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	<title>SentiMetrix</title>
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	<description>reflecting the world’s opinion</description>
	<pubDate>Wed, 21 Jul 2010 20:46:24 +0000</pubDate>
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		<title>SentiMetrix offers Good Publicity&#8230;for a Price</title>
		<link>http://www.sentimetrix.com/newui/sentimetrix-offers-good-publicityfor-a-price/</link>
		<comments>http://www.sentimetrix.com/newui/sentimetrix-offers-good-publicityfor-a-price/#comments</comments>
		<pubDate>Wed, 21 Jul 2010 20:43:53 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
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		<description><![CDATA[
We need positive word of mouth about our products, services, and even political candidates if we are to win in the marketplace or at the polls November 2nd.
To make it easy, SentiMetrix has, for a limited time, a  $29/mo feed for your website.  You&#8217;ll get news and social media posts from over 70,000 sources that have [...]]]></description>
			<content:encoded><![CDATA[<div class="Section1">
<p class="MsoNormal">We need positive word of mouth about our products, services, and even political candidates if we are to win in the marketplace or at the polls November 2nd.</p>
<p class="MsoNormal">To make it easy, SentiMetrix has, for a limited time, a  $29/mo feed for your website.  You&#8217;ll get news and social media posts from over 70,000 sources that have favorable comments or reviews toward your brand.</p>
<p class="MsoNormal">For those unfamiliar with the science behind the art of good PR, here is an explanation of  how Sentiment Analysis Technology can add value your brand</p>
<p class="MsoNormal"><span> </span><span style="text-decoration: underline;"><span>What Sentiment Analysis is and does</span></span></p>
</div>
<p class="MsoNormal">Sentiment Analysis is a form of qualitative measurement using a combination of natural language processing and statistical algorithms in a textual medium.<span> </span></p>
<p class="MsoNormal"><span> </span>Opinions toward objects (nouns or noun groups) selected by the user can <span> </span>be measured over time to determine whether that object is becoming more or less favored by a particular audience and why.</p>
<p class="MsoNormal"><span> </span>Presently, Sentiment Analysis technologies are used to measure positive and negative opinions and the degree of change. This can be particularly useful to any brand dependent on word of mouth advertising, and will give your brand the opportunity to promote itself by highlighting the positive reviews it is already receiving.<span> </span>Over 70,000 sources are analyzed to deliver twice daily updated positive reviews about your company, product, candidate or service. <span> </span><span> An</span> RSS feeds with clickable URLs back to the original source are provided to ensure authenticity of posts.</p>
<p class="MsoNormal"><span> </span><span style="text-decoration: underline;"><span>Additional Services:</span></span><span><span> </span>SentiMetrix™ gathers open source opinions and has several years of archives of news and blogs for historic positive to help you analyze trends. </span>SentiMetrix™ can also process your data sets or message boards on a local or national basis to provide qualitative analysis on an extremely granular level as to what an audience is thinking and wants.</p>
<p class="MsoNormal"><span> </span>For more information, contact Laurel Earhart, Vice President of Business Development at SentiMetrix: 520-390-1421.  Or email her at Earhart@SentiMetrix.com</p>
<p class="MsoNormal" align="center"><em><span> </span></em></p>
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		<title>Resting on Laurels</title>
		<link>http://www.sentimetrix.com/newui/resting-on-laurels/</link>
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		<pubDate>Sat, 17 Apr 2010 13:19:22 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

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		<description><![CDATA[
Now  that I’ve had a chance to kick off my high heels,  here are some of my reflections and observations based on the  Sentiment Analysis Symposium aka #SAS10 that took place April 13, 2010 in NYC.




