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	<title type="text">intel3.0</title>
	<subtitle type="text">evolving research for new media</subtitle>

	<updated>2009-04-01T18:38:33Z</updated>
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		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Social Media, Local Governance, Public Involvement]]></title>
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		<id>http://innovationinsight.com/blog/?p=140</id>
		<updated>2009-04-01T18:38:33Z</updated>
		<published>2009-04-01T18:38:33Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="advocacy" /><category scheme="http://innovationinsight.com/blog" term="city" /><category scheme="http://innovationinsight.com/blog" term="communications" /><category scheme="http://innovationinsight.com/blog" term="council" /><category scheme="http://innovationinsight.com/blog" term="county" /><category scheme="http://innovationinsight.com/blog" term="government" /><category scheme="http://innovationinsight.com/blog" term="involvement" /><category scheme="http://innovationinsight.com/blog" term="media" /><category scheme="http://innovationinsight.com/blog" term="mobile" /><category scheme="http://innovationinsight.com/blog" term="network" /><category scheme="http://innovationinsight.com/blog" term="policy" /><category scheme="http://innovationinsight.com/blog" term="public" /><category scheme="http://innovationinsight.com/blog" term="social" /><category scheme="http://innovationinsight.com/blog" term="social media" /><category scheme="http://innovationinsight.com/blog" term="social network" /><category scheme="http://innovationinsight.com/blog" term="state" />		<summary type="html"><![CDATA[With the help of Google and some friends on Twitter, I&#8217;v put together a few examples and strategies for using social media tools to increase public involvement in local government and public policy.  Additional suggestions and examples are always welcome.

Crowdsourcing to increase public involvement, investment, and solicit actionable ideas: http://tinyurl.com/c23bne
Leveraging a mobile / SMS [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/social-media-local-governance-public-involvement/">&lt;p&gt;With the help of Google and some friends on Twitter, I&amp;#8217;v put together a few examples and strategies for using social media tools to increase public involvement in local government and public policy.  Additional suggestions and examples are always welcome.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Crowdsourcing to increase public involvement, investment, and solicit actionable ideas: &lt;a href="http://tinyurl.com/c23bne"&gt;http://tinyurl.com/c23bne&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Leveraging a mobile / SMS network as a mobile newsletter, for polling, or petitions: &lt;a href="http://publicsphere.worldbank.org/m-government-promise-participation"&gt;http://publicsphere.worldbank.org/m-government-promise-participation&lt;/a&gt;&lt;br /&gt;
&lt;a href="http://wiki.mobiles.tacticaltech.org/index.php/Enabling_participation"&gt;http://wiki.mobiles.tacticaltech.org/index.php/Enabling_participation&lt;/a&gt;&lt;br /&gt;
&lt;a href="http://www.ejeg.com/volume-4/vol4-iss2/griffin_et_al.pdf "&gt;http://&lt;cite&gt;www.ejeg.com/volume-4/vol4-iss2/griffin_et_al.pdf &lt;/cite&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;A &amp;#8220;plain talk&amp;#8221; community dissemination and commentary portal: &lt;a href="http://bigcitytalk.org.uk/"&gt;http://bigcitytalk.org.uk/&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;And, here are a few other links on the subject of public involvement:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;The &lt;a href="http://barcamp.org/Government20Camp"&gt;Government 2.0 BarCamp&lt;/a&gt; (sorry, the last meeting was March 29, but you can find all the sessions &lt;a href="http://www.government20club.org/category/government-20-camp-1/"&gt;here&lt;/a&gt;)&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.socialmediaclub.org/2009/02/22/government-20-february-2009-smc-sfsv-meeting/"&gt;Government 2.0: the February 2009 Social Media Club SFSV Meeting&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Simon Wakeman&amp;#8217;s &lt;a href="http://www.simonwakeman.com/2009/04/01/social-media-and-local-government-presentation/"&gt;&amp;#8220;social media and local government&amp;#8221; presenation&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.futuregovconsultancy.com"&gt;The FutureGov collaborative consultancy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Building event attendance: &lt;a href="http://www.susanmernit.com/blog/2009/03/case-study-using-social-media.html"&gt;http://www.susanmernit.com/blog/2009/03/case-study-using-social-media.html&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Using consultants to develop custom public involvement portals: &lt;a href="http://www.newcommreview.com/?tag=social-media-case-studies"&gt;http://www.newcommreview.com/?tag=social-media-case-studies&lt;/a&gt; (see: Nanos Research)&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;I found many other examples in this space, but they tended to overlap with &amp;#8220;good social media strategy&amp;#8221; in general for businesses and organizations.  Many thanks to the following twindividuals for their suggestions and links: &lt;a href="http://twitter.com/RevzNexus"&gt;RevzNexus&lt;/a&gt;, &lt;a href="http://twitter.com/badgergravling"&gt;badgergravling&lt;/a&gt;, &lt;a href="http://twitter.com/kristiewells"&gt;kristiewells&lt;/a&gt;, &lt;a href="http://twitter.com/Polledemaagt"&gt;Polledemaagt&lt;/a&gt;, &lt;a href="http://twitter.com/simonwakeman"&gt;simonwakeman&lt;/a&gt;, and &lt;a href="http://twitter.com/jennifered"&gt;jennifered&lt;/a&gt;.  I&amp;#8217;m still collecting some examples, and if I get some good ones I&amp;#8217;ll update this post.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/OUce3Y05knk" height="1" width="1"/&gt;</content>
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		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Top Magazines and Social Media]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/UZ3A7rsOYtA/" />
		<id>http://innovationinsight.com/blog/?p=134</id>
		<updated>2009-03-23T19:15:22Z</updated>
		<published>2009-03-23T19:15:22Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="blog" /><category scheme="http://innovationinsight.com/blog" term="facebook" /><category scheme="http://innovationinsight.com/blog" term="iphone" /><category scheme="http://innovationinsight.com/blog" term="magazine" /><category scheme="http://innovationinsight.com/blog" term="magazines" /><category scheme="http://innovationinsight.com/blog" term="mobile" /><category scheme="http://innovationinsight.com/blog" term="myspace" /><category scheme="http://innovationinsight.com/blog" term="podcast" /><category scheme="http://innovationinsight.com/blog" term="rank" /><category scheme="http://innovationinsight.com/blog" term="social media" /><category scheme="http://innovationinsight.com/blog" term="social network" /><category scheme="http://innovationinsight.com/blog" term="twitter" /><category scheme="http://innovationinsight.com/blog" term="video" />		<summary type="html"><![CDATA[This is only a quickly compiled list, but here is a table of some of the major social media tools being used by the top US magazines as listed by their 2006 circulation:



2006 Rank
Magazine
Main Page Feed
Message Boards
Twitter
Facebook
Myspqce
Blogs
Online Community
Other Notes


1
AARP

√




√
Photo sharing, journals, video podcast


2
Reader&#8217;s Digest
√

√ (1700 followers)
√ (1500 fans)

