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	<title>People Research Connections &#187; Research</title>
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	<link>http://prconnections.net</link>
	<description>Dr. Mihaela Vorvoreanu</description>
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		<title>LOLspeak study</title>
		<link>http://prconnections.net/lolspeak-study/</link>
		<comments>http://prconnections.net/lolspeak-study/#comments</comments>
		<pubDate>Mon, 12 Dec 2011 16:36:54 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[lolcats]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=650</guid>
		<description><![CDATA[I have been arguing for a while that LOLcats belong in graduate courses and they are worthy of scholarly research. So, here is a presentation about the linguistic study of LOLspeak (the language cats speak). It is analyzed as language play that has a function in the construction of online identity &#8211; as a cat [...]]]></description>
			<content:encoded><![CDATA[<p>I have been arguing for a while that LOLcats belong in graduate courses and they are worthy of scholarly research.</p>
<p>So, here is a presentation about the linguistic study of LOLspeak (the language cats speak). It is analyzed as language play that has a function in the construction of online identity &#8211; as a <em>cat</em> and <em>Internet savvy person</em>.</p>
<p>&nbsp;<br />
<iframe src="http://player.vimeo.com/video/33318759?title=0&amp;byline=0&amp;portrait=0" width="400" height="300" frameborder="0" webkitAllowFullScreen mozallowfullscreen allowFullScreen></iframe>
<p><a href="http://vimeo.com/33318759">I can has language play: Construction of Language and Identity in LOLspeak</a> from <a href="http://vimeo.com/user9563247">Lauren Gawne</a> on <a href="http://vimeo.com">Vimeo</a>.</p>
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		<slash:comments>1</slash:comments>
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		<item>
		<title>New research project: Managing identity &amp; social groups across social networking sites</title>
		<link>http://prconnections.net/new-research-project-managing-identity-social-groups-across-social-networking-sites/</link>
		<comments>http://prconnections.net/new-research-project-managing-identity-social-groups-across-social-networking-sites/#comments</comments>
		<pubDate>Fri, 28 Oct 2011 11:07:28 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[identity management]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=646</guid>
		<description><![CDATA[My latest research project builds on previous work about online identity management and seeks to further understand how active social media users manage their identity and social groups across multiple social networking sites (e.g. Facebook, Twitter, LinkedIn, Google+). We are looking for volunteers to participate in research interviews. Interviews will take about 30 minutes, and [...]]]></description>
			<content:encoded><![CDATA[<p>My latest research project builds on previous work about online identity management and seeks to further understand <strong>how active social media users manage their identity and social groups across multiple social networking sites</strong> (e.g. Facebook, Twitter, LinkedIn, Google+).</p>
<p>We are looking for volunteers to participate in research interviews. Interviews will take about 30 minutes, and will be conducted via telephone or Skype.</p>
<p>Specifically, we are searching for individuals who meet the following criteria:</p>
<ul>
<li>Has graduated from college within the past two years OR</li>
<li>Is a social media consultant OR</li>
<li>Is an IT security professional</li>
</ul>
<p>AND</p>
<ul>
<li>Is an active social media user – participates actively in 3 or more social networking sites</li>
</ul>
<p>In exchange for your time, you will have a 1 in 10 chance to win $25 in cash, gift card, or donation to your preferred charity.</p>
<p>Interested in participating? Please <a href="https://purdue.qualtrics.com/SE/?SID=SV_bl1gMXFHMYJM6mE">contact me through this online form</a>.</p>
<p>Do you know other people who may wish to participate? Please forward them the link to this post.</p>
<p>Thank you,<br />
Dr. V</p>
<p>This project is supported by a research grant from Verisign, Inc. Co-PI: <a href="http://spaf.cerias.purdue.edu/">Gene Spafford</a> &#8211; CERIAS, Purdue University</p>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Collaboration through Technology in Teaching and Research</title>
		<link>http://prconnections.net/collaboration-through-technology-in-teaching-and-research/</link>
		<comments>http://prconnections.net/collaboration-through-technology-in-teaching-and-research/#comments</comments>
		<pubDate>Sun, 14 Nov 2010 16:08:29 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[Collaboration]]></category>
		<category><![CDATA[NCA]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=535</guid>
		<description><![CDATA[This paper is for NCA 2010. It presents solutions for collaboration in the public relations campaigns course and in research. NCA2010_1_CollaborationThruTechnology]]></description>