An Introduction



I am sitting in a room full of people I realize would have creamed me on [...]]]></description>
			<content:encoded><![CDATA[<p><img class="alignleft size-full wp-image-390" title="Laurel Earhart, VP of Business Development, SentiMetrix" src="http://www.sentimetrix.com/newui/wp-content/uploads/2010/04/laurel_bw_bigger1.jpg" alt="Laurel Earhart, VP of Business Development, SentiMetrix" width="73" height="73" /></p>
<p><span style="font-family: 'times new roman';"><strong><span style="font-size: small;">Now  that I’ve had a chance to kick off my high heels, </span></strong></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"> here are some of my</span></strong></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"> reflections and</span></strong></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"> observations based on the  Sentiment Analysis Symposium aka #SAS10 that took place April 13, 2010 in NYC.</span></strong></span></p>
<p><strong><em></em></strong></p>
<p><strong><em><span style="font-style: normal; font-weight: normal;"><strong><em></em></strong></span></em></strong></p>
<p><strong><em><strong><em></em></strong></p>
<p><strong><em></p>
<p style="display: inline !important;"><span><strong><em><span>An Introduction</span></em></strong></span></p>
<p></em></strong></p>
<p><span style="font-style: normal; font-weight: normal;"><strong><em></em></strong></span></p>
<p><strong><em></p>
<p style="display: inline !important;"><span style="font-style: normal;"><span style="font-weight: normal;">I am sitting in a</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">room full of people I realize would have creamed me on the SATs in high school.</span></span></span></span></p>
<p></em></strong></p>
<p><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">I am sending fawning, swooning appreciative texts</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">to my engineers back home because I actually get what they are doing on a much deeper level and realize we’ve nailed some of the issues I was concerned about.</span></span></span><span style="font-style: normal;"></span></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">They text me back and ask what I am smoking.</span></span></span></span></p>
<p><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">My colleague</span></span></span><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">, Bob</span></span></span><span><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span><span style="font-style: normal;"><span style="font-weight: normal;">Valeiko</span></span></span><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">,</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">confides</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">… “It’s not like ‘absent that day’ missed it… some of the stuff I heard them talking about last night at the cocktail party was</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span></span></span><span><em><span style="font-family: 'times new roman';"><span style="font-size: small;">really</span></span></em></span><span> </span><span><em><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><em>weird</em><span style="font-weight: normal;">!</span></span></span></span></em></span><span style="font-style: normal;"></span></p>
<p><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">How so?</span></span></span><span style="font-style: normal;"></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">He showe</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">d me a business card</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span></span></span><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">that had some dots on it connected by lines.</span></span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">“Do you</span></span></span><span style="font-style: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span><span style="font-style: normal;"><span style="font-weight: normal;">have</span></span><span><span style="font-style: normal;"><span style="font-weight: normal;"> </span></span></span></span></span><span><em><span style="font-family: 'times new roman';"><span style="font-size: small;">any idea</span></span></em></span></span><span> </span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">what this is?”</span></span></span><span style="font-style: normal;"></span></span></p>
<p><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">I don’t.</span></span></span><span style="font-style: normal;"></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">“It’s a </span><em>protein molecule</em><span style="font-weight: normal;">.  This guy was talking to Leslie (Barrett) about it, and she jumped right in, knew what it was</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">.  She said ‘Oh yeah, and you put it in a vector…’  <strong><em></em></strong></span></span></span></span></span></p>
<p><strong><em></p>
<p style="display: inline !important;"><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">They start getting into it and I have absolutely no idea what they’re talking about.</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">”</span></span></span></span></span></p>
<p></em></strong></p>
<p><span><strong><strong><em><span><em><span style="font-size: small;">Welcome to Seth Grimes’ Sentiment Analysis Symposium in</span></em></span></em></strong></strong><span><strong><em><span> </span></em></strong></span><strong><em></em></strong></span><span style="font-family: 'times new roman';"><strong><em><span><span style="font-size: small;"><strong><em><span>New York</span></em></strong></span><strong><em></em></strong></span></em></strong></span><span style="font-family: 'times new roman';"><strong><span><em><strong><em><span><span style="font-size: small;">.</span></span></em></strong></em></span></strong></span></p>
<p><strong><em></em><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">Or, for those of us who went through base camp together:  #SAS10.</span></span></span><span style="font-style: normal;"></span></span></strong></p>
<p><span style="font-size: small;"><span style="font-style: normal;"><span style="font-weight: normal;">Who was there?   Four categories:</span></span></span></p>
<p><span><span style="font-size: small;">1.  Research Scientists &amp; Students</span></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span>2. Press &amp;<span> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;">Bloggers</span></span></span></p>
<p><span><span style="font-size: small;">3.<span> </span></span><span style="font-family: 'times new roman';"><span style="font-size: small;">Sentime</span></span><span style="font-family: 'times new roman';"><span style="font-size: small;">nt Analysis tool &amp; service reps</span><span style="font-family: 'times new roman';"><span style="font-size: small;"> </span>SERVING the SA industry </span><span style="font-family: 'times new roman';"><span style="font-weight: normal;">(</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;">yes, folks, there is a subcategory.  I guess that means we’re official.</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;">)</span></span></span></span></p>
<p><span style="font-size: small;"><span style="font-style: normal;">4.</span><span><span style="font-style: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;">Clients</span><span><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;">&amp; Consultants who use Sentiment Analysis tools.</span></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">At one point I quipped to Seth</span></span></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">Grimes, (via Twitter, of course):</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">…</span>Loving the #SAS10 conference, the IQ in this room is in the stratosphere… But have you seen the movie “Best in Show”?</span></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">For those of us with non-stratospheric IQs, h</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">ere are five takeaways from the conference &amp; five things we’re doing to move the industry forward.</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span><strong><em><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">The five main points:</span></span></span></em></strong></span><span style="font-weight: normal;"></span></p>