Several Channels
√ Via Gather.com
Central site links and portal [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/top-magazines-and-social-media/">&lt;p&gt;This is only a quickly compiled list, but here is a table of some of the major social media tools being used by the top US magazines as listed by their &lt;a href="http://nyjobsource.com/magazines.html"&gt;2006 circulation&lt;/a&gt;:&lt;/p&gt;
&lt;table border="1" align="center"&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;2006 Rank&lt;/td&gt;
&lt;td&gt;Magazine&lt;/td&gt;
&lt;td&gt;Main Page Feed&lt;/td&gt;
&lt;td&gt;Message Boards&lt;/td&gt;
&lt;td&gt;Twitter&lt;/td&gt;
&lt;td&gt;Facebook&lt;/td&gt;
&lt;td&gt;Myspqce&lt;/td&gt;
&lt;td&gt;Blogs&lt;/td&gt;
&lt;td&gt;Online Community&lt;/td&gt;
&lt;td&gt;Other Notes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;AARP&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;Photo sharing, journals, video podcast&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;Reader&amp;#8217;s Digest&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (1700 followers)&lt;/td&gt;
&lt;td&gt;√ (1500 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Several Channels&lt;/td&gt;
&lt;td&gt;√ Via Gather.com&lt;/td&gt;
&lt;td&gt;Central site links and portal for all social network links. &amp;#8220;Out Loud&amp;#8221; podcast series.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;Better Homes &amp;amp; Gardens&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;√ &amp;#8220;Home and family&amp;#8221; network&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;National Geographic&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (192,000 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Photo feeds, &amp;#8220;Herods Lost Tomb&amp;#8221; iPhone app, video podcasts of TV series&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;Good Housekeeping&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (300 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mobile content, video channel&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;td&gt;Ladies Home Journal&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (278 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;Video channel, photo sharing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;td&gt;Time&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (&amp;lt;1000 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Podcasts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;Woman&amp;#8217;s Day&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (258 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;Video channel,podcast,  mobile content&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;9&lt;/td&gt;
&lt;td&gt;Family Circle&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (&amp;lt;800 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;Calendar, parents.tv video channel&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10&lt;/td&gt;
&lt;td&gt;People&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (1000 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mobile content, video channel&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;12&lt;/td&gt;
&lt;td&gt;Prevention&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Podcasts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;14&lt;/td&gt;
&lt;td&gt;Sports Illustrated&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (1760 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Video channel, mobile content, &amp;#8220;2009 Bracket Challenge&amp;#8221; on facebook&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;15&lt;/td&gt;
&lt;td&gt;Newsweek&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (9300 followers)&lt;/td&gt;
&lt;td&gt;√ (1800 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&amp;#8220;On Air&amp;#8221; podcast, video podcast channels&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;16&lt;/td&gt;
&lt;td&gt;Playboy&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (4800 followers)&lt;/td&gt;
&lt;td&gt;√ (1M+ fans)&lt;/td&gt;
&lt;td&gt;√ (4600 followers)&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mobile content; central link and portal for all social network links; podcasts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;17&lt;/td&gt;
&lt;td&gt;Cosmopolitan&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√ (287,000 fans)&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;√&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;Mobile content, podcasts&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;I also looked at about a dozen other magazines - and pretty much every magazine has a Facebook presence (some intentional, some fan-created) and online content in a blog format (which implies categories, feeds, comments, and commentor accounts).  However, it&amp;#8217;s obvious that there&amp;#8217;s a wide disparity in the level of community and penetration experienced by each magazine in the various social networking sites.&lt;/p&gt;
&lt;p&gt;As I said, this was just a quick compile - so corrections and additions are welcome.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/UZ3A7rsOYtA" height="1" width="1"/&gt;</content>
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		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Museums Using Social Media - A List of Lists]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/X9ZfOuTKMZo/" />
		<id>http://innovationinsight.com/blog/?p=123</id>
		<updated>2009-03-02T20:12:26Z</updated>
		<published>2009-03-02T17:49:34Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="blogs" /><category scheme="http://innovationinsight.com/blog" term="facebook" /><category scheme="http://innovationinsight.com/blog" term="flickr" /><category scheme="http://innovationinsight.com/blog" term="list" /><category scheme="http://innovationinsight.com/blog" term="lists" /><category scheme="http://innovationinsight.com/blog" term="museum" /><category scheme="http://innovationinsight.com/blog" term="museums" /><category scheme="http://innovationinsight.com/blog" term="myspace" /><category scheme="http://innovationinsight.com/blog" term="nonprofit" /><category scheme="http://innovationinsight.com/blog" term="social media" /><category scheme="http://innovationinsight.com/blog" term="social networks" />		<summary type="html"><![CDATA[Here&#8217;s a quick collection of lists of museums active in the social media space.
Museums on Twitter (click here to download the full spreadsheet):