			<content:encoded><![CDATA[<p>This paper is for NCA 2010. It presents solutions for collaboration in the public relations campaigns course and in research.</p>
<p><a style="margin: 12px auto 6px auto; font-family: Helvetica,Arial,Sans-serif; font-style: normal; font-variant: normal; font-weight: normal; font-size: 14px; line-height: normal; font-size-adjust: none; font-stretch: normal; -x-system-font: none; display: block; text-decoration: underline;" title="View NCA2010_1_CollaborationThruTechnology on Scribd" href="http://www.scribd.com/doc/42489869/NCA2010-1-CollaborationThruTechnology">NCA2010_1_CollaborationThruTechnology</a> <object id="doc_471339698745806" style="outline: none;" classid="clsid:d27cdb6e-ae6d-11cf-96b8-444553540000" width="100%" height="600" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0"><param name="name" value="doc_471339698745806" /><param name="data" value="http://d1.scribdassets.com/ScribdViewer.swf" /><param name="wmode" value="opaque" /><param name="bgcolor" value="#ffffff" /><param name="allowFullScreen" value="true" /><param name="allowScriptAccess" value="always" /><param name="FlashVars" value="document_id=42489869&amp;access_key=key-ebel12adz2yjsnu9dct&amp;page=1&amp;viewMode=list" /><param name="src" value="http://d1.scribdassets.com/ScribdViewer.swf" /><param name="allowfullscreen" value="true" /><embed id="doc_471339698745806" style="outline: none;" type="application/x-shockwave-flash" width="100%" height="600" src="http://d1.scribdassets.com/ScribdViewer.swf" flashvars="document_id=42489869&amp;access_key=key-ebel12adz2yjsnu9dct&amp;page=1&amp;viewMode=list" allowscriptaccess="always" allowfullscreen="true" bgcolor="#ffffff" wmode="opaque" data="http://d1.scribdassets.com/ScribdViewer.swf" name="doc_471339698745806"></embed></object></p>
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		</item>
		<item>
		<title>Online indentity management &amp; social groups</title>
		<link>http://prconnections.net/online-indentity-management-social-groups/</link>
		<comments>http://prconnections.net/online-indentity-management-social-groups/#comments</comments>
		<pubDate>Thu, 07 Oct 2010 15:43:34 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Culture & Society]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[identity management]]></category>
		<category><![CDATA[privacy]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=525</guid>
		<description><![CDATA[I came across this presentation on John Bells&#8217; blog (John Bell heads the Digital Influence Team at Ogilvy PR) and had to share it here. This happens to be one of my research interests, something I alluded to in an earlier blog post, and I am now working to get ready for publication. The presentation [...]]]></description>
			<content:encoded><![CDATA[<p>I came across this presentation on <a href="http://johnbell.typepad.com/weblog/2010/10/an-insightful-look-at-social-networks.html">John Bells&#8217; blog</a> (John Bell heads the Digital Influence Team at Ogilvy PR) and had to share it here.</p>
<p>This happens to be one of my research interests, something I alluded to in an <a href="http://prconnections.net/coming-up-total-chaos/">earlier blog post</a>, and I am now working to get ready for publication.</p>
<p>The presentation is from Paul Adams, senior UX researcher at Google. I love the connection he makes between social science and social interface/product design. I love the fact that this kind of research happens in a corporate setting, and if I didn&#8217;t love teaching so much I&#8217;d be jealous of his job.</p>
<div style="width:477px" id="__ss_4656436"><strong style="display:block;margin:12px 0 4px"><a href="http://www.slideshare.net/padday/the-real-life-social-network-v2" title="The Real Life Social Network v2">The Real Life Social Network v2</a></strong><object id="__sse4656436" width="477" height="510"><param name="movie" value="http://static.slidesharecdn.com/swf/doc_player.swf?doc=vtm2010-100701010846-phpapp01&#038;stripped_title=the-real-life-social-network-v2&#038;userName=padday" /><param name="allowFullScreen" value="true"/><param name="allowScriptAccess" value="always"/><embed name="__sse4656436" src="http://static.slidesharecdn.com/swf/doc_player.swf?doc=vtm2010-100701010846-phpapp01&#038;stripped_title=the-real-life-social-network-v2&#038;userName=padday" type="application/x-shockwave-flash" allowscriptaccess="always" allowfullscreen="true" width="477" height="510"></embed></object>
<div style="padding:5px 0 12px">View more <a href="http://www.slideshare.net/">documents</a> from <a href="http://www.slideshare.net/padday">Paul Adams</a>.</div>
</div>
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		</item>
		<item>
		<title>New Pew report on social media use</title>
		<link>http://prconnections.net/new-pew-report-on-social-media-use/</link>
		<comments>http://prconnections.net/new-pew-report-on-social-media-use/#comments</comments>
		<pubDate>Sun, 25 Oct 2009 15:44:35 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Culture & Society]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Social Media]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=417</guid>