<p><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">1.  What is Sentiment Analysis actually for?  It’s to look for outliers</span></span></span></strong></span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">.</span></span></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">An analyst should NOT use </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Sen</span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">timent Analysis on its own and expect to find all the answers.  She should look</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">for spikes</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">as indicators</span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">.  For example, Apple’s sentiment rose and fell based on the release of the iPad.  A ‘blip’ should be a signal to ‘look here’ and find out why the change happened.  Sentiment Analysis in and of itself is useless without a human to interpret and make the result actionable.</span></span></span><span style="font-weight: normal;"></span></p>
<p><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">2. Machine based sentiment analysis will never nail correct sentiment 100% of the time&#8230;and that&#8217;s perfectly NORMAL.</span></span></span></strong></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">In any given situation, human beings don’t</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">consistently</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">agree as to whether something is positive/neutral or negative/neutral and occasionally positive/negative.  The generally accepted standard is 82%, meaning: between human beings, there will be 82% agreement on determining whether sentiment expressed toward something (positive, neutral, negative) is the same. </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Machines won’t do any better than the human standard.</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">3.</span></span></span></strong><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">We’re in the wild west</span></span></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">: we’re all using different terms and standards</span></span></span></strong></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">.</span></span></span></strong></span></strong></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Just as in the days of early internet advertising, of which I am a</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">proud</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">veteran, we have problems with everything from being able to describe what a score is to claims of x% accuracy.  Just what does it all mean?</span></span></span><span style="font-weight: normal;"></span></span></span></p>
<p><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">4. Different kinds of Sentiment Analysis exist</span></span></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">:</span></span></span></strong></span></strong></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span><span style="font-weight: normal;"><span style="font-style: normal;"><strong> </strong> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">Counting adjectives is what I originally thought this industry entailed.  And that may be fine for certain applications.  But</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">N</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">atural Language Processing, &amp; Statistical Analysis</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">&amp; Artificial Intelligence</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">(NLP&amp;SA</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">&amp;AI</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">) give you much better shades of nuance.</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">We understand</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">which types of methods work with which kinds of data, and therefore which may be a better application for which industry.  And this is NOT</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">an easy bu</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">siness, nor is it easy to build from scratch, hence the love letters to my confused</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">but grateful</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">engineers.  I wholeheartedly agree with the principle of being able to kick the tires and try before you buy.</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">On that note, to try something today, I invite you to go to</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><a href="http://www.sentimetrix.com/"><span><span style="color: #0000ff;"><span style="font-family: 'times new roman';"><span style="text-decoration: underline;"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">www.Sentimetrix.com</span></span></span></span></span></span></span></a></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">and register for a free account (to the right of the graph);</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">play with it on your own or</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">request a demo and I’ll walk you through the less obvious features.  We’re trying a few new things and would love your feedback.</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">5.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">SA currently rocks a</span></span></span></strong><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">few</span></span></span></strong><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">core</span></span></span></strong></span></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></strong><span><span style="font-style: normal;"><span style="text-decoration: underline;">industries: financial, pharma, reputation management</span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"><span style="text-decoration: underline;">.</span></span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Make no mistake, if you are in these industries, you simply HAVE to have this technology now or you will be toast.</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Each industry has its own particular requirements (i.e. speed and</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;">accuracy</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">in financial, broad reaching ‘we don’t know what we’re looking for yet’ in pharma)</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">.  My prediction on the next ‘must have’ industry</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">?  You guessed it</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">:</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">politics.</span></span></span><span style="font-weight: normal;"></span></span></span></p>
<p><span style="font-weight: normal;"><span style="font-style: normal;"><br />