Museums on Twitter
name
followers 


brooklynmuseum
brooklynmuseum
12679


thewomensmuseum
The Women&#8217;s Museum
1451


sciencemuseum
Science Museum
1373


exploratorium
The Exploratorium
1233


gr_art_museum
GR_Art_Museum
794


knoxart
Knoxville Museum Art
728


woodenboat
Spaulding Center
664


mattressfactory
Jeffrey @ the MF
638


eastmanhouse
EastmanHouse
596


atamnh
AMNH
566


grmuseum
Grand Rapids Museum
560


24_hour_museum
24 Hour Museum
524


thefranklin
thefranklin
514


henryartgallery
Henry Art Gallery
507


rubinmuseum
Rubin Museum of Art
497


cincycac
Contemporary Arts
469


americanart
americanart
416


huntermuseum
Hunter Museum
379


asuartmuseum
Diane Wallace
349


21stcenturyabe
21stCenturyAbe
306


asianartmuseum
Asian Art Museum
291


arc_appalachia
Arc of Appalachia
208


mfsm
MFSM
168


fortsmithcvb
FortSmith CVB
136


sciencemuseummn
sciencemuseummn
108


chemheritage
chemheritage
90


edventure
EdVenture
83


cyberville
Cyberville
59


artglassmuseum
Bergstrom-Mahler Msm
39



And, compiled [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/museums-using-social-media/">&lt;p&gt;Here&amp;#8217;s a quick collection of lists of museums active in the social media space.&lt;/p&gt;
&lt;p&gt;Museums on Twitter (&lt;a href="http://innovationinsight.com/blog/?attachment_id=124"&gt;click here&lt;/a&gt; to download the full spreadsheet):&lt;/p&gt;
&lt;table style="height: 584px;" border="1" width="306" align="center"&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Museums on Twitter&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;name&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;followers &lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;brooklynmuseum&lt;/td&gt;
&lt;td&gt;brooklynmuseum&lt;/td&gt;
&lt;td&gt;12679&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;thewomensmuseum&lt;/td&gt;
&lt;td&gt;The Women&amp;#8217;s Museum&lt;/td&gt;
&lt;td&gt;1451&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;sciencemuseum&lt;/td&gt;
&lt;td&gt;Science Museum&lt;/td&gt;
&lt;td&gt;1373&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;exploratorium&lt;/td&gt;
&lt;td&gt;The Exploratorium&lt;/td&gt;
&lt;td&gt;1233&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;gr_art_museum&lt;/td&gt;
&lt;td&gt;GR_Art_Museum&lt;/td&gt;
&lt;td&gt;794&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;knoxart&lt;/td&gt;
&lt;td&gt;Knoxville Museum Art&lt;/td&gt;
&lt;td&gt;728&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;woodenboat&lt;/td&gt;
&lt;td&gt;Spaulding Center&lt;/td&gt;
&lt;td&gt;664&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;mattressfactory&lt;/td&gt;
&lt;td&gt;Jeffrey @ the MF&lt;/td&gt;
&lt;td&gt;638&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;eastmanhouse&lt;/td&gt;
&lt;td&gt;EastmanHouse&lt;/td&gt;
&lt;td&gt;596&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;atamnh&lt;/td&gt;
&lt;td&gt;AMNH&lt;/td&gt;
&lt;td&gt;566&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;grmuseum&lt;/td&gt;
&lt;td&gt;Grand Rapids Museum&lt;/td&gt;
&lt;td&gt;560&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;24_hour_museum&lt;/td&gt;
&lt;td&gt;24 Hour Museum&lt;/td&gt;
&lt;td&gt;524&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;thefranklin&lt;/td&gt;
&lt;td&gt;thefranklin&lt;/td&gt;
&lt;td&gt;514&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;henryartgallery&lt;/td&gt;
&lt;td&gt;Henry Art Gallery&lt;/td&gt;
&lt;td&gt;507&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;rubinmuseum&lt;/td&gt;
&lt;td&gt;Rubin Museum of Art&lt;/td&gt;
&lt;td&gt;497&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;cincycac&lt;/td&gt;
&lt;td&gt;Contemporary Arts&lt;/td&gt;
&lt;td&gt;469&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;americanart&lt;/td&gt;
&lt;td&gt;americanart&lt;/td&gt;
&lt;td&gt;416&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;huntermuseum&lt;/td&gt;
&lt;td&gt;Hunter Museum&lt;/td&gt;
&lt;td&gt;379&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;asuartmuseum&lt;/td&gt;
&lt;td&gt;Diane Wallace&lt;/td&gt;
&lt;td&gt;349&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;21stcenturyabe&lt;/td&gt;
&lt;td&gt;21stCenturyAbe&lt;/td&gt;
&lt;td&gt;306&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;asianartmuseum&lt;/td&gt;
&lt;td&gt;Asian Art Museum&lt;/td&gt;
&lt;td&gt;291&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;arc_appalachia&lt;/td&gt;
&lt;td&gt;Arc of Appalachia&lt;/td&gt;
&lt;td&gt;208&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;mfsm&lt;/td&gt;
&lt;td&gt;MFSM&lt;/td&gt;
&lt;td&gt;168&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;fortsmithcvb&lt;/td&gt;
&lt;td&gt;FortSmith CVB&lt;/td&gt;
&lt;td&gt;136&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;sciencemuseummn&lt;/td&gt;
&lt;td&gt;sciencemuseummn&lt;/td&gt;
&lt;td&gt;108&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;chemheritage&lt;/td&gt;
&lt;td&gt;chemheritage&lt;/td&gt;
&lt;td&gt;90&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;edventure&lt;/td&gt;
&lt;td&gt;EdVenture&lt;/td&gt;
&lt;td&gt;83&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;cyberville&lt;/td&gt;
&lt;td&gt;Cyberville&lt;/td&gt;
&lt;td&gt;59&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;artglassmuseum&lt;/td&gt;
&lt;td&gt;Bergstrom-Mahler Msm&lt;/td&gt;
&lt;td&gt;39&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;And, compiled by other diligent reseazrchers on the web, we have:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;A list of museums using Flickr: &lt;a href="http://tinyurl.com/c36m9g"&gt;http://tinyurl.com/c36m9g&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;A list of the top ten Museums on MySpace: &lt;a href="http://museumpods.com/id391.html"&gt;http://museumpods.com/id391.html&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;A list of the top museums on Facebook: &lt;a href="http://www.musesphere.com/Facebook/index.htm"&gt;http://www.musesphere.com/Facebook/index.htm&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;A list of over 2,000 museum blogs listed by Technorati:&lt;a href="http://technorati.com/search/museum?language=n&amp;amp;media=blogs"&gt; http://technorati.com/search/museum?language=n&amp;amp;media=blogs&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;And finally, a couple of nice links discussing the &amp;#8220;whys&amp;#8221;, &amp;#8220;whats&amp;#8221; and other considerations for museums thinking about getting into the social media space:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Cosi.Org: &lt;a href="http://tinyurl.com/blvkfx"&gt;Museum Social Media Categories&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Museum 2.0: &lt;a href="http://tinyurl.com/d6ohsa"&gt;Does your museum need its own social network?&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Museum 3.0 (no relation): &lt;a href="http://tinyurl.com/av3nq5"&gt;Engaging with Social Media in Museums&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Beth&amp;#8217;s Blog: &lt;a href="http://tinyurl.com/be6d5h"&gt;What is a museum without YouTube?&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;&lt;br /&gt;
&lt;/strong&gt;&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/X9ZfOuTKMZo" height="1" width="1"/&gt;</content>
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	<feedburner:origLink>http://innovationinsight.com/blog/museums-using-social-media/</feedburner:origLink></entry>
		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[The Top Twitterers&#8217; Network]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/crh1R7a6nmY/" />
		<id>http://innovationinsight.com/blog/?p=109</id>
		<updated>2009-02-25T23:09:53Z</updated>
		<published>2009-02-25T23:09:53Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Network Analysis" /><category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="betweenness" /><category scheme="http://innovationinsight.com/blog" term="centrality" /><category scheme="http://innovationinsight.com/blog" term="closeness" /><category scheme="http://innovationinsight.com/blog" term="network" /><category scheme="http://innovationinsight.com/blog" term="social graph" /><category scheme="http://innovationinsight.com/blog" term="social network analysis" /><category scheme="http://innovationinsight.com/blog" term="twitter" />		<summary type="html"><![CDATA[I&#8217;ve been playing around with Twitter.com&#8217;s new social graph functions in their API, and for a quick experiment pulled the network formed by all twitterers with 30,000 or more followers (the &#8220;twitterati&#8221; elite).  When I get a chance to do some more in-depth network analysis, I&#8217;ll follow up to this post, but here&#8217;s a quick [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/the-top-twitterers-network/">&lt;p&gt;I&amp;#8217;ve been playing around with Twitter.com&amp;#8217;s new social graph functions in their API, and for a quick experiment pulled the network formed by all twitterers with 30,000 or more followers (the &amp;#8220;twitterati&amp;#8221; elite).  When I get a chance to do some more in-depth network analysis, I&amp;#8217;ll follow up to this post, but here&amp;#8217;s a quick look at the network.  I identified 45 nodes (twitterers) with 30K+ followers, and 458 edges (follower links) among them. The following graph (sociogram- link opens to full size image) shows their connections, with nodes colored relative to each node&amp;#8217;s betweenness centrality (directed).&lt;/p&gt;
&lt;p style="text-align: center;"&gt;&lt;a href="http://innovationinsight.com/blog/wp-content/uploads/2009/02/30k_betweenness_organic.gif"&gt;&lt;img class="aligncenter size-full wp-image-112" title="Top Twitterers' Network - Betweenness Centrality" src="http://innovationinsight.com/blog/wp-content/uploads/2009/02/30k_betweenness_organic.gif" alt="Top Twitterers' Network - Betweenness Centrality" width="473" height="358" /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;em&gt;Betweenness centrality&lt;/em&gt; usually connotates &lt;em&gt;control&lt;/em&gt; or influence over network resources - which, of course, would be &amp;#8220;tweets&amp;#8221; in our example.  Offhand, I&amp;#8217;d have to interpret this as the relative ability of a twitterer to decide whether or not to retweet (pass on) a juicy bit of news or information to the rest of the network.&lt;/p&gt;
