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		<title>The Social Measurement Trifecta: Basic, Database, &amp; Language Analysis</title>
		<link>http://www.randomactsofdata.com/the-social-measurement-trifecta-basic-database-language-analysis/</link>
		<comments>http://www.randomactsofdata.com/the-social-measurement-trifecta-basic-database-language-analysis/#comments</comments>
		<pubDate>Fri, 30 Jul 2010 12:38:00 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Social Measurement Success]]></category>
		<category><![CDATA[analytics]]></category>
		<category><![CDATA[CRM solutions]]></category>
		<category><![CDATA[database]]></category>
		<category><![CDATA[social media measurement]]></category>
		<category><![CDATA[tool selection]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=283</guid>
		<description><![CDATA[I often have people ask me how to select a Social Media measurement tool for their company. I think its one of those things people cant quite get their arms around how to approach. The requirements are fuzzy, the technology &#8230; <a href="http://www.randomactsofdata.com/the-social-measurement-trifecta-basic-database-language-analysis/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p>I often have people ask me how to select a Social Media measurement tool for their company. I think its one of those things people cant quite get their arms around how to approach. The requirements are fuzzy, the technology  is new, and generally market is fractured. Fact- it&#8217;s much like the early age of web analytics. Except, maybe worse. You have a market saturated with limited use case tools, and not one tool on the market does it all. How do you find the right mix for needs with out going over budget, pissing your IT department off, and overwhelming your staff with excessive amounts of complex and time consuming new technology?</p>
<p>I wrapped my brain around this question and after noodling it for some time I&#8217;ve come to believe you can take most paid tools out there and throw them into 3 essential categories:</p>
<p>1.<strong> Basic adhoc tools</strong>: These tools are quick and simple. The output is predictable almost to a default; what you put in controls ( and in someways limits) what you get out. These tools rely on very specific searches and the best types of these tools are Boolean based.</p>
<p><strong>Pros:</strong> Cheap, quick and nimble, any one can use it, web-based (no installation)<br />
<strong>Cons:</strong> Difficult to drill down, no data warehouse capabilities, limited data display options ( charts, graphs, etc), poor sentiment, limited historical data, user must know what to search for, lots of spam results</p>
<p><strong>2. Database/ CRM Tools</strong>: These tools are for your number crunchers; they integrate easily with an external database ( sometimes yours/ sometimes the tool&#8217;s). Usually they also allow you to append additional data to you  searches, like web traffic. These tools are fundamental for a long-term social data storage and provide a central data source to query using internal systems.</p>
<p><strong>Pros: </strong>Strong analysis capabilities, integration with internal databases, more robust data<br />
<strong>Con: </strong>Expensive, high learning curve to adoption, must be embraced by non-social teams, poor sentiment, user must know what to search for, lots of spam results</p>
<p><strong>3. Text Analytics/ Ontological tools: </strong>These tools answer the magical questions &#8220;What are people saying about my brand that I don&#8217;t know about.&#8221; Instead of being key word based ( like 1 &amp; 2) these tools are either algorithmically [stats] or  ontologically [natural language] based. Rather than filtering content in or out, like a keyword tool does, they group content into hot topic sections. Essentially they find your everyday topics as well as topics you didn&#8217;t even know to look for. They are also great for answering &#8221; what topics are people talking about most?&#8221;, &#8221; what are unforeseen potential issues&#8221;, &#8220;how do people group our products together in discussion?&#8221;</p>
<p><strong>Pros: </strong>Strong analysis capabilities, unearths hidden hot topics, auto generates categories, superb sentiment results, less spam content<br />
<strong>Con: </strong>Expensive, high learning  curve to adoption, must be embraced by non-social teams, not a solely social media tool &amp; is best deployed in conjunction with other customer facing channels ( service, emails, etc), long  set up process, does not provided base level brand metrics, analysis in not immediate, not a long term data storage solution</p>
<p>In a perfect measurement world a company would have tool from each category type. But, for most companies that isn&#8217;t an option. The bigger questions becomes, which of these three type of tools does your company really need? [Read: <em>Which of these tools can I persuade finance to give me budget for</em>]. I wish  there was an easy way to preemptively know which you need and which you don&#8217;t. There&#8217;s  not.   Excellence in Social Media measurement like many things in the Social Media space is, well, difficult.</p>