</span></span> <span><strong><span style="font-family: 'times new roman';"><em><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">The five big things on the horizon:</span></span></span></em></span></strong></span><span style="font-weight: normal;"></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">1.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><strong><span style="font-size: small;"><span><span style="font-style: normal;"><span style="text-decoration: underline;">Battle</span></span></span></span></strong></span><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;">of the Bands</span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></strong><span><span style="font-style: normal;"><span style="text-decoration: underline;">(not!)</span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"><span style="text-decoration: underline;">:</span> Matthias Tyrberg</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">of Saplo</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">proposed side by side testing of the vendors to let us</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">duke it out.  Or, as Nathan Gilliatt</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">enthused</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">,  “It’s Thunderdome.  Two go in, one comes out.”  Seth Grimes wisely talked us down, insisting there could not possibly be a fair competition because of tuning requirements.</span></span></span><span style="font-weight: normal;"></span></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">However…</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">What do you think about a </span></span></span><span><span style="font-weight: normal;"><span style="font-style: normal;">a Sentiment Analysis petting zoo for vendors at next year’s symposium? </span></span></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">2.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">Extraordinary research by some of the finest minds in the space</span></span></span></strong></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-style: normal;">:</span></span><span style="font-style: normal;"> </span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">I am very excited about the opportunity to bring back ideas to my technical team</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">such as</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Shlomo Argamon’s automated authorship profiling (gender, age, native language, education level).  I’m giddy to think of how this will yield results in the elections space.  My new friend</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Leslie Barrett talked about</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">polarities beyond positive and negative:  i.e.</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">sweet vs sour, h</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">ot vs. cold.  We have a prospective client asking for just that,</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">and because our engine is language agnostic, I’m eager to test her</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">premises against a multinational backdrop</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">(what is ‘hot’ in terms of taste compared to ‘mild’ may differ considerably from country to country)</span></span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">.</span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="text-decoration: line-through;"><span style="font-weight: normal;"></span></span><span style="font-weight: normal;"></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">3.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">Call for standards in the industry</span></span></span></strong><strong><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"><span style="text-decoration: underline;">:</span></span></span></span></strong></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">It feels like we need something in this space.  Matthias Tyrberg and I raised our hands to start feeling our way forward</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">and</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">figure out what needs to be defined.  I am so thankful to have met Marshall</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Sponder</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">at the conference and to be able to learn from his experience</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">in the web analytics space</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">.</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">Do you want to participate?  Do you have any suggestions?  Respond to this post and we’ll get started.</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">4.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">Foreign languages</span></span></span></strong></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"><span style="text-decoration: underline;"><strong>:</strong> </span> This is an urgent nee</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">d.  And the methodologies differ greatly.  I predict this is the space where we will see the most development in the next year.</span></span></span><span style="font-weight: normal;"></span></span></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><span style="font-size: small;"><span style="font-style: normal;"><span style="text-decoration: underline;">5.</span></span></span><span><span style="font-style: normal;"><span style="text-decoration: underline;"> </span></span></span></span></strong></span><span style="font-family: 'times new roman';"><span><strong><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"><span style="text-decoration: underline;"><strong>Consolidation</strong>: </span></span></span></span></strong></span></span><span style="font-family: 'times new roman';"><span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">This conference was very open and friendly.  There was no 500lb gorilla in the room to be afraid of.  We’re all pioneers and there is room for everyone.  For now… but on the horizon we see Google.  Microsoft.  IBM</span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">(and yes, they were there</span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">.</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">)</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">True giants in the space are now turning their eyes and patents in our direction.   Microsoft is expected to launch a service in six months.  Seth seemed to know a bit about it and said we are in for a surprise.  I think as we all looked around at each other, the feeling was:  Today, competitors, tomorrow, collaborators or even,</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">…</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">ahem,</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">…subsidiaries?</span></span></span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span><em><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Be nice to everybody</span></span></span></span></em></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">.</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">I glance back</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">at Seth.  He’s tweeting, but I haven’t seen a reply to my snarky comment.</span></span></span><span style="font-weight: normal;"></span></p>
<p><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">I look around at the 90 or so people in the room and realize that next year’s</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">symposium</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">won’t be quite so intimate; the field is booming.  A</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">nd Seth ha</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">s</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">been a huge part of our collective success.  He has been a tremendous advocate</span></span></span><span style="font-weight: normal;"></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">for us.  He’s generous with his time, contacts, an</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">d advice.  We’re lucky to have him and this conference</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">in a</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">class by itself.</span></span></span><span style="font-weight: normal;"></span></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">My best in show comment got a retweet.  And of course, I</span></span></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">want to do an air punch “YESsssss!”</span></span></span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">OMG,</span></span></span><span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">I got retweeted by Seth Grimes!!!</span></span></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">::psych::</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Then I look back</span></span></span><span><span style="font-size: small;"><span style="font-family: 'times new roman';"><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-weight: normal;"><span style="font-style: normal;">at my own comment.   