&lt;p&gt;Of course, we should look at access too - the following graph colors and ranks each node by its relative &lt;em&gt;closeness centrality&lt;/em&gt; which usually indicates relative connectedness and access to network resources.  I&amp;#8217;d interpret this as showing who in the network is most likely to hear about a given bit of news tweeting its way throughout the network.&lt;/p&gt;
&lt;p style="text-align: center;"&gt;&lt;a href="http://innovationinsight.com/blog/wp-content/uploads/2009/02/30k_closeness_tiers1-1024x276.gif"&gt;&lt;img class="aligncenter size-large wp-image-113" title="Top Twitterers' Network - Closeness Centrality (Ranks)" src="http://innovationinsight.com/blog/wp-content/uploads/2009/02/30k_closeness_tiers1-1024x276.gif" alt="Top Twitterers' Network - Closeness Centrality (Ranks)" width="491" height="133" /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;For betweenness, our top twitterer was &lt;a href="http://twitter.com/stephenfry"&gt;&lt;strong&gt;stephenfry&lt;/strong&gt;&lt;/a&gt;, followed by &lt;strong&gt;&lt;a href="http://twitter.com/zappos"&gt;zappos&lt;/a&gt;.&lt;/strong&gt; For closeness, our leaders were &lt;a href="http://twitter.com/mchammer"&gt;&lt;strong&gt;mchammer&lt;/strong&gt;&lt;/a&gt; and again &lt;strong&gt;&lt;a href="http://twitter.com/zappos"&gt;zappos&lt;/a&gt;. &lt;/strong&gt;Overall, the same list of 8 or 10 twitters lead on both measures.&lt;/p&gt;
&lt;p&gt;Keep in mind that the network graphs above and measures I&amp;#8217;ve discussed &lt;em&gt;only include connections to other 30K+ twitterers&lt;/em&gt;; if we included the millions of followers&amp;#8217; links outside of this core group we wouldn&amp;#8217;t really be able to make much visual sense of it.  That&amp;#8217;s a bigger project that I may tackle some other time!&lt;/p&gt;
&lt;p&gt;Some other quick observations: it&amp;#8217;s a tight network with no natural clusters.  The nature of twitter is such that there really isn&amp;#8217;t much cost for following everyone else of note, so pretty much everybody in this core is a degree or two away from each other.&lt;/p&gt;
&lt;p&gt;These charts were generated using the wonderful, free &lt;a href="http://yworks.com/"&gt;yed&lt;/a&gt; graphing software.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/crh1R7a6nmY" height="1" width="1"/&gt;</content>
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	<feedburner:origLink>http://innovationinsight.com/blog/the-top-twitterers-network/</feedburner:origLink></entry>
		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Review: LimeSurvey Open Source Survey Software]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/IYQaznacwRs/" />
		<id>http://innovationinsight.com/blog/?p=103</id>
		<updated>2008-11-24T20:47:33Z</updated>
		<published>2008-11-24T20:44:53Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Traditional Research" /><category scheme="http://innovationinsight.com/blog" term="census" /><category scheme="http://innovationinsight.com/blog" term="database" /><category scheme="http://innovationinsight.com/blog" term="email" /><category scheme="http://innovationinsight.com/blog" term="free" /><category scheme="http://innovationinsight.com/blog" term="limesurvey" /><category scheme="http://innovationinsight.com/blog" term="online" /><category scheme="http://innovationinsight.com/blog" term="open source" /><category scheme="http://innovationinsight.com/blog" term="ranking" /><category scheme="http://innovationinsight.com/blog" term="rating" /><category scheme="http://innovationinsight.com/blog" term="research" /><category scheme="http://innovationinsight.com/blog" term="review" /><category scheme="http://innovationinsight.com/blog" term="reviews" /><category scheme="http://innovationinsight.com/blog" term="software" /><category scheme="http://innovationinsight.com/blog" term="survey" /><category scheme="http://innovationinsight.com/blog" term="surveyor" /><category scheme="http://innovationinsight.com/blog" term="web" />		<summary type="html"><![CDATA[Until recently, I&#8217;ve always hand-coded my online surveys, especially those requiring survey logic or special features (snowball sampling, name-generators, etc.).  Recently, I decided to try the LimeSurvey open source survey software (formerly phpsurveyor) as it looked like it had matured sufficiently to meet most of my needs. I am basing my review on LimeSurvey 1.80 [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/review-limesurvey-open-source-survey-software/">&lt;p&gt;Until recently, I&amp;#8217;ve always hand-coded my online surveys, especially those requiring survey logic or special features (snowball sampling, name-generators, etc.).  Recently, I decided to try the &lt;a href="http://www.limesurvey.org/"&gt;LimeSurvey&lt;/a&gt; open source survey software (formerly phpsurveyor) as it looked like it had matured sufficiently to meet most of my needs. I am basing my review on LimeSurvey 1.80 RC1 (November 2008), using PHP5 and MySql 4+ hosted on a shared imHosted.com web host account.&lt;/p&gt;
&lt;p&gt;I used LimeSurvey for two simultaneous surveys, sent to executives and professionals in two different high-tech industry sectors in Florida to support economic cluster analysis and industry development activities.  Collectively, about four hundred private sector participants responded to the survey using the LimeSurvey interface, accessing the survey via custom forwarded domain names I purchased just for the surveys. Now that the surveys have completed, here are my reactions:&lt;/p&gt;
&lt;p&gt;Strengths:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Skinnable, with a selection of decent out-of-the-box templates.&lt;/li&gt;
&lt;li&gt;Exportable, duplicatable survey structures that can definitely cut down labor required to set up repeat or similar surveys.&lt;/li&gt;
&lt;li&gt;Versatile dashboard for setting quotas, monitoring survey statuses, and exporting results into a variety of formats incluting native Excel spreadsheets.&lt;/li&gt;
&lt;li&gt;Powerful and intuitive &amp;#8220;survey logic&amp;#8221; controls for setting boolean survey conditions (&amp;#8221;&amp;#8230;if respondent answers this, then show this question&amp;#8221;).&lt;/li&gt;
&lt;li&gt;Versatile survey flow options (question grouping, and display of questions by groups, singly, or in combination).&lt;/li&gt;
&lt;li&gt;Customizable question structures, and an online library of user-contributed question types.&lt;/li&gt;
&lt;li&gt;Save and auto-resume features readily available for users who choose not to complete the survey in one sitting.&lt;/li&gt;
&lt;li&gt;Supports custom &amp;#8220;success / thank you&amp;#8221; landing pages.&lt;/li&gt;
&lt;li&gt;Automatically generated PDF and &amp;#8220;printable&amp;#8221; survey versions.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Weaknesses:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Limited documentation forces you to teach yourself the interface largely through clicking every dashboard icon to see what it does (at least, that is how I ended up teaching myself).&lt;/li&gt;
&lt;li&gt;The &amp;#8220;auto save&amp;#8221; feature breaks on many corporate computer systems, I presume in networks that control browser cookies, sessions, and private data.  I had many users step away from a partially completed survey, who upon return were asked to provide a login and password - which could not be generated by the survey administrator, and appears to only be generated by respondents who explicitly &amp;#8220;save&amp;#8221; their partial surveys.&lt;/li&gt;
&lt;li&gt;The question structure customization process is very non-intuitive and not well documented.  I never was able to figure out how to program a two-dimensional &lt;em&gt;&lt;strong&gt;x&lt;/strong&gt;&lt;/em&gt; by &lt;strong&gt;&lt;em&gt;y&lt;/em&gt;&lt;/strong&gt; table of numerical text inputs (I had to be satisfied with breaking it into &lt;em&gt;&lt;strong&gt;x&lt;/strong&gt;&lt;/em&gt; separate questions with &lt;em&gt;&lt;strong&gt;y &lt;/strong&gt;&lt;/em&gt;rows each).&lt;/li&gt;
&lt;li&gt;LimeSurvey happily recorded completely empty survey results (although it does designate such responses as &amp;#8220;incomplete&amp;#8221;).  It would be useful to be able to designate at which point the survey is considered &amp;#8220;complete&amp;#8221;, or to auto-discard completely empty responses.&lt;/li&gt;
&lt;li&gt;There really aren&amp;#8217;t any features for identifying or preventing duplicate responses.&lt;/li&gt;
&lt;li&gt;The automatically generated &amp;#8220;printable&amp;#8221; and PDF versions don&amp;#8217;t resemble each other or the online survey at all, and are not formattable (at least, not through the dashboard, or via CSS that I was aware).  The layout of the PDF version in particular appeared very amateurish (it looked better to create a PDF of the &amp;#8220;printable&amp;#8221; version).&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Of LimeSurvey&amp;#8217;s weaknesses, the missing &amp;#8220;login/password&amp;#8221; problems were the most problematic, and likely to result in incomplete surveys and frustrated survey participants.  It was encountered by at least six or seven of my survey respondents (at least, those that took the time to contact me as survey administrator); I don&amp;#8217;t know how many more of the incompletes suffered the same problems.   It&amp;#8217;s unacceptable to require a survey participant to &amp;#8217;start over&amp;#8217; a long or detailed survey, without a &amp;#8220;lost password&amp;#8221; or other interface to help them resume where they left off.  Next time I use it, I &lt;strong&gt;am&lt;/strong&gt; going to take some very explicit precautions to improve the experience of my survey respondents.&lt;/p&gt;
&lt;p&gt;Overall, I found LimeSurvey to be a solid and valuable survey tool, and one I intend to utilize again.  It more than met my requirements, and had a lot of advantages over my old methods for most straight-forward survey needs.  It has a few significant flaws, but it is open-source and I&amp;#8217;ll bet that they&amp;#8217;ll be addressed before too long - perhaps by version 2.0, which is already under development.   I&amp;#8217;d strongly recommend the software to anyone with at least a fundamental level of server-side scripting knowledge (installing server-level scripts and databases). Give it a shot!&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/IYQaznacwRs" height="1" width="1"/&gt;</content>