		<description><![CDATA[PIP_Twitter_Fall_2009 &#8211;]]></description>
			<content:encoded><![CDATA[<p><object id="_ds_13510745" name="_ds_13510745" width="500" height="550" type="application/x-shockwave-flash" data="http://viewer.docstoc.com/"><param name="FlashVars" value="doc_id=13510745&#038;mem_id=824295&#038;doc_type=pdf&#038;fullscreen=0" /><param name="movie" value="http://viewer.docstoc.com/"/><param name="allowScriptAccess" value="always" /><param name="allowFullScreen" value="true" /></object><br /><font size="1"><a href="http://www.docstoc.com/docs/13510745/PIP_Twitter_Fall_2009">PIP_Twitter_Fall_2009</a> &#8211; </font></p>
]]></content:encoded>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Research Study: @sockington is more influential than @chrisbrogan</title>
		<link>http://prconnections.net/research-study-sockington-is-more-influential-than-chrisbrogan/</link>
		<comments>http://prconnections.net/research-study-sockington-is-more-influential-than-chrisbrogan/#comments</comments>
		<pubDate>Fri, 04 Sep 2009 21:32:03 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[research methods]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=365</guid>
		<description><![CDATA[This Webecology research report has been making the rounds on Twitter. I haven&#8217;t had time to read it until now, here are my reading notes: The Webecology team uses large scale data mining to identify patterns indicative of online culture and community. Wish I&#8217;d do this, too &#8211; and will, as soon as I find [...]]]></description>
			<content:encoded><![CDATA[<p>This <a href="http://www.webecologyproject.org/wp-content/uploads/2009/09/influence-report-final.pdf">Webecology research report</a> has been making the rounds on Twitter. I haven&#8217;t had time to read it until now, here are my reading notes:</p>
<p>The Webecology team uses large scale data mining to identify patterns indicative of online culture and community. Wish I&#8217;d do this, too &#8211; and will, as soon as I find a research partner to help with the data mining part.</p>
<p>For this project, the authors set out to create a more accurate measure of influence on Twitter that goes beyond either:</p>
<ol>
<li>number of followers; or</li>
<li>followers/friends ratio</li>
</ol>
<p>The authors defined influence on Twitter as:</p>
<blockquote><p>influence on Twitter = the potential of an action of a user to initiate a further action by another user</p></blockquote>
<p>Specifically, influence means the potential of a tweet to generate replies, mentions (conversational behaviors), RTs, and attributions (content-pushing behaviors).</p>
<p>This is an atheoretical, operational definition of influence (the study&#8217;s <a href="http://en.wikipedia.org/wiki/Achilles'_heel">Achille&#8217;s heel</a>).</p>
<p>As far as I understand, all 4 actions were weighed equally. So, a RT factors the same as an @reply in determining influence.</p>
<p>They selected 12 Twitter accounts to study. The selection was based on this criterion: the 12 accounts were  &#8221;widely perceived to be among the more influential users on Twitter.&#8221; It is not clear who did the perceiving, and what definition or measure of influence they used in the process of perception. IMO, the arbitrary selection of the sample is another major weakness &#8211; but in this case, I can live with it, because the purpose is not to derive conclusions about Twitter culture as much as it is to demonstrate how the methodology can be used.</p>
<p>Then, the 12 users were grouped into 3 categories. Here is a table with the accounts they analyzed, and their number of tweets over 10 days, as well as the number of followers and friends at the end of the 10 days:</p>
<p>&#8212;</p>
<table style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 1.3em; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; border-collapse: collapse; -webkit-border-horizontal-spacing: 0px; -webkit-border-vertical-spacing: 0px; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" border="0">
<tbody style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130"><strong>Celebrities</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><strong>Username</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70"><strong>Tweets</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100"><strong>Followers</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80"><strong>Followees</strong></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;"></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Ashton Kutcher</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>aplusk</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">3,205</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">3,407,385</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">209</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Shaquille O’Neil</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>THE_REAL_SHAQ</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">2,072</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">2,092,541</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">562</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Stanley