I slap my</span></span></span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">forehead.   I feel like I have become o</span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">ne of the totally neurotic </span></span></span></span><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">characters in “Best in Show”.</span></span><span><span style="font-weight: normal;"><span style="font-style: normal;"> </span></span></span></span><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">(</span></span></span><span style="font-weight: normal;"><span style="font-style: normal;"><a href="http://www.imdb.com/title/tt0218839/" onclick="javascript:pageTracker._trackPageview ('/outbound/www.imdb.com');"></a></span></span></span><a href="http://www.imdb.com/title/tt0218839/" onclick="javascript:pageTracker._trackPageview ('/outbound/www.imdb.com');"><span><span style="color: #0000ff;"><span style="text-decoration: underline;"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">http://www.imdb.com/title/tt0218839/</span></span></span></span></span></span></a><span style="font-family: 'times new roman';"><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">)</span></span></span><span style="font-weight: normal;"></span></span></p>
<p><span style="font-size: small;"><span style="font-weight: normal;"><span style="font-style: normal;">Woof.</span></span></span></p>
<p><span style="font-family: 'times new roman';"><strong><span><em><strong><em><span><span style="font-size: small;">Laurel Earhart is Vice President of Business Development at SentiMetrix, which offers Sentiment Analysis tools and services to industries that require highly granular, extremely high speed, multilingual capabilities.  The company was developed out of a project to serve the DOD</span></span></em></strong></em><span><strong><em><span> </span></em></strong></span><strong><em></em></strong></span></strong></span><span><strong><em><span style="font-family: 'times new roman';"><strong><em><span style="font-size: small;">following an incident after 9-11</span></em></strong></span></em></strong></span><strong></strong><span style="font-family: 'times new roman';"><strong><span><em><strong><em><span><span style="font-size: small;"> </span></span></em></strong></em><span><strong><em><span>and now offers its services to</span></em></strong></span><span><strong><em><span> </span></em></strong></span><strong><em></em></strong></span></strong></span><span><strong><em><span style="font-family: 'times new roman';"><strong><em><span style="font-size: small;">clients inside and outside the beltway</span></em></strong></span><span style="font-family: 'times new roman';"><strong><em><span style="font-size: small;">. She can be reached at</span></em></strong></span></em></strong></span><span><strong><em><span> </span></em></strong></span><strong><em></em></strong><span><a href="mailto:earhart@Sentimetrix.com"></a></span><a href="mailto:earhart@Sentimetrix.com"><span><span style="color: #0000ff;"><strong><em><span style="font-family: 'times new roman';"><strong><em><span style="text-decoration: underline;"><span style="font-size: small;">earhart@Sentimetrix.com</span></span></em></strong></span></em></strong></span><strong></strong></span></a><span><strong><strong><em><span style="font-family: 'times new roman';"><em><span style="font-size: small;">.  Or follow her on Twitter</span></em></span></em></strong></strong><strong></strong></span><span><strong><strong><em><span style="font-family: 'times new roman';"><em><span style="font-size: small;"> </span></em></span></em></strong></strong><span><strong><em>- she tweets from SentiMetrix.</em></strong></span></span></p>
<p></em></strong></p>
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		<title>What Does a Sentiment Analysis Score Mean?</title>
		<link>http://www.sentimetrix.com/newui/what-does-a-sentiment-analysis-score-mean/</link>
		<comments>http://www.sentimetrix.com/newui/what-does-a-sentiment-analysis-score-mean/#comments</comments>
		<pubDate>Thu, 08 Apr 2010 21:32:02 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/what-does-a-sentiment-analysis-score-mean/</guid>
		<description><![CDATA[By Laurel Earhart
The most frequently asked question pertaining to Sentiment Analysis is: What does a score mean?
Sentiment Analysis engines measure opinions in social media online or in textual sources such as news and journal articles.
A single score, in and of itself,  means nothing.  To understand the value of the score, one must understand [...]]]></description>
			<content:encoded><![CDATA[<p>By Laurel Earhart</p>
<p>The most frequently asked question pertaining to Sentiment Analysis is: What does a score mean?</p>
<p>Sentiment Analysis engines measure opinions in social media online or in textual sources such as news and journal articles.</p>
<p>A single score, in and of itself,  means nothing.  To understand the value of the score, one must understand the system it is built upon.  Here are five issues to consider:</p>
<p>1.  A Sentiment Analysis system has a “scale” or, the absolute highest or lowest value of a descriptive term pertaining to an object in question.   Simply knowing that something scored a “.25” means nothing if you don’t know if the scale of scores was from -1 to +1 or from 1 to 10.</p>
<p>2.  A Sentiment Analysis system requires the ability to understand “velocity” or how sharply sentiment is changing over time.  This allows a researcher to identify tipping points and hone in on the events that triggered changes in sentiment.   Again, if something’s scored a .25 for the last week, but prior to that it had been rising sharply, that signals something has happened to level off rising public opinion.</p>
<p>3.  Sentiment Analysis system requires the ability to demonstrate  “relativity”, or, how sentiment has changed over time, is different between sources, or between objects.  It allows the researcher to determine, for example, if blogs or news are more favorable to a particular political candidate, and whether that candidate should spend more time on interviews or on her social media campaign.   By contrast, some systems may have “normalized” scores, so 0.5 means something like “half the mentions were positive”.  Understanding what a score is relative TO is extremely important.</p>
<p>4. A Sentiment Analysis system should provide “granularity” – how subtle a shift can be detected?  Does the system provide “positive – neutral – negative” rankings or a more sensitive analysis?   If something declines from .8 to a .25 it is still positive, yet it represents a sharp decline.</p>
<p>5. A Sentiment Analysis system has “accuracy” – who decided these were the scores, anyway?  Many systems were designed to replicate human scoring as closely as possible, and tested against human subjects in a variety of applications. SentiMetrix was tested at the University of Maryland and was determined to be comparable to human scoring.  It was also similarly tested in government applications.  If a system is not designed to replicate human scoring, what exactly is it designed to do?</p>
<p>Trying to figure out a score without understanding the system is like trying to figure out which way is North without a compass or any earthly cues.</p>
<p>Once the system is understood, then the scores make sense.</p>
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		<title>Five Reasons Political Candidates Need Sentiment Analysis to Win in November</title>
		<link>http://www.sentimetrix.com/newui/five-reasons-political-candidates-need-sentiment-analysis-to-win-in-november/</link>
		<comments>http://www.sentimetrix.com/newui/five-reasons-political-candidates-need-sentiment-analysis-to-win-in-november/#comments</comments>
		<pubDate>Sun, 07 Mar 2010 17:04:10 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=375</guid>
		<description><![CDATA[My colleague, Todd Herman, of the Republican National Committee said it best:
“Polls are like watching animals in a zoo.  You can obtain perfect specimens, observe them from every angle, but then you wonder why they aren’t mating.