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		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Estimating Company Revenues]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/icFm8fqjW0I/" />
		<id>http://innovationinsight.com/blog/?p=100</id>
		<updated>2008-11-07T22:29:24Z</updated>
		<published>2008-11-07T22:29:24Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Traditional Research" /><category scheme="http://innovationinsight.com/blog" term="analysis" /><category scheme="http://innovationinsight.com/blog" term="company" /><category scheme="http://innovationinsight.com/blog" term="corporate" /><category scheme="http://innovationinsight.com/blog" term="employees" /><category scheme="http://innovationinsight.com/blog" term="employment" /><category scheme="http://innovationinsight.com/blog" term="estimation" /><category scheme="http://innovationinsight.com/blog" term="florida" /><category scheme="http://innovationinsight.com/blog" term="industry" /><category scheme="http://innovationinsight.com/blog" term="NAICS" /><category scheme="http://innovationinsight.com/blog" term="productivity" /><category scheme="http://innovationinsight.com/blog" term="profitability" /><category scheme="http://innovationinsight.com/blog" term="research" /><category scheme="http://innovationinsight.com/blog" term="revenue" />		<summary type="html"><![CDATA[When I was doing industry research for academia (ten years ago), we would often utilize a quick rule-of-thumb for estimating the annual revenues for a company (which, unless they were traded on public exchanges, were rarely available) based upon the number of employees they had.  The rule of thumb was that for every employee, the [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/estimating-company-revenues/">&lt;p&gt;When I was doing industry research for academia (ten years ago), we would often utilize a quick rule-of-thumb for estimating the annual revenues for a company (which, unless they were traded on public exchanges, were rarely available) based upon the number of employees they had.  The rule of thumb was that for every employee, the company was expected to make about $150,000 in revenue if they had about average profitability.  While this was of course a gross estimation, it was always useful for providing a quick order-of-magnitude guess &amp;#8230; and was pretty close to the actual revenue more often than you would expect.&lt;/p&gt;
&lt;p&gt;Estimates like this are a very simple form of &amp;#8220;productivity&amp;#8221; or &amp;#8220;profitability&amp;#8221; measurement, and are often more valuable for understanding growth and health in an industry than outright employment levels (revenues may actually increase while employment drops, if the industry is investing in capital or other labor-saving strategies).&lt;/p&gt;
&lt;p&gt;I thought I&amp;#8217;d update that rule-of-thumb for inflation, and see if it could be made more accurate for Florida and for specific industries.  With the help of the Florida Agency for Workforce Innovation and the US Census department, I found that number is still pretty accurate overall but varies considerably depending on the specific industry:&lt;/p&gt;
&lt;p&gt;Average revenue (receipts) per employee, all nonfarm industries: &lt;strong&gt;$155,855&lt;/strong&gt;&lt;br /&gt;
Average revenue (receipts) per employee, by NAICS Industry category:&lt;/p&gt;
&lt;table border="0"&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;th&gt;NAICS&lt;/th&gt;
&lt;th&gt;NAICS Industry Title&lt;/th&gt;
&lt;th&gt;Average Revenue Per Employee&lt;/th&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;211&lt;/td&gt;
&lt;td&gt;Oil and gas extraction&lt;/td&gt;
&lt;td&gt;$653,026&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;212&lt;/td&gt;
&lt;td&gt;Mining except oil and gas&lt;/td&gt;
&lt;td&gt;$259,278&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;213&lt;/td&gt;
&lt;td&gt;Support activities for mining&lt;/td&gt;
&lt;td&gt;$91,256&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;236&lt;/td&gt;
&lt;td&gt;Construction of buildings&lt;/td&gt;
&lt;td&gt;$402,222&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;237&lt;/td&gt;
&lt;td&gt;Heavy and civil engineering construction&lt;/td&gt;
&lt;td&gt;$219,837&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;238&lt;/td&gt;
&lt;td&gt;Specialty trade contractors&lt;/td&gt;
&lt;td&gt;$102,937&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;312&lt;/td&gt;
&lt;td&gt;Beverage &amp;amp; tobacco product mfg&lt;/td&gt;
&lt;td&gt;$488,544&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;313&lt;/td&gt;
&lt;td&gt;Textile mills&lt;/td&gt;
&lt;td&gt;$151,282&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;314&lt;/td&gt;
&lt;td&gt;Textile product mills&lt;/td&gt;
&lt;td&gt;$101,500&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;316&lt;/td&gt;
&lt;td&gt;Leather &amp;amp; allied product mfg&lt;/td&gt;
&lt;td&gt;$90,020&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;322&lt;/td&gt;
&lt;td&gt;Paper mfg&lt;/td&gt;
&lt;td&gt;$338,855&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;323&lt;/td&gt;
&lt;td&gt;Printing &amp;amp; related support activities&lt;/td&gt;
&lt;td&gt;$118,034&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;324&lt;/td&gt;
&lt;td&gt;Petroleum &amp;amp; coal products mfg&lt;/td&gt;
&lt;td&gt;$389,390&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;326&lt;/td&gt;
&lt;td&gt;Plastics &amp;amp; rubber products mfg&lt;/td&gt;
&lt;td&gt;$160,830&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;331&lt;/td&gt;
&lt;td&gt;Primary metal mfg&lt;/td&gt;
&lt;td&gt;$280,552&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;334&lt;/td&gt;
&lt;td&gt;Computer &amp;amp; electronic product mfg&lt;/td&gt;
&lt;td&gt;$234,192&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;337&lt;/td&gt;
&lt;td&gt;Furniture &amp;amp; related product mfg&lt;/td&gt;
&lt;td&gt;$113,561&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;423&lt;/td&gt;
&lt;td&gt;Durable goods merchant wholesalers&lt;/td&gt;
&lt;td&gt;$634,292&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;424&lt;/td&gt;
&lt;td&gt;Nondurable goods merchant wholesalers&lt;/td&gt;
&lt;td&gt;$710,063&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;425&lt;/td&gt;
&lt;td&gt;Wholesale electronic markets and agents and brokers&lt;/td&gt;
&lt;td&gt;$1,943,250&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;441&lt;/td&gt;
&lt;td&gt;Motor vehicle &amp;amp; parts dealers&lt;/td&gt;
&lt;td&gt;$477,929&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;442&lt;/td&gt;
&lt;td&gt;Furniture &amp;amp; home furnishings stores&lt;/td&gt;
&lt;td&gt;$197,921&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;443&lt;/td&gt;
&lt;td&gt;Electronics &amp;amp; appliance stores&lt;/td&gt;
&lt;td&gt;$231,990&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;444&lt;/td&gt;
&lt;td&gt;Building material &amp;amp; garden equipment &amp;amp; supplies dealers&lt;/td&gt;
&lt;td&gt;$210,899&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;445&lt;/td&gt;
&lt;td&gt;Food &amp;amp; beverage stores&lt;/td&gt;
&lt;td&gt;$140,304&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;446&lt;/td&gt;
&lt;td&gt;Health &amp;amp; personal care stores&lt;/td&gt;
&lt;td&gt;$162,314&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;447&lt;/td&gt;
&lt;td&gt;Gasoline stations&lt;/td&gt;
&lt;td&gt;$301,395&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;448&lt;/td&gt;
&lt;td&gt;Clothing &amp;amp; clothing accessories stores&lt;/td&gt;
&lt;td&gt;$124,033&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;451&lt;/td&gt;
&lt;td&gt;Sporting goods hobby book &amp;amp; music stores&lt;/td&gt;
&lt;td&gt;$127,705&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;452&lt;/td&gt;
&lt;td&gt;General merchandise stores&lt;/td&gt;
&lt;td&gt;$180,443&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;453&lt;/td&gt;
&lt;td&gt;Miscellaneous store retailers&lt;/td&gt;
&lt;td&gt;$119,799&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;454&lt;/td&gt;
&lt;td&gt;Nonstore retailers&lt;/td&gt;
&lt;td&gt;$327,096&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;481&lt;/td&gt;
&lt;td&gt;Air transportation&lt;/td&gt;
&lt;td&gt;$244,773&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;483&lt;/td&gt;
&lt;td&gt;Water transportation&lt;/td&gt;
&lt;td&gt;$721,237&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;484&lt;/td&gt;
&lt;td&gt;Truck transportation&lt;/td&gt;
&lt;td&gt;$116,283&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;485&lt;/td&gt;
&lt;td&gt;Transit &amp;amp; ground passenger transportation&lt;/td&gt;
&lt;td&gt;$70,070&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;486&lt;/td&gt;
&lt;td&gt;Pipeline transportation&lt;/td&gt;
&lt;td&gt;$476,142&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;487&lt;/td&gt;
&lt;td&gt;Scenic &amp;amp; sightseeing transportation&lt;/td&gt;
&lt;td&gt;$66,803&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;488&lt;/td&gt;
&lt;td&gt;Support activities for transportation&lt;/td&gt;
&lt;td&gt;$111,086&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;492&lt;/td&gt;
&lt;td&gt;Couriers &amp;amp; messengers&lt;/td&gt;
&lt;td&gt;$106,488&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;493&lt;/td&gt;
&lt;td&gt;Warehousing &amp;amp; storage&lt;/td&gt;
&lt;td&gt;$26,172&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;511&lt;/td&gt;
&lt;td&gt;Publishing industries (except Internet)&lt;/td&gt;
&lt;td&gt;$164,228&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;515&lt;/td&gt;
&lt;td&gt;Broadcasting (except Internet)&lt;/td&gt;
&lt;td&gt;$221,386&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;516&lt;/td&gt;
&lt;td&gt;Internet publishing &amp;amp; broadcasting&lt;/td&gt;
&lt;td&gt;$157,703&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;518&lt;/td&gt;
&lt;td&gt;Internet service providers web search portals &amp;amp; data processing&lt;/td&gt;
&lt;td&gt;$145,751&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;519&lt;/td&gt;
&lt;td&gt;Other information services&lt;/td&gt;
&lt;td&gt;$78,610&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;521&lt;/td&gt;
&lt;td&gt;Monetary authorities - central bank&lt;/td&gt;