Kirk Burrell</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>MCHammer</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">6,016</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">1,331,797</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">31,202</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Sockington</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>sockington</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">5,711</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">1,089,984</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">380</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Justine Ezarik</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120">ijustine</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">7,718</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">605,441</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">3,039</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;"></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130"><strong>News Outlets</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><strong>Username</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70"><strong>Tweets</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100"><strong>Followers</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80"><strong>Followees</strong></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;"></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">CNN Breaking News</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>cnnbrk</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">1,096</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">2,712,530</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">18</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">BarackObama.com</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>BarackObama</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">330</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">2,018,016</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">761,851</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Mashable.com</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>mashable</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">17,914</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">1,363,510</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">1,925</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">CNN</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>cnn</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">11,607</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">193,625</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">50</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;"></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130"><strong>Social Media Analysts</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><strong>Username</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70"><strong>Tweets</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100"><strong>Followers</strong></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80"><strong>Followees</strong></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;"></td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Gary Vaynerchuk</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>garyvee</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">7,532</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">862,790</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">9,683</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Chris Brogan</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>chrisbrogan</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">48,341</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">94,715</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">88,431</td>
</tr>
<tr style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;">
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="130">Robert Scoble</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="120"><em>Scobleizer</em></td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="70">23,112</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="100">94,295</td>
<td style="outline-width: 0px; outline-style: initial; outline-color: initial; font-size: 13px; vertical-align: baseline; background-image: initial; background-repeat: initial; background-attachment: initial; -webkit-background-clip: initial; -webkit-background-origin: initial; background-color: transparent; background-position: initial initial; padding: 0px; margin: 0px; border: 0px initial initial;" width="80">2,423</td>
</tr>
</tbody>
</table>
<p>The data that they mined was as collected over 10 days, in August 2009. The data included:</p>
<ul>
<li>The 2143 tweets generated by the 12 users</li>
<li>The 90,130 actions (responses, RTs) triggered by the original 2143 tweets</li>
<li>All the tweets generated in connection with the 12 users (by their followers and friends;a total of 134, 654 tweets, 15,866,629 followers, and 899,773 friends/followees)</li>
</ul>
<p>The authors produced 2 types of influence reports, based on the type of action that was triggered:</p>