Sentiment Analysis is like watching those animals in their natural habitat.”
I think we all have a lot to [...]]]></description>
			<content:encoded><![CDATA[<p>My colleague, Todd Herman, of the Republican National Committee said it best:</p>
<p>“Polls are like watching animals in a zoo.  You can obtain perfect specimens, observe them from every angle, but then you wonder why they aren’t mating.</p>
<p>Sentiment Analysis is like watching those animals in their natural habitat.”</p>
<p>I think we all have a lot to learn from this statement.</p>
<p>Polls are important, but as you’re developing a social media strategy, consider what sentiment analysis can do for you to win in November.</p>
<p><strong>1.	Track virtually real-time opinions in traditional and social media about what people are saying about YOU and your opponent. </strong></p>
<p>By watching trends over time, you’ll know soon whether your education policy or your courtesy in the face of mudslinging is giving you an edge.  In fact, good scoring techniques allow you to see which terms associated with your name are giving you that edge.</p>
<p><strong>2.	Understand that there is more to Sentiment Analysis than a “positive-negative-neutral” score.</strong> The more granular the scoring, the better the opportunity to shore up a campaign against negativity or to capitalize on an opportunity.  Granularity matters.  Would you rather know that people have a positive opinion about you?  Or that last night it was +.61 and this afternoon it is +.42.  Both are still positive scores.  But now you know there might be a problem.</p>
<p><strong>3.	Is there a believability gap between traditional and social media?   Does the press hate you and love your opponent?</strong></p>
<p>Do the social media measurements trend the same way?  Knowing the answers to these questions will tell you if you should be buying more ads, talking to reporters, kissing babies or… maybe even keeping your day job.</p>
<p><strong>4.	Have you discovered something you want to share?</strong></p>
<p>Syndication of charts comparing and contrasting you and your opponent, specific issues, and social media or traditional media is now possible!  You can email a chart, publish it on a web page or on Facebook, or send it off to the Twittersphere.</p>
<p><strong>5.	Mobilize your volunteers:  What issues do they care about?</strong></p>
<p>You do support those issues, right?  Now your volunteers can champion you and their pet causes through these social media sharing tools and be part of a viral marketing campaign for you, all the while generating publicity for your campaign.</p>
<p>These tools are free.   Just go to http://tinyurl.com/sentimetrix-elections<br />
and register for a new account to get started.  Type in the name of a politician and toggle between blogs and news or both to see what’s news.  You may want to start with “Obama” as there is more data and issues about him than anyone.  Then click on any of the “ancillary” issues on the left to see how those issues are trending.</p>
<p><em>Laurel Earhart is Vice President of Business Development at SentiMetrix and is the former Director of Business Development of the News and Politics channel at America Online, Inc.</em></p>
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		<title>New Year, new launch</title>
		<link>http://www.sentimetrix.com/newui/new-year-new-launch/</link>
		<comments>http://www.sentimetrix.com/newui/new-year-new-launch/#comments</comments>
		<pubDate>Wed, 06 Jan 2010 21:45:50 +0000</pubDate>
		<dc:creator>vadim</dc:creator>
		
		<category><![CDATA[From the SentiMetrix team]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=348</guid>
		<description><![CDATA[With all the hoopla around the mythical Apple tablet and the marginally more useful Google phone, only the real social media connoisseurs have noticed that they can now register for free accounts on www.sentimetrix.com. 
Let&#8217;s spread the word - we are live!
