyword Tool" href="http://www.onlinemarketingperformance.com/?attachment_id=89"><img class="attachment wp-att-89 alignright" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/07/google_adwords-keyword_tool.png" alt="Google AdWords Keyword Tool" width="180" height="87" align="right" /></a>If there is one complaint about the <strong>AdWords Keyword Tool</strong> historically it has been getting actual or estimated numbers for searches on a keyword or phrase.  Well, today <strong>Google started providing keyword volume estimates!</strong></p>
<p>From the <a title="Google AdWords blog posting regarding Traffic Estimates" href="http://adwords.blogspot.com/2008/07/keyword-tool-updated-with-search-volume.html" target="_blank">Google Inside AdWords blog</a>:</p>
<blockquote><p>Based on advertiser feedback, and our commitment to provide useful tools and information for our advertisers, <strong>we&#8217;ve now added search volume data to the Keyword Tool</strong>.</p>
<p>&#8230;</p>
<p>These approximate numbers are intended to provide <strong>better insight into keywords&#8217; monthly and average search volumes</strong> than previously provided by the tool.</p></blockquote>
<p style="text-align: center;"><a title="Google AdWords Tool showing search volume" rel="lightbox[pics88]" href="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/08/google-adwords-search_volum.png"><img class="attachment wp-att-108" src="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/08/google-adwords-search_volum.thumbnail.png" alt="Google AdWords Tool showing search volume" width="460" height="362" /></a></p>
<p>If you&#8217;re new to Google AdWords, their Keyword Tool previously provided a visual cue which indicated search volume.</p>
<p style="text-align: center;">
<p>If you want to check it out and your not currently an AdWords user you can use <a title="Google AdWords external tool" href="http://adwords.blogspot.com/2008/07/keyword-tool-updated-with-search-volume.html" target="_blank">Google&#8217;s AdWords external keyword tool</a>.</p>


<p>Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/estimating-google-keyword-volum/' rel='bookmark' title='Permanent Link: Have you been getting Google keyword search volume right?'>Have you been getting Google keyword search volume right?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/google-labs-popularity-keywords-sites/' rel='bookmark' title='Permanent Link: Google Labs provides popularity of keywords, sites'>Google Labs provides popularity of keywords, sites</a></li>
<li><a href='http://www.onlinemarketingperformance.com/google-valentines_day-online_marketing/' rel='bookmark' title='Permanent Link: What Google tells me about Valentine&#8217;s Day shopping &#8211; Part 1'>What Google tells me about Valentine&#8217;s Day shopping &#8211; Part 1</a></li>
</ol></p>]]></content:encoded>
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		<slash:comments>1</slash:comments>
		</item>
		<item>
		<title>Where&#8217;s the online marketing community?</title>
		<link>http://www.onlinemarketingperformance.com/wheres-the-online-marketing-community/</link>
		<comments>http://www.onlinemarketingperformance.com/wheres-the-online-marketing-community/#comments</comments>
		<pubDate>Wed, 07 May 2008 04:14:46 +0000</pubDate>
		<dc:creator>Scott McAndrew</dc:creator>
				<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Online Advertising]]></category>
		<category><![CDATA[Search Engine Optimization]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[Tools]]></category>
		<category><![CDATA[gooruze]]></category>
		<category><![CDATA[Sphinn]]></category>

		<guid isPermaLink="false">http://www.onlinemarketingperformance.com/?p=59</guid>
		<description><![CDATA[Online gathering spots for online marketers, Sphinn takes a Digg-like approach whereas gooruze takes a more social route. If you're in the industry, both are worth a look.


Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/5-reliable-social-media-sources/' rel='bookmark' title='Permanent Link: 5 Reliable (social media) sources'>5 Reliable (social media) sources</a></li>
<li><a href='http://www.onlinemarketingperformance.com/marketers-missing-basics-analytics/' rel='bookmark' title='Permanent Link: Study: Professional marketers missing the basics'>Study: Professional marketers missing the basics</a></li>
<li><a href='http://www.onlinemarketingperformance.com/state_of_the_union-natural_language-processing-software/' rel='bookmark' title='Permanent Link: Math and&#8230; better math on the State of the Union'>Math and&#8230; better math on the State of the Union</a></li>
</ol>]]></description>
			<content:encoded><![CDATA[<p>I know two places: <a title="Sphinn" href="http://www.sphinn.com" target="_blank">Sphinn</a> and <a title="Comminity by online marketers for online marketers" href="http://www.gooruze.com" target="_blank">gooruze</a>.  Both are created by online marketers for online marketers.  Sphinn takes a Digg-like approach whereas gooruze takes a more social route. If you&#8217;re in the industry, both are worth a look.</p>
<p>My gooruze page: <a title="Scott McAndrew on gooruze" href="http://smcandrew.gooruze.com" target="_blank">smcandrew.gooruze.com</a><br />
My Sphinn profile: <a title="Scott McAndrew on Sphinn" href="http://sphinn.com/user/view/profile/login/smcandrew" target="_blank">smcandrew on Sphinn</a></p>


<p>Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/5-reliable-social-media-sources/' rel='bookmark' title='Permanent Link: 5 Reliable (social media) sources'>5 Reliable (social media) sources</a></li>
<li><a href='http://www.onlinemarketingperformance.com/marketers-missing-basics-analytics/' rel='bookmark' title='Permanent Link: Study: Professional marketers missing the basics'>Study: Professional marketers missing the basics</a></li>
<li><a href='http://www.onlinemarketingperformance.com/state_of_the_union-natural_language-processing-software/' rel='bookmark' title='Permanent Link: Math and&#8230; better math on the State of the Union'>Math and&#8230; better math on the State of the Union</a></li>
</ol></p>]]></content:encoded>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Math and&#8230; better math on the State of the Union</title>
		<link>http://www.onlinemarketingperformance.com/state_of_the_union-natural_language-processing-software/</link>
		<comments>http://www.onlinemarketingperformance.com/state_of_the_union-natural_language-processing-software/#comments</comments>
		<pubDate>Thu, 31 Jan 2008 04:54:33 +0000</pubDate>
		<dc:creator>Scott McAndrew</dc:creator>
				<category><![CDATA[Analytics]]></category>
		<category><![CDATA[Reputation Management]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[Tools]]></category>
		<category><![CDATA[Business Intelligence]]></category>
		<category><![CDATA[Measuring Buzz]]></category>
		<category><![CDATA[Natural-Language Processing]]></category>
		<category><![CDATA[Tag Cloud]]></category>

		<guid isPermaLink="false">http://www.onlinemarketingperformance.com/state_of_the_union-natural_language-processing-software/</guid>
		<description><![CDATA[Both Time Magazine and Slate posted an analysis of the State of the Union Address on their site.  Slate's approach was based on fresh, natural-language processing software.  Time's? Not so much.


Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/google-buzz-poll/' rel='bookmark' title='Permanent Link: Google Buzz Poll: Force or Flop?'>Google Buzz Poll: Force or Flop?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/online_reputation_management_study/' rel='bookmark' title='Permanent Link: Online reputation management and the power of consumer opinion'>Online reputation management and the power of consumer opinion</a></li>
<li><a href='http://www.onlinemarketingperformance.com/marketers-missing-basics-analytics/' rel='bookmark' title='Permanent Link: Study: Professional marketers missing the basics'>Study: Professional marketers missing the basics</a></li>
</ol>]]></description>
			<content:encoded><![CDATA[<p>Following Monday&#8217;s State of the Union Address, both Time Magazine and Slate posted an analysis of its content on their site.  Time bunted; Slate swung for the fences.</p>
<p><a href="http://www.time.com/time/2008/state_of_the_union/" title="Time: State of the Union by the Numbers" target="_blank">Time&#8217;s visualization</a> went with a view which scaled the size of the words in proportion to their frequency.  Think tag cloud.  The <strong>basic visualization technique</strong> was posted under the heading &#8220;State of the Union by the Numbers&#8221;.  <strong>Yawn</strong>.</p>
<p style="text-align: center"><a href="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/01/word_frequency-tag_cloud.png" rel="lightbox[pics-1201749495]" title="Time Magazine’s Visualization of the State of the Union Address"><img src="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/01/word_frequency-tag_cloud.thumbnail.png" alt="Time Magazine’s Visualization of the State of the Union Address" class="imageframe imgaligncenter" height="344" width="540" /></a></p>
<p>With a simple explanation of how the technique works, a teenager could whip this out with a steno pad and a pencil.  The hardest part would be making it through the whole speech.  <strong>Reporting.  Not analysis.</strong></p>
<p>Slate Magazine took a very different approach.  And they knew their results were in a different neighborhood than what Time and others were up to.  Slate&#8217;s work-up relied on the slick <strong>natural-language processing algorithms</strong> baked into Crawdad Technologies&#8217; software.  A bit different than a simple counting exercise.  An excerpt from the Slate article (<a href="http://www.slate.com/id/2183005/nav/tap3/" title="Slate - A Computer Reads the State of the Union" target="_blank">A Computer Reads the State of the Union</a>):</p>
<blockquote><p>By natural-language-processing standards, simply counting the frequency of words is unthinkably primitive. As computers get better at understanding the structure of sentences—think about that corrugated green line under a sentence in Microsoft Word reminding you to avoid the passive voice—they can do a much more thorough job reading political speeches and offering their insights.</p></blockquote>
<p>Needless to say, Slate&#8217;s experiment is just a bit more interesting.  Looking at not only last night&#8217;s State of the Union, but all of Bush&#8217;s Presidential addresses, <strong>the software identified &#8220;four distinct voices&#8221;</strong> during his time in the White House:</p>
<ol>
<li>&#8220;Domestic Bush&#8221; &#8211; 2001</li>
<li>&#8220;Security Bush&#8221; &#8211; 2002, 2003</li>
<li>&#8220;Visionary Bush&#8221; &#8211; 2004, 2005, 2006, 2007</li>
<li>&#8220;Legacy Bush&#8221; &#8211; 2008</li>
</ol>
<p>The table below provides further insight.</p>
<p style="text-align: center"><a href="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/01/natural_language-processing-software.gif" rel="lightbox[pics-1201749495]" title="Computer Linguistic Analysis of Bush’s Addresses"><img src="http://www.onlinemarketingperformance.com/wp-content/uploads/2008/01/natural_language-processing-software.thumbnail.gif" alt="Computer Linguistic Analysis of Bush’s Addresses" class="imageframe imgaligncenter" height="314" width="540" /></a></p>
<p>For another example of their technology in action, visit the <a href="http://www.wonkosphere.com/" title="Wonkosphere - Buzz and the 2008 Presidential Race" target="_blank">Wonkosphere</a>, currently <strong>tracking buzz online surrounding the 2008 Presidential race</strong>.  <a href="http://www.crawdadtech.com/" title="Crawdad Technologies" target="_blank">Learn more about Crawdad Technologies</a> and their software at their web site, <a href="http://www.crawdadtech.com/" title="Crawdad Technologies" target="_blank">crawdadtech.com</a>.</p>
<p><strong>What does this have to do with online marketing? </strong> Good natural-language processing technology is a Swiss Army knife for <strong>measuring buzz—and its tone—online</strong>.  Before stumbling across Crawdad I had planned to post about a few companies I&#8217;ve been interested in whose <strong>offerings cater to online marketers</strong>.  As with Crawdad&#8217;s Wonkosphere, these solutions focus on <strong>monitoring social media outlets</strong>.  A few of those companies: <a href="http://www.nielsenbuzzmetrics.com/" title="Nielsen BuzzMetrics" target="_blank">Nielsen (BuzzMetrics)</a>, <a href="http://www.radian6.com/" title="Radian6" target="_blank">Radian6</a> and <a href="http://www.relevantnoise.com" title="RelevantNoise" target="_blank">Relevant Noise</a>.</p>


<p>Related posts:<ol><li><a href='http://www.onlinemarketingperformance.com/google-buzz-poll/' rel='bookmark' title='Permanent Link: Google Buzz Poll: Force or Flop?'>Google Buzz Poll: Force or Flop?</a></li>
<li><a href='http://www.onlinemarketingperformance.com/online_reputation_management_study/' rel='bookmark' title='Permanent Link: Online reputation management and the power of consumer opinion'>Online reputation management and the power of consumer opinion</a></li>
<li><a href='http://www.onlinemarketingperformance.com/marketers-missing-basics-analytics/' rel='bookmark' title='Permanent Link: Study: Professional marketers missing the basics'>Study: Professional marketers missing the basics</a></li>
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