<ol>
<li>conversational action (people replied, or mentioned the user &#8211; e.g. &#8220;meeting @stockington for catnip&#8221;)</li>
<li>content-pushing action (people retweeted, or gave attribution &#8211; e.g. &#8220;via@username&#8221;)</li>
</ol>
<p>Please note that a mention may or may not be a response to a tweet. If they were not responses to a tweet, they fall outside the authors&#8217; definition of Twitter influence, and they should have been excluded from the analysis.</p>
<p>Here we go, on to the findings:</p>
<h2>Conversational action</h2>
<p>This graph shows you the amount of conversational activity (@replies and mentions) each user got in response to one (average) tweet.</p>
<p style="margin: 0.0px 0.0px 0.0px 0.0px; font: 11.0px Times; color: #595a59;"><img class="alignnone" title="content_per_tweet" src="http://chart.apis.google.com/chart?chma=50,50,50,50&amp;chbh=a&amp;chd=t:252.2941176,209.4459459,51,47.72463768,31.57142857,14.04975124,13.859375,12.88,10.1826087,7.324766355,3.458823529,2.703448276&amp;chds=0,280&amp;chco=E00000&amp;cht=bhs&amp;chtt=|Average+Conversational+Activity+Per+Tweet&amp;chxt=x,y&amp;chxl=0:|0|35|70|105|140|175|210|245|280|1:|chrisbrogan|Scobleizer|garyvee|MCHammer|sockington|CNN|mashable|BarackObama|ijustine|cnnbrk|aplusk|THE_REAL_SHAQ&amp;chs=500x400" alt="" width="500" height="400" /></p>
<h2>Content action</h2>
<p>This graph shows you how much content action (retweets and attributions) each user got for each (average) tweet:</p>
<p><img class="alignnone" title="content_per_tweet" src="http://chart.apis.google.com/chart?chma=50,50,50,50&amp;chbh=a&amp;chd=t:72.45454545,47.55223881,36.78571429,22.64864865,22.23529412,20.390625,4.12,2.333333333,2.304347826,1.701960784,1.431034483,0.829439252&amp;chds=0,80&amp;chco=E00000&amp;cht=bhs&amp;chtt=|Average+Content+Spread+Per+Tweet&amp;chxt=x,y&amp;chxl=0:|0|10|20|30|40|50|60|70|80|1:|garyvee|chrisbrogan|Scobleizer|MCHammer|ijustine|sockington|CNN|THE_REAL_SHAQ|aplusk|BarackObama|mashable|cnnbrk|&amp;chs=500x400" alt="" width="500" height="400" /></p>
<p>So here we see that, per tweet, @sockington did get more retweets than @chrisbrogan.</p>
<p>The authors claim that these graphs of influence/tweet are the most accurate measure of Twitter influence so far. Therefore:</p>
<blockquote>
<h1 style="text-align: center;">@sockington IS more influential on Twitter than @chrisbrogan,</h1>
</blockquote>
<p style="text-align: left; ">because the fake cat gets more retweets. (sorry, @sockington, I do love you!!!)</p>
<p>I know exactly what you&#8217;re thinking, it starts with B and ends with T.</p>
<p>That&#8217;s because here we have a problem of <a href="http://www.socialresearchmethods.net/kb/constval.php">construct validity</a>. The measures do not actually measure influence. I wish the authors had read some research in communication &amp; persuasion about the concept of influence, then worked their way from a <a href="http://web.utk.edu/~wrobinso/540_lec_opdefs.html">conceptual to an operational definition</a>.</p>
<p>Obviously, @sockington gets more retweets because he&#8217;s cuter &amp; funnier than @chrisbrogan (sorry, Chris!). We don&#8217;t know why people reply or retweet. This study ignores a very important aspect of human relations: meaning. There is meaning in tweets, and meaning in why people retweet. But that is not captured in this study.</p>
<p>That being said, the report shows what can be done with data mining &#8211; it&#8217;s awesome! With a bit of help from people who know how to study meaning (hint, hint!), this type of research will be extremely valuable.</p>
<p>If anything, let this be an argument for computers &amp; communication people working together, across disciplines.</p>
<p>In a future post, I will review conceptual and operational definitions of influence.</p>
]]></content:encoded>
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		<slash:comments>6</slash:comments>
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		<title>Quantum Physics</title>
		<link>http://prconnections.net/quantum-physics/</link>
		<comments>http://prconnections.net/quantum-physics/#comments</comments>
		<pubDate>Wed, 05 Aug 2009 15:20:56 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Education]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[quantum physics]]></category>
		<category><![CDATA[research methods]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=312</guid>
		<description><![CDATA[Someday, I will understand quantum physics. But since in the past few weeks I&#8217;ve been unpacking, unpacking, unpacking, unpacking, unpacking&#8230; (you get it)&#8230; OK, never mind. Here&#8217;s a video about quantum physics. It should be the beginning of any research methods class. Thanks to Twitter user @c4chaos for pointing to a link that lead me [...]]]></description>
			<content:encoded><![CDATA[<p>Someday, I will understand quantum physics. But since in the past few weeks I&#8217;ve been unpacking, unpacking, unpacking, unpacking, unpacking&#8230; (you get it)&#8230; OK, never mind. Here&#8217;s a video about quantum physics. It should be the beginning of any research methods class.</p>