&lt;td&gt;$810,118&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;523&lt;/td&gt;
&lt;td&gt;Securities intermediation &amp;amp; related activities&lt;/td&gt;
&lt;td&gt;$261,880&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;525&lt;/td&gt;
&lt;td&gt;Funds trusts &amp;amp; other financial vehicles (part)&lt;/td&gt;
&lt;td&gt;$757,219&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;531&lt;/td&gt;
&lt;td&gt;Real estate&lt;/td&gt;
&lt;td&gt;$167,220&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;532&lt;/td&gt;
&lt;td&gt;Rental &amp;amp; leasing services&lt;/td&gt;
&lt;td&gt;$166,177&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;533&lt;/td&gt;
&lt;td&gt;Lessors of nonfinancial intangible assets (exc copyrighted works)&lt;/td&gt;
&lt;td&gt;$183,898&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;541&lt;/td&gt;
&lt;td&gt;Professional scientific &amp;amp; technical services&lt;/td&gt;
&lt;td&gt;$112,145&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;551&lt;/td&gt;
&lt;td&gt;Management of companies &amp;amp; enterprises&lt;/td&gt;
&lt;td&gt;$22,063&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;561&lt;/td&gt;
&lt;td&gt;Administrative &amp;amp; support services&lt;/td&gt;
&lt;td&gt;$38,344&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;562&lt;/td&gt;
&lt;td&gt;Waste management &amp;amp; remediation services&lt;/td&gt;
&lt;td&gt;$161,856&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;611&lt;/td&gt;
&lt;td&gt;Educational services&lt;/td&gt;
&lt;td&gt;$81,089&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;621&lt;/td&gt;
&lt;td&gt;Ambulatory health care services&lt;/td&gt;
&lt;td&gt;$107,759&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;622&lt;/td&gt;
&lt;td&gt;Hospitals&lt;/td&gt;
&lt;td&gt;$103,109&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;623&lt;/td&gt;
&lt;td&gt;Nursing &amp;amp; residential care facilities&lt;/td&gt;
&lt;td&gt;$48,241&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;624&lt;/td&gt;
&lt;td&gt;Social assistance&lt;/td&gt;
&lt;td&gt;$43,500&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;711&lt;/td&gt;
&lt;td&gt;Performing arts spectator sports &amp;amp; related industries&lt;/td&gt;
&lt;td&gt;$115,735&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;712&lt;/td&gt;
&lt;td&gt;Museums historical sites &amp;amp; similar institutions&lt;/td&gt;
&lt;td&gt;$63,263&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;713&lt;/td&gt;
&lt;td&gt;Amusement gambling &amp;amp; recreation industries&lt;/td&gt;
&lt;td&gt;$68,149&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;721&lt;/td&gt;
&lt;td&gt;Accommodation&lt;/td&gt;
&lt;td&gt;$69,209&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;722&lt;/td&gt;
&lt;td&gt;Food services &amp;amp; drinking places&lt;/td&gt;
&lt;td&gt;$40,557&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;811&lt;/td&gt;
&lt;td&gt;Repair &amp;amp; maintenance&lt;/td&gt;
&lt;td&gt;$87,924&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;812&lt;/td&gt;
&lt;td&gt;Personal &amp;amp; laundry services&lt;/td&gt;
&lt;td&gt;$52,599&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;813&lt;/td&gt;
&lt;td&gt;Religious/grantmaking/civic/professional &amp;amp; similar org&lt;/td&gt;
&lt;td&gt;$115,972&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;Results were based upon the 2002 US Economic census for the state of Florida, and adjusted for inflation to 2007 USD.  Special thanks to Becky Rust and Pamela Schenker at the Florida Agency for Workforce Innovation, they do more work than they&amp;#8217;re appreciated for.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/icFm8fqjW0I" height="1" width="1"/&gt;</content>
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		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Getting a Grip on Twitter Influence]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/ghRNHsL-LkY/" />
		<id>http://innovationinsight.com/blog/?p=96</id>
		<updated>2008-10-27T19:25:39Z</updated>
		<published>2008-10-27T19:25:39Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Network Analysis" /><category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="a-list" /><category scheme="http://innovationinsight.com/blog" term="analytic" /><category scheme="http://innovationinsight.com/blog" term="analytics" /><category scheme="http://innovationinsight.com/blog" term="audience" /><category scheme="http://innovationinsight.com/blog" term="centrality" /><category scheme="http://innovationinsight.com/blog" term="centralization" /><category scheme="http://innovationinsight.com/blog" term="follower" /><category scheme="http://innovationinsight.com/blog" term="followers" /><category scheme="http://innovationinsight.com/blog" term="high-profile" /><category scheme="http://innovationinsight.com/blog" term="influence" /><category scheme="http://innovationinsight.com/blog" term="list" /><category scheme="http://innovationinsight.com/blog" term="measurement" /><category scheme="http://innovationinsight.com/blog" term="metric" /><category scheme="http://innovationinsight.com/blog" term="momentum" /><category scheme="http://innovationinsight.com/blog" term="network" /><category scheme="http://innovationinsight.com/blog" term="network analysis" /><category scheme="http://innovationinsight.com/blog" term="reach" /><category scheme="http://innovationinsight.com/blog" term="social capital" /><category scheme="http://innovationinsight.com/blog" term="social network" /><category scheme="http://innovationinsight.com/blog" term="top 50" /><category scheme="http://innovationinsight.com/blog" term="twinfluence" /><category scheme="http://innovationinsight.com/blog" term="twitter" /><category scheme="http://innovationinsight.com/blog" term="velocity" />		<summary type="html"><![CDATA[A few weeks ago, I spent a long day throwing together a new Twitter application, &#8220;twinfluence.com&#8220;.  In about 8-10 hours coding PHP and MySQL with the Twitter API, I launched the site in time to present it at a BarCamp.  The primary idea behind it was that simply counting followers was an insufficient way to [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/getting-a-grip-on-twitter-influence/">&lt;p&gt;A few weeks ago, I spent a long day throwing together a new Twitter application, &amp;#8220;&lt;a href="http://twinfluence.com"&gt;twinfluence.com&lt;/a&gt;&amp;#8220;.  In about 8-10 hours coding PHP and MySQL with the Twitter API, I launched the site in time to present it at a BarCamp.  The primary idea behind it was that simply counting followers was an insufficient way to measure influence via Twitter.&lt;/p&gt;
&lt;p&gt;Counting followers treats all followers as equal, and assumes that any tweet message ends with one&amp;#8217;s followers - which we all intuit as wrong.  Ideally, we would methodically map out the entire network of Twitter and calculate some rigorous social network analysis metrics like clustering, betweenness, equivalence, etc. to really understand the structure of the Twitterverse and the role any particular Twitterer plays in it.  Sadly, the limitations of internet communication and the Twitter API make that completely impossible for a &amp;#8220;real time&amp;#8221; twitter analyzer like twinfluence.  I was forced to limit twinfluence&amp;#8217;s real-time &amp;#8220;crawling&amp;#8221; and indexing to the second-order network - followers of followers (and still have to cache those with 30,000+ followers for offline crawling and analyzing).  Again, it&amp;#8217;s an arbitrary cutoff (&lt;a href="http://socialmediablend.com/2008/09/24/social-media-reach-sphere-of-influence/"&gt;Josh Carrico&amp;#8217;s blog&lt;/a&gt; discusses this nicely, and of course retweeted messages can travel further than that), but extending the horizon to the second order network has helped change the discussion of influence to include &lt;strong&gt;whom&lt;/strong&gt; one&amp;#8217;s followers are, and how much audience each brings to the party.&lt;/p&gt;
&lt;p&gt;To quote the intro on twinfluence.com&amp;#8217;s &amp;#8220;&lt;a href="http://twinfluence.com/about.php"&gt;about&lt;/a&gt;&amp;#8221; page:&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;Imagine Twitterer1, who has 10,000 followers - most of which are bots and inactives with no followers of their own. Now imagine Twitterer2, who only has 10 followers - but each of them has 5,000 followers. Who has the most real &amp;#8220;influence?&amp;#8221; Twitterer2, of course.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;I also wanted to make certain that the metrics were all transparent and well-defined, and some global trend statistics were collected so everyone could get a better idea of what should be the &amp;#8220;baseline&amp;#8221; expectation as one&amp;#8217;s twitter network grows.  &lt;a href="http://twitter.com/grader"&gt;Twitter Grader&lt;/a&gt; (probably the most comparable Twitter tool out there) is an impressive app, but it doesn&amp;#8217;t live up to my expectations on those counts.&lt;/p&gt;
&lt;p&gt;Twinfluence ranks on &lt;a href="http://twitter.com/about.php#reach"&gt;&lt;strong&gt;Reach&lt;/strong&gt;&lt;/a&gt; (second-order followers), &lt;a href="http://twitter.com/about.php#velocity"&gt;&lt;strong&gt;Velocity&lt;/strong&gt;&lt;/a&gt; (how quickly reach is built), &lt;a href="http://twitter.com/about.php#socialcapital"&gt;&lt;strong&gt;Social Capital&lt;/strong&gt;&lt;/a&gt; (average followers&amp;#8217; network size), and &lt;a href="http://twitter.com/about.php#centralization"&gt;&lt;strong&gt;Centralization&lt;/strong&gt;&lt;/a&gt; (how much the network relies on a few high-profile followers).  Detailed definitions are available on the twinfluence.com &amp;#8220;&lt;a href="http://twinfluence.com/about.php"&gt;about&lt;/a&gt;&amp;#8221; page.  In two weeks, over 7,000 twitterers have been analyzed, and we&amp;#8217;ve learned that as a twitterer&amp;#8217;s network grows - (1) they tend to pick up a few high-profile followers, but over time new followers tend to have smaller and smaller networks; (2), their networks decentralize over time; and (3) velocity picks up (snowballs) as network size grows.&lt;/p&gt;