A 1-minute registration is all you need to access SentiGrade (c) sentiment charts. Explore [...]]]></description>
			<content:encoded><![CDATA[<p>With all the hoopla around the mythical Apple tablet and the marginally more useful Google phone, only the real social media connoisseurs have noticed that they can now register for <strong>free accounts</strong> on <a href="http://www.sentimetrix.com">www.sentimetrix.com. </a></p>
<p>Let&#8217;s spread the word - we are live!</p>
<p>A 1-minute registration is all you need to access SentiGrade (c) sentiment charts. Explore the topics that interest you,  compare scores for different brands, products, celebrities&#8230; go ahead!  Satisfy your curiosity!   There is a <em>lot</em> of data behind these charts, coming from over 50,000 traditional and social media sources, so it is likely that we have an answer to your query.  And we add more sources every day.</p>
<p>As the year progresses, we&#8217;ll be rolling out new features: - widgets, RSS feeds, alerting capabilities, advanced analytics and reporting, additional languages, open API and more.   But first - we want to know what <em><strong>you</strong></em> think.  <a href="http://www.sentimetrix.com/newui/contact/">Drop us a note</a> and tell us what you like and what you want, and, what additions would, in your opinion, make the site more useful.</p>
<p>Do you have an great idea for using sentiment data?  Share it, and let&#8217;s make it a reality together.</p>
<p>2010 is the year of sentiment.   SentiMetrix invites you be a part of it. Welcome aboard!</p>
<p>SentiMetrix team.</p>
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		<title>New Jersey and Virginia: Tuesday is the day</title>
		<link>http://www.sentimetrix.com/newui/new-jersey-and-virginia-tuesday-is-the-day/</link>
		<comments>http://www.sentimetrix.com/newui/new-jersey-and-virginia-tuesday-is-the-day/#comments</comments>
		<pubDate>Tue, 03 Nov 2009 19:12:19 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Elections]]></category>

		<category><![CDATA[From the SentiMetrix team]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=300</guid>
		<description><![CDATA[New Jersey: Sentiment for Governor Jon Corzine (D) is higher by a razor-tight margin in a close race with Chris Christie (R) and Chris Daggett (I).  The battle for NJ continues even on the last day before the elections.

In Virginia, sentiment for Governor Bob McDonnell (R) is trending higher than scores for Creigh Deeds (D).



SentiMetrix [...]]]></description>
			<content:encoded><![CDATA[<p>New Jersey: Sentiment for Governor Jon Corzine (D) is higher by a razor-tight margin in a close race with Chris Christie (R) and Chris Daggett (I).  The battle for NJ continues even on the last day before the elections.</p>
<div id="attachment_303" class="wp-caption aligncenter" style="width: 579px"><a href="http://www.sentimetrix.com/newui/wp-content/uploads/2009/11/screen-shot-2009-11-03-at-124845-pm.jpg"><img class="size-full wp-image-303" title="screen-shot-2009-11-03-at-124845-pm" src="http://www.sentimetrix.com/newui/wp-content/uploads/2009/11/screen-shot-2009-11-03-at-124845-pm.jpg" alt="Corzine up by a razon-thin margin" width="569" height="260" /></a><p class="wp-caption-text">Corzine up by a razon-thin margin</p></div>
<p class="MsoNormal">
<p class="MsoNormal">In Virginia, sentiment for Governor Bob McDonnell (R) is trending higher than scores for Creigh Deeds (D).</p>
<p class="MsoNormal">
<p class="MsoNormal">
<div id="attachment_304" class="wp-caption aligncenter" style="width: 579px"><a href="http://www.sentimetrix.com/newui/wp-content/uploads/2009/11/screen-shot-2009-11-03-at-125606-pm.jpg"><img class="size-full wp-image-304" title="screen-shot-2009-11-03-at-125606-pm" src="http://www.sentimetrix.com/newui/wp-content/uploads/2009/11/screen-shot-2009-11-03-at-125606-pm.jpg" alt="Deeds vs McDonnell" width="569" height="264" /></a><p class="wp-caption-text">Deeds vs McDonnell</p></div>
<p class="MsoNormal">
<p class="MsoNormal">SentiMetrix recently expanded its data set to include a larger number of news and blog sources to capture a broader array of opinions pertaining to these important elections.</p>
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		<title>Voter and Media Sentiment toward Daggett still strong</title>
		<link>http://www.sentimetrix.com/newui/voter-and-media-sentiment-toward-daggett-still-strong/</link>
		<comments>http://www.sentimetrix.com/newui/voter-and-media-sentiment-toward-daggett-still-strong/#comments</comments>
		<pubDate>Sun, 25 Oct 2009 00:32:35 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=292</guid>
		<description><![CDATA[By Laurel Earhart
In the past few days, Chris Daggett&#8217;s Sentiment Scores  have improved considerably in the media and in blogs due to voters expressing their strong support for Daggett and dissatisfaction with their other candidate choices.