<p><object classid="clsid:d27cdb6e-ae6d-11cf-96b8-444553540000" width="425" height="344" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0"><param name="allowFullScreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="src" value="http://www.youtube.com/v/XEZtw1yt8Kc&amp;hl=en&amp;fs=1&amp;" /><param name="allowfullscreen" value="true" /><embed type="application/x-shockwave-flash" width="425" height="344" src="http://www.youtube.com/v/XEZtw1yt8Kc&amp;hl=en&amp;fs=1&amp;" allowscriptaccess="always" allowfullscreen="true"></embed></object></p>
<p>Thanks to Twitter user <a href="http://twitter.com/c4chaos">@c4chaos</a> for pointing to a link that lead me to this video.</p>
]]></content:encoded>
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		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Two types of visibility</title>
		<link>http://prconnections.net/two-types-of-visibility/</link>
		<comments>http://prconnections.net/two-types-of-visibility/#comments</comments>
		<pubDate>Tue, 19 May 2009 19:32:47 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[news releases]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=248</guid>
		<description><![CDATA[I just finished a webinar for PRWeb and talked about the research we did with SNCR about online news releases (pdf). I love Jiyan Wei (PRWeb product manager, he moderated the session) because he asks really good questions. One question he asked us today was to define visibility: Everybody wants to gain visibility with news [...]]]></description>
			<content:encoded><![CDATA[<p>I just finished a <a href="vocus.confedge.com/ ap/ registration/ home.cfm?i=register&amp;e=aac3bcb3-148c-448b-9436-337350973fcb&amp;grp=webinar&amp;validation=PR">webinar for PRWeb</a> and talked about the research we did with <a href="http://sncr.org/">SNCR</a> about <a href="http://sncr.org/wp-content/uploads/2008/10/roi-of-online-press-releases-whitepaper.pdf">online news releases</a> (pdf). I love <a href="http://www.newinfluencer.com/">Jiyan Wei</a> (PRWeb product manager, he moderated the session) because he asks really good questions. One question he asked us today was to define visibility:</p>
<blockquote><p>Everybody wants to gain visibility with news releases, but what is visibility?</p></blockquote>
<p>I was lucky that <a href="http://pillarcc.com/">Richard</a>, my co-presented, was put on the spot first and I had a few seconds to think about this question <img src='http://prconnections.net/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
<p>Here&#8217;s what I came up with, let me know if it makes sense to you:</p>
<p>I think about visibility as being of two types: <strong>push</strong> and <strong>pull</strong>, for lack of better terms.</p>
<p><strong>Push visibility</strong> is the visibility you have when you &#8220;cut through the clutter&#8221; and your name (brand, product, etc.) makes headlines. People see it whether they want to or not. This is the type of visibility public relations and advertising have traditionally tried to achieve.</p>
<p><strong>Pull visibility</strong> means being visibile and available when people need you and search for you. You might not be making headlines, but you are using the right keywords and showing up in relevant online searches. To use <a href="http://pillarcc.com/">Richard&#8217;s company</a> as an example, when people are looking for a Web development company in NY, Pillar should show up in the search results.</p>
<p>Traditionally, PR people have struggled to achieve push visibility, but given the changing landscape of media, of information availability, and information searching behaviors, for most of us, it is pull visibility that will make or break the bank.</p>
<p>In our survey results, people complained about not being able to cut through the clutter &#8211; not making headlines (i.e. not achieving push visibility). That&#8217;s OK. Not everybody can be in the headlines. As long as you are there for your audience when they need you, you&#8217;re OK.</p>
<p>What do you think? Does thinking about visibility in these terms help you?</p>
]]></content:encoded>
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		<slash:comments>4</slash:comments>
		</item>
		<item>
		<title>The most important lesson</title>
		<link>http://prconnections.net/the-most-important-lesson/</link>
		<comments>http://prconnections.net/the-most-important-lesson/#comments</comments>
		<pubDate>Thu, 16 Apr 2009 17:02:49 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>

		<guid isPermaLink="false">http://prconnections.net/?p=240</guid>
		<description><![CDATA[Back when I was a communication graduate student at Purdue, a friend asked me at a party: So, what is the most important thing you know about communication? I thought for a second (or two!) then I answered: Know your audience. Many years later, I still believe this is the most important lesson you can [...]]]></description>
			<content:encoded><![CDATA[<p>Back when I was a communication graduate student at Purdue, a friend asked me at a party:</p>
<h3 style="padding-left: 30px;">So, what is the most important thing you know about communication?</h3>