&lt;p&gt;Twinfluence has gotten a lot of attention, discussion, and worthy critique.  Some (of many) of the blogs that have picked up the discussion:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href="http://mashable.com/2008/10/23/how-to-improve-twinfluence-and-twitter-grade/"&gt;http://mashable.com/2008/10/23/how-to-improve-twinfluence-and-twitter-grade/&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.inquisitr.com/5393/twinfluence/"&gt;http://www.inquisitr.com/5393/twinfluence/&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://theseldomseenkid.blogspot.com/2008/10/twinfluence.html"&gt;http://theseldomseenkid.blogspot.com/2008/10/twinfluence.html&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.killerstartups.com/Web-App-Tools/twinfluence-com-twitter-influence-analyzer"&gt;http://www.killerstartups.com/Web-App-Tools/twinfluence-com-twitter-influence-analyzer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://chocolate-fix.blogspot.com/2008/10/sphere-of-twinfulence.html"&gt;http://chocolate-fix.blogspot.com/2008/10/sphere-of-twinfulence.html&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.thisisherd.com/2008/10/twitter-why-you-ignore-it-at-your-peril.html"&gt;http://www.thisisherd.com/2008/10/twitter-why-you-ignore-it-at-your-peril.html&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The latest conversations I&amp;#8217;ve had on twitter is that the social capital metric is skewed toward twitterers with small networks.  We can probably improve the social capital metric, make it more realistic and useful by devaluing the contribution of followers who themselves have thousands of followers (those probably don&amp;#8217;t contribute real &amp;#8220;capital&amp;#8221; anyway, since they probably aren&amp;#8217;t listening).  When I hash out a new, workable algorithm we&amp;#8217;ll release a new version of Twinfluence.  My thanks for suggestions/feedback by &lt;a href="http://twitter.com/ScottAllen"&gt;ScottAllen&lt;/a&gt;, &lt;a href="http://twitter.com/Macartisan"&gt;Macartisan&lt;/a&gt;, &lt;a href="http://twitter.com/Sigepjedi"&gt;Sigepjedi&lt;/a&gt;,  &lt;a href="http://twitter.com/Macartisan"&gt;CCSeed&lt;/a&gt;, &lt;a href="http://twitter.com/Macartisan"&gt;Yannleroux&lt;/a&gt;, &lt;a href="http://twitter.com/Mlaine"&gt;Mlaine&lt;/a&gt;, &lt;a href="http://twitter.com/KevinLyons"&gt;KevinLyons&lt;/a&gt;, &lt;a href="http://twitter.com/PatchWalker"&gt;PatchWalker&lt;/a&gt;, &lt;a href="http://twitter.com/RepeatNone"&gt;RepeatNone&lt;/a&gt; and others.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/ghRNHsL-LkY" height="1" width="1"/&gt;</content>
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	<feedburner:origLink>http://innovationinsight.com/blog/getting-a-grip-on-twitter-influence/</feedburner:origLink></entry>
		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[The Art of Case Study: Structuring Unstructured Information]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/fayjO2qaqNA/" />
		<id>http://innovationinsight.com/blog/?p=93</id>
		<updated>2008-09-30T17:48:55Z</updated>
		<published>2008-09-30T17:43:51Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Traditional Research" /><category scheme="http://innovationinsight.com/blog" term="analysis" /><category scheme="http://innovationinsight.com/blog" term="background" /><category scheme="http://innovationinsight.com/blog" term="case" /><category scheme="http://innovationinsight.com/blog" term="case study" /><category scheme="http://innovationinsight.com/blog" term="document" /><category scheme="http://innovationinsight.com/blog" term="internet" /><category scheme="http://innovationinsight.com/blog" term="literature" /><category scheme="http://innovationinsight.com/blog" term="methodology" /><category scheme="http://innovationinsight.com/blog" term="plan" /><category scheme="http://innovationinsight.com/blog" term="research" /><category scheme="http://innovationinsight.com/blog" term="study" />		<summary type="html"><![CDATA[I see the term “case study” used frequently in PR, marketing and management research – but often it is used to describe a very informal and arbitrary descriptive narrative.  To me,  “case study” should refer to a specific research methodology for making consistent comparisons and measurements of two or more subjects, particularly when combining multiple [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/the-art-of-case-study-structuring-unstructured-information/">&lt;p&gt;I see the term “case study” used frequently in PR, marketing and management research – but often it is used to describe a very informal and arbitrary descriptive narrative.  To me,  “case study” should refer to a specific research methodology for making consistent comparisons and measurements of two or more subjects, particularly when combining multiple and unstructured sources of information.&lt;/p&gt;
&lt;p&gt;It’s not a complicated tool, but a useful one for conducting background, literature, and internet research in a systemized fashion.  The basic process includes:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Ask what dimensions are measurable given the available data, and what will be useful to measure.&lt;/li&gt;
&lt;li&gt;For each dimension, establish consistent criteria for measurement, boundaries and limitations, and how it should be measured.&lt;/li&gt;
&lt;li&gt;Construct a “template” or outline which will be filled out for each case.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;The template should still include a section for a narrative description of what makes each case unique, such as its history and individual characteristics.  The most important task is the development of dimension variables and how they are assigned, but the only real rule is that you are consistent.  Dimensions can include existing quantitative data (for example, “number of full time employees” for company case studies), or subjectively assigned values.  Subjective assignment can be performed using rank ordering by the researcher or another source (for example, “best restaurants in town” as ranked by personal experience), or assignment to a Likert scale (local restaurants scored from 1 to 7 where 1 indicates “Very Bad”, 3 indicates “Average”, and 7 indicates “Very Good”).&lt;/p&gt;
&lt;p&gt;A simple example is how Wikipedia handles articles about corporations – it includes narratives, timelines, histories, and that nice little box of “quick facts” in the top right corner which tends to be pretty consistent across different articles.  Just like in the Wikipedia example, there’s nothing that says you can’t include multimedia in a case study research project.&lt;/p&gt;
&lt;p&gt;Consistent assignment of dimensions will enable the researcher to perform simple descriptive statistics and graphs, and even create combined rankings that weight and combine values from different dimensions.   A completed case study report should consist of the following:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Summary / overview&lt;/li&gt;
&lt;li&gt;A definition of how dimensions were measured, including sources&lt;/li&gt;
&lt;li&gt;Individual cases, all using the same template&lt;/li&gt;
&lt;li&gt;A “meta” analysis, that provides descriptive statistics and analyses of case-by-case measurements&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;A well defined – even if it is short and sweet – case study plan will help you get more useful information from your background research phase, and help you present the results in a more useful and understandable format.  Just remember the key word – consistency.&lt;/p&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/fayjO2qaqNA" height="1" width="1"/&gt;</content>
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	<feedburner:origLink>http://innovationinsight.com/blog/the-art-of-case-study-structuring-unstructured-information/</feedburner:origLink></entry>
		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Social Media Case Study: Carnival Cruise Lines]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/e4m8P8YFyVM/" />
		<id>http://innovationinsight.com/blog/?p=74</id>
		<updated>2008-09-22T20:41:05Z</updated>
		<published>2008-09-22T20:39:43Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Case Studies" /><category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="best in practice" /><category scheme="http://innovationinsight.com/blog" term="blog" /><category scheme="http://innovationinsight.com/blog" term="bookings" /><category scheme="http://innovationinsight.com/blog" term="business case" /><category scheme="http://innovationinsight.com/blog" term="carnival" /><category scheme="http://innovationinsight.com/blog" term="case study" /><category scheme="http://innovationinsight.com/blog" term="casebook" /><category scheme="http://innovationinsight.com/blog" term="community" /><category scheme="http://innovationinsight.com/blog" term="cruise" /><category scheme="http://innovationinsight.com/blog" term="customer" /><category scheme="http://innovationinsight.com/blog" term="example" /><category scheme="http://innovationinsight.com/blog" term="interactive" /><category scheme="http://innovationinsight.com/blog" term="jordan corderra" /><category scheme="http://innovationinsight.com/blog" term="lessons learned" /><category scheme="http://innovationinsight.com/blog" term="loyalty" /><category scheme="http://innovationinsight.com/blog" term="marketing" /><category scheme="http://innovationinsight.com/blog" term="online" /><category scheme="http://innovationinsight.com/blog" term="profile" /><category scheme="http://innovationinsight.com/blog" term="satisfaction" /><category scheme="http://innovationinsight.com/blog" term="social media" /><category scheme="http://innovationinsight.com/blog" term="social network" /><category scheme="http://innovationinsight.com/blog" term="strategy" /><category scheme="http://innovationinsight.com/blog" term="success" /><category scheme="http://innovationinsight.com/blog" term="travel" /><category scheme="http://innovationinsight.com/blog" term="travel agents" /><category scheme="http://innovationinsight.com/blog" term="vacation" />		<summary type="html"><![CDATA[Miami-based Carnival Cruise Lines has been a pioneer in leveraging social media to build customer loyalty and satisfaction. I interviewed Carnival&#8217;s Senior Manager for Interactive Marketing Strategy Jordan Corderra and Social Media Strategist Stephanie Leavitt about how they built such a successful and loyal online community.
Company Profile:

Employees: 81,200
2007 Revenue: $13 Bn
2007 Revenue Growth: +10.1%
Headquarters: Miami, [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/social-media-case-study-carnival-cruise-lines/">&lt;p&gt;Miami-based Carnival Cruise Lines has been a pioneer in leveraging social media to build customer loyalty and satisfaction. I interviewed Carnival&amp;#8217;s Senior Manager for Interactive Marketing Strategy Jordan Corderra and Social Media Strategist Stephanie Leavitt about how they built such a successful and loyal online community.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Company Profile:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Employees:&lt;span style="font-family: arial;"&gt; 81,200&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;2007 Revenue: $13 Bn&lt;/li&gt;
&lt;li&gt;2007 Revenue Growth: +10.1%&lt;/li&gt;
&lt;li&gt;Headquarters: Miami, Florida&lt;/li&gt;
&lt;li&gt;Established: 1972&lt;/li&gt;
&lt;li&gt;Type: Subsidiary (Carnival Corporation &amp;amp; plc)&lt;/li&gt;
&lt;li&gt;Website: &lt;a class="external free" title="http://www.carnival.com/" rel="nofollow" href="http://www.carnival.com/"&gt;http://www.carnival.com/&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Sources: Wikipedia, Yahoo Finance&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Carnival Cruise Line&amp;#8217;s social media components:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Blog: &lt;a href="http://johnhealdsblog.com/"&gt;John Heald&amp;#8217;s Blog&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Virtual, interactive tour: &lt;a href="http://FunShipIsland.com"&gt;FunShipIsland.com&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;Online community/ social network: &lt;a href="http://CarnivalConnections.com"&gt;CarnivalConnections.com&lt;/a&gt;.  Photo / story sharing and scrapblogging, trip planning, event organizing, Q&amp;amp;A&lt;/li&gt;
&lt;li&gt;Twitter: &lt;a href="http://twitter.com/CarnivalCruise"&gt;CarnivalCruise&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.flickr.com/search/?q=carnival%20cruise%20lines&amp;amp;w=9274063%40N08"&gt;Flickr photostreams&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Targets&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Travel agents&lt;/li&gt;
&lt;li&gt;New customers&lt;/li&gt;
&lt;li&gt;Past customers&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Measurements of Success:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Site traffic (each of the three listed sites topped one million visits by February 2008, and over two million visits have been recorded for John Heald&amp;#8217;s blog)&lt;/li&gt;
&lt;li&gt;Bookings (over 20,000 generated by CarnivalConnections.com in 2006)&lt;/li&gt;
&lt;li&gt;A 2008 cruise was organized for subscribers of John Heald&amp;#8217;s blog, and over 800 participated&lt;/li&gt;
&lt;/ul&gt;
&lt;p style="text-align: left;"&gt;&lt;strong&gt;&lt;br /&gt;
&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;1. What were the specific outcomes and objectives you were attempting to reach with the blog, funshipisland.com, CarnivalConnections.com?&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;Each site has specific goals, but overall the objective is brand positioning.  John Heald&amp;#8217;s blog is a communication medium that&amp;#8217;s used for engagement.  We&amp;#8217;ve changed the objective a bit since it first launched as it was originally intended to build buzz about our latest ship launch.&lt;/p&gt;
&lt;p&gt;Funshipisland.com highlights our unique products/ship features and serves as a prospecting tool.&lt;/p&gt;
&lt;p&gt;Carnivalconnections.com focuses on community and helps guests connect with other cruisers and to Carnival.  The original objective of the site was to increase bookings by encouraging guests to invite their friends and family to join them on their FunShip cruise.  The forums were an added bonus and we launched the Carnival Channel and the various blogs in Nov. 2007 as a way to &amp;#8220;get to know&amp;#8221; Carnival and the people that work here.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;2.  What have been your ROI / measurements of success?&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;Because each site and each component of our social media strategy has different objectives, they each have their own success metrics.  We definitely track engagement, satisfaction, and leads/sales.  But to have a truly successful social media strategy sales shouldn&amp;#8217;t be the number one measure of success.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;3.  Did Carnival have any &amp;#8220;false starts&amp;#8221; initiating their social media strategy?  Did you utilize any consulting firms to assist your strategy and rollout?&lt;br /&gt;
&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;Of course we encountered some &amp;#8220;false starts&amp;#8221; along the way.  We definitely eased into our foray in social media.  Carnivalconnections.com launched in Feb. 2006, John Heald&amp;#8217;s blog launched in March 2007, Funshipisland.com launched in July 2007 and our Twitter, Facebook, YouTube activity launched shortly after.  Our interactive agency at the time, Avenue A Razorfish, helped with Funshipisland.com and Carnivalconnections.com.&lt;/p&gt;&lt;/blockquote&gt;
&lt;blockquote&gt;&lt;p&gt;As we mentioned earlier, John Heald&amp;#8217;s blog started out as a very focused initiative.  Once John finished his time onboard the Carnival Freedom we had to rethink the strategy of focusing on a particular ship.&lt;/p&gt;
&lt;p&gt;From launching a new site to simply opening a Facebook fan page, each and every one of these initiatives involved in depth discussions with our interactive team. For some brands it doesn&amp;#8217;t make sense to participate in every social networking site available, so we definitely tend to ease into new applications.  But the great part about social media is that you learn something new just about every day, so you shouldn&amp;#8217;t fear it.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;4.  I see Carnival has some activity on Twitter and Flickr - do you have any significant plans for these or any other upcoming social media platforms?&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;Our Twitter and Flickr activity plays a role in our overall social media strategy.  As for significant plans, you&amp;#8217;ll just have to follow us to find out.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;5. I recently read about Carnival hiring SAS Marketing Automation ( to integrate and perform predictive analytics for their marketing and customer communication campaigns) - will that tie into your social media efforts, or is that a separate and independent initiative?&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;We are very excited about that partnership, however the interactive team will not be utilizing their services at this time.  It is certainly something we are thinking about for the near future.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;6. Do you have any advice for other companies considering building their own online communities?&lt;/strong&gt;&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;If your target audience isn&amp;#8217;t there, rethink investing time/money into that platform.  Just because it works for another brand doesn&amp;#8217;t mean it will work for you.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;Links:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href="http://findarticles.com/p/articles/mi_m0EIN/is_2008_April_14/ai_n25150861"&gt;Carnival Cruise Lines bring SAS Onboard for Marketing Automation&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.eyefortravel.com/node/13644"&gt;Carnival Cruise Lines’ On-Line Marketing Initiatives Enjoying Unprecedented Success&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://www.searchmarketinggurus.com/search_marketing_gurus/2008/05/womma-womm-u--2.html"&gt;WOMMA WOMM-U- Jordan Corredera Keynote&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="http://en.wikipedia.org/wiki/Carnival_Cruise_Lines"&gt;Carnival Cruise Lines article on Wikipedia&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;img src="http://feeds.feedburner.com/~r/newintelligence/~4/e4m8P8YFyVM" height="1" width="1"/&gt;</content>
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	<feedburner:origLink>http://innovationinsight.com/blog/social-media-case-study-carnival-cruise-lines/</feedburner:origLink></entry>
		<entry>
		<author>
			<name>Guy Hagen</name>
						<uri>http://innovationinsight.com</uri>
					</author>
		<title type="html"><![CDATA[Analytics Inside MMOs - The Government Wants To Be There First]]></title>
		<link rel="alternate" type="text/html" href="http://feedproxy.google.com/~r/newintelligence/~3/tBF9clVt8Zo/" />
		<id>http://innovationinsight.com/blog/?p=81</id>
		<updated>2008-09-19T15:41:26Z</updated>
		<published>2008-09-19T15:41:26Z</published>
		<category scheme="http://innovationinsight.com/blog" term="Social Media" /><category scheme="http://innovationinsight.com/blog" term="Add new tag" /><category scheme="http://innovationinsight.com/blog" term="analytics" /><category scheme="http://innovationinsight.com/blog" term="counterterrorism" /><category scheme="http://innovationinsight.com/blog" term="free speech" /><category scheme="http://innovationinsight.com/blog" term="government" /><category scheme="http://innovationinsight.com/blog" term="intelligence" /><category scheme="http://innovationinsight.com/blog" term="measurement" /><category scheme="http://innovationinsight.com/blog" term="mmo" /><category scheme="http://innovationinsight.com/blog" term="multiplayer" /><category scheme="http://innovationinsight.com/blog" term="research" /><category scheme="http://innovationinsight.com/blog" term="social media" /><category scheme="http://innovationinsight.com/blog" term="terrorism" /><category scheme="http://innovationinsight.com/blog" term="terrorists" /><category scheme="http://innovationinsight.com/blog" term="warcraft" />		<summary type="html"><![CDATA[When Google agreed to provide China censored search capability, it justified its action on the principle that information cannot be contained.  The implication was wherever a connection exists, people will explore and adapt their methods of communication to allow the free and unmonitored flow of information.
This week, the Greater Tampa Bay National Defense Industry Association [...]]]></summary>
		<content type="html" xml:base="http://innovationinsight.com/blog/analytics-inside-mmos-the-government-wants-to-be-there-first/">&lt;p&gt;When Google agreed to provide China censored search capability, it justified its action on the principle that information cannot be contained.  The implication was wherever a connection exists, people will explore and adapt their methods of communication to allow the free and unmonitored flow of information.&lt;/p&gt;
&lt;p&gt;This week, the Greater Tampa Bay National Defense Industry Association (NDIA) had an event welcoming the joint &lt;a href="http://en.wikipedia.org/wiki/Coalition_forces"&gt;Coalition forces&lt;/a&gt;, and the subject of social media came up between a general and some highly placed defense industry execs.  Aware that the US has been monitoring their social media activities, terrorist groups have apparently moved some of their key conversations&amp;#8230; into the World of Warcraft and other MMOs.&lt;/p&gt;
&lt;p&gt;Most analytics are based upon the consistently structured, open-access, and archived nature of conversational interaction on social media platforms.  Conversely, MMOs enable proprietary, unstructured, unrecorded, firewalled, many-to-many communication amongst participants, sharing voice, text, images, and other media, that do not lend themselves even a little bit to external monitoring and analysis.  Proof of the effectiveness of this strategy - and Google&amp;#8217;s position - was demonstrated when information regarding democracy and civil liberties was shared to and among Chinese citizens via MMOs as early as 2005, effectively bypassing the government censorships of those topics on the internet, as shown by this extract from &lt;a href="http://www.firstmonday.org/issues/special11_2b/au/index.html#a4"&gt;&amp;#8220;Taking New World Notes&amp;#8221; by Wagner James Au&lt;/a&gt;:&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;&amp;#8220;As of this date [late 2005], the firewall does not evidently block counterrevolutionary speech transmitted within online worlds. So far, Chinese authorities have not cracked down on political expression in MMOs (though they have imposed limits on play time, arguably an indirect abridgement of free speech.) With over a million paying Chinese subscribers in World of Warcraft alone, however, sheer numbers make it inevitable that some will soon directly test the limits of political expression there, too.&amp;#8221;&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;While it was opined that &amp;#8220;NSA can get into Blizzard&amp;#8217;s systems when it needs to&amp;#8221;, we have an analytical and accessibility rift between social media platforms that foster access to conversations among members, and those that don&amp;#8217;t.  The implications are significant for counterterrorism and intelligence purposes, but also for everything that social media analysis is used for - market and brand research, advertizing and monetizing, public relations&amp;#8230; and of course civil liberties.  Will government intelligence efforts &amp;#8220;crack open&amp;#8221; MMOs and lead the way for civil and commercial analytics?&lt;/p&gt;
&lt;p&gt;Thanks to Thomas Eskridge of the &lt;a href="http://gohtci.com"&gt;High Tech Crime Institute&lt;/a&gt; and Ken Pohl for their insight and contributions to this discussion.  For more discussion on the US government project to mine MMOs for counterterrorism, read &amp;#8220;&lt;a href="http://blog.wired.com/27bstroke6/2008/04/government-to-s.html"&gt;Government to Seek Terrorists in World of Warcraft: The Full Proposal&lt;/a&gt;.&amp;#8221;&lt;/p&gt;
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