]]></description>
			<content:encoded><![CDATA[<p>By Laurel Earhart</p>
<p>In the past few days, Chris Daggett&#8217;s Sentiment Scores  have improved considerably in the media and in blogs due to voters expressing their strong support for Daggett and dissatisfaction with their other candidate choices.</p>
<div id="attachment_293" class="wp-caption aligncenter" style="width: 580px"><img class="aligncenter size-full wp-image-294" title="fusioncharts101" src="http://www.sentimetrix.com/newui/wp-content/uploads/2009/10/fusioncharts101.jpg" alt="fusioncharts101" width="570" height="260" /><br />
<p class="wp-caption-text">Voter and Media Sentiment toward Chris Daggett relatively positive in the last few days</p></div>
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		<title>Voter Sentiment toward Corzine Improves, Chris Daggett added</title>
		<link>http://www.sentimetrix.com/newui/voter-sentiment-toward-corzine-improves-chris-daggett-added/</link>
		<comments>http://www.sentimetrix.com/newui/voter-sentiment-toward-corzine-improves-chris-daggett-added/#comments</comments>
		<pubDate>Tue, 20 Oct 2009 05:51:47 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=286</guid>
		<description><![CDATA[By Laurel Earhart
In response to a request from a reader, we have decided to begin tracking Chris Daggett in our Sentiment Analysis trend charts in New Jersey.  The race appears close again in Virginia, where McDonnell and Deeds sentiment are very similar.


]]></description>
			<content:encoded><![CDATA[<p>By Laurel Earhart</p>
<p>In response to a request from a reader, we have decided to begin tracking Chris Daggett in our Sentiment Analysis trend charts in New Jersey.  The race appears close again in Virginia, where McDonnell and Deeds sentiment are very similar.</p>
<p><img class="aligncenter size-full wp-image-288" title="fusioncharts8" src="http://www.sentimetrix.com/newui/wp-content/uploads/2009/10/fusioncharts8.jpg" alt="fusioncharts8" width="570" height="260" /></p>
<p><img class="aligncenter size-full wp-image-287" title="fusioncharts9" src="http://www.sentimetrix.com/newui/wp-content/uploads/2009/10/fusioncharts9.jpg" alt="fusioncharts9" width="570" height="260" /></p>
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		<title>Deeds improves in Virginia, New Jersey race still close</title>
		<link>http://www.sentimetrix.com/newui/deeds-improves-in-virginia-new-jersey-race-still-close/</link>
		<comments>http://www.sentimetrix.com/newui/deeds-improves-in-virginia-new-jersey-race-still-close/#comments</comments>
		<pubDate>Sun, 18 Oct 2009 03:12:25 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=282</guid>
		<description><![CDATA[By Laurel Earhart
Sentiment toward Deeds improves largely due to discussion about Obama coming to Virginia to campaign for him.  In New Jersey, Sentiment toward Chris Christie remains relatively unchanged while sentiment toward Corzine decreases somewhat into negative territory for the first time in days.  This is largely due to the candidates&#8217; performance on the debates [...]]]></description>
			<content:encoded><![CDATA[<p>By Laurel Earhart</p>
<p>Sentiment toward Deeds improves largely due to discussion about Obama coming to Virginia to campaign for him.  In New Jersey, Sentiment toward Chris Christie remains relatively unchanged while sentiment toward Corzine decreases somewhat into negative territory for the first time in days.  This is largely due to the candidates&#8217; performance on the debates held on the 16th.</p>
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		<title>NJ and VA Governor Candidate Sentiment Trending Similarly</title>
		<link>http://www.sentimetrix.com/newui/nj-and-va-governor-candidate-sentiment-trending-similarly/</link>
		<comments>http://www.sentimetrix.com/newui/nj-and-va-governor-candidate-sentiment-trending-similarly/#comments</comments>
		<pubDate>Fri, 16 Oct 2009 17:25:17 +0000</pubDate>
		<dc:creator>laurel</dc:creator>
		
		<category><![CDATA[Uncategorized]]></category>

		<category><![CDATA[elections]]></category>

		<guid isPermaLink="false">http://www.sentimetrix.com/newui/?p=267</guid>
		<description><![CDATA[October 16, 2009
By Laurel Earhart
As the days leading up to the November 3rd election grow shorter, we&#8217;re seeing similar sentiment of voters and media toward each candidate.  As our results are continuously updated, we will provide examples of blogs and news stories that validate this trend.  There are several mayoral elections happening on November 3rd [...]]]></description>
			<content:encoded><![CDATA[<p>October 16, 2009</p>
<p>By Laurel Earhart</p>
<p>As the days leading up to the November 3rd election grow shorter, we&#8217;re seeing similar sentiment of voters and media toward each candidate.  As our results are continuously updated, we will provide examples of blogs and news stories that validate this trend.  There are several mayoral elections happening on November 3rd as well, if you would like to see us track these, please email me at Earhart@Sentimetrix.com</p>
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]]></content:encoded>
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