<p>I thought for a second (or two!) then I answered:</p>
<h3 style="padding-left: 60px;">Know your audience.</h3>
<p>Many years later, I still believe this is the most important lesson you can learn (and practice!) in communication &#8211; and of course, the related profession of public relations.</p>
<p>That&#8217;s why I&#8217;m happy to see <a href="http://www.pr-squared.com/index.php/2009/04/cant-hurry-love">posts such as this one</a> by Todd Defren about Shift&#8217;s PR process, which starts with a lot of listening.</p>
<p>Carrie Woodward from <a href="http://www.brainsonfire.com/">Brains on Fire</a> visited our class yesterday to talk about the Fiskateers community. It became apparent how much time and effort they put into getting to know their audience, and how they couldn&#8217;t have succeeded without extensive research and listening.</p>
<p>Yet, I see so many PR/marketing efforts that seem to be shots in the dark. Let&#8217;s just do this. Why? How? Oh, the details don&#8217;t matter. Let&#8217;s be on Facebook. Let&#8217;s be on Twitter.</p>
<p>I was trying to get the point across to my students, that you need to understand your audience, where they are, what they care about, what they talk about, and how&#8230; and I used this example:</p>
<p style="padding-left: 60px;"><em>Imagine you&#8217;re all sitting here in this classroom, waiting for PR class to start, but I walk in a random hall down the hallway and start lecturing there.</em></p>
<p>They laughed at the absurdity of the idea, yet how many companies do exactly that?</p>
<p>I hope my students will remember this lesson, and I hope they&#8217;ll be able to get it across to their bosses.</p>
<p>So there, that&#8217;s my most important lesson. What&#8217;s the most important thing you know about communication and PR?</p>
]]></content:encoded>
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		<slash:comments>1</slash:comments>
		</item>
		<item>
		<title>Dr. V breaks out of the ivory tower</title>
		<link>http://prconnections.net/dr-v-breaks-out-of-the-ivory-tower/</link>
		<comments>http://prconnections.net/dr-v-breaks-out-of-the-ivory-tower/#comments</comments>
		<pubDate>Thu, 04 Dec 2008 19:41:04 +0000</pubDate>
		<dc:creator>Mihaela</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[ivory tower]]></category>
		<category><![CDATA[media coverage]]></category>

		<guid isPermaLink="false">http://ci.cs.clemson.edu/mihaela/?p=177</guid>
		<description><![CDATA[It strikes me that I can write conference papers and journal articles &#8211; but they have no impact, because no one reads them. Even if people want to read them, they don&#8217;t have access, because most academic journals are protected behind walls, and the password costs hundreds, if not thousands, of $$$ a year. But [...]]]></description>
			<content:encoded><![CDATA[<p>It strikes me that I can write conference papers and journal articles &#8211; but they have no impact, because no one reads them. Even if people want to read them, they don&#8217;t have access, because most academic journals are protected behind walls, and the password costs hundreds, if not thousands, of $$$ a year.</p>
<p>But I wrote one <a href="http://sncr.org/wp-content/uploads/2008/10/roi-of-online-press-releases-whitepaper.pdf">white paper</a> (the first one, because I&#8217;ve been trained not to believe in self-publishing: &#8220;If it&#8217;s not double-blind reviewed, it doesn&#8217;t matter!&#8221;) and I&#8217;m amazed to see that all of a sudden I get media attention &#8211; and most surprisingly, that PR and marketing practitioners out there are actually interested in theory and research!!! (what rock have I been hiding under?!).</p>
<p>Here are a couple of media pieces based on interviews I&#8217;ve given:</p>
<ul>
<li>an <a href="http://www.btobonline.com/apps/pbcs.dll/article?AID=/20081124/FREE/811249980/1146/FREE">article in BtoB about online news releases</a></li>
<li>a <a href="http://www.webmasterradio.fm/Public-Relations/Cover-Story/Importance-of-Blogs-in-Public-Relations.htm">podcast interview</a> about social media and some of my recent research (importance of blogs in PR, social media &amp; culture, online news releases)</li>
</ul>
<p>The ROI of online news releases study got more media coverage, you can find a <a href="http://www.newinfluencer.com/coverage-of-the-sncr-research-into-online-press-releases/">list on Jiyan Wei&#8217;s blog</a>, but I&#8217;m not sure if he updates it&#8230;</p>
<p>Oh, and while I&#8217;m at it, <a href="http://www.amazon.com/Web-Site-Public-Relations-Relationships/dp/1604975288/ref=sr_1_1?ie=UTF8&amp;s=books&amp;qid=1228419502&amp;sr=8-1">I wrote a book, too</a>, I guess that should count here, though the price and academic writing style might keep it in the ivory tower&#8230; <img class="alignright" style="margin: 3px 5px;" src="http://farm4.static.flickr.com/3128/2808711007_eea02c5ca5_m.jpg" alt="MV_book2.jpg" width="240" height="180" /></p>
<p>I&#8217;m thrilled to at least open a window of the ivory tower, which I find so suffocating!</p>
]]></content:encoded>
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