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		<title>The Most Inspiring Email I Have Ever Received</title>
		<link>http://www.randomactsofdata.com/the-most-inspiring-email-i-have-ever-received/</link>
		<comments>http://www.randomactsofdata.com/the-most-inspiring-email-i-have-ever-received/#comments</comments>
		<pubDate>Sun, 25 Jul 2010 04:23:07 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Inspiration]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=279</guid>
		<description><![CDATA[Sometimes you have events happen in your life that force you to completely reevaluate how you view the world. Recently, I had one of these experiences while traveling to administer Social Media training to some of my work&#8217;s internal teams. &#8230; <a href="http://www.randomactsofdata.com/the-most-inspiring-email-i-have-ever-received/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p>Sometimes you have events happen in your life that force you to completely reevaluate how you view the world. Recently, I had one of these experiences while traveling to administer Social Media training to some of my work&#8217;s internal teams.  During this trip I was unfortunately trapped for some time in the Jacksonville Airport. I was bitter about this time suck to say the least, but I chocked it up nothing more than the airlines inability to deliver quality service. That was until I received the letter below. I often say Social Media has changed my life, and the email I received stands as a testament of that. I hope you find it as inspiring as I did. I also hope it causes you to stop, think &#038; perhaps reevaluate how you view negative events in your life. </p>
<p><em>Hi Anna,</p>
<p>Just wanted to take some time to say Thank you!  Although you may not realize why (yet), you&#8217;ll soon understand.  I met you last week in San Antonio during the Twitter Training on Friday the 16th. (I&#8217;m the person on FB without Friends &#8230;..lol)</p>
<p>You might remember that you shared with us about all the &#8216;bad&#8217; stuff you encountered on your way to San Antonio for this training which caused a delay and therefore a cancellation in our training from the original date of Wednesday to Friday.  Well, my regular day off is on Wednesdays which I had to change to Friday due to the original training.  This particular week I had to take my mom to Nuevo Laredo (across the border) to get see the Dr. and get some medicine.  Because of the original training, I canceled the Wednesday trip and &#8216;set it  up&#8217; for Friday which eventually did not happen because of the whole rescheduling done due to the delays you encountered&#8230;&#8230;&#8230;and I ended up going to Laredo on Wednesday after all.  Well, this last Tuesday I found out that there was a big &#8216;fight&#8217; between the drug cartels in Laredo.  All this took place starting at 6am thru almost midnight&#8230;&#8230;&#8230;what&#8217;s worse is that it took place on the main road that I normally go thru.  I&#8217;m extremely grateful that I (or my mom) were not there that Friday!!!!!!!!!!!!!!!!</p>
<p>I&#8217;m also grateful that I had the opportunity to meet the person that endured all the inconveniences for the sake of saving my life from a huge potential disaster!  Often times, we endure things in life and don&#8217;t always find out the reason behind, sometimes we wonder or question why&#8230;&#8230;&#8230;&#8230;&#8230;if you did either one of these&#8230;I think this would the answer.</p>
<p>So Again, Thank you ! ! ! ! !  and Happy Friday to you.</em></p>
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		<title>Taking a break</title>
		<link>http://www.randomactsofdata.com/taking-a-break/</link>
		<comments>http://www.randomactsofdata.com/taking-a-break/#comments</comments>
		<pubDate>Fri, 02 Apr 2010 16:17:26 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Random Thoughts]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=240</guid>
		<description><![CDATA[Sometimes real life gets in the way of a virtual one. So, please excuse me for not blogging for awhile while I get everything in order. When I come back, I promise more consistency, more snark, and generally more data &#8230; <a href="http://www.randomactsofdata.com/taking-a-break/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">Sometimes real life gets in the way of a virtual one. So, please excuse me for not blogging for awhile while I get everything in order. When I come back, I promise more consistency, more snark, and generally more data awesomeness.</span></p>
<p><span style="color: #000000;">Thanks!</span></p>
]]></content:encoded>
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		<title>Influencers- Another Social Media Buzzword I Hate</title>
		<link>http://www.randomactsofdata.com/influencers-another-social-media-buzzword-i-hate/</link>
		<comments>http://www.randomactsofdata.com/influencers-another-social-media-buzzword-i-hate/#comments</comments>
		<pubDate>Wed, 03 Mar 2010 15:20:31 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Equation Smackdown]]></category>
		<category><![CDATA[analytics]]></category>
		<category><![CDATA[brands]]></category>
		<category><![CDATA[influencers]]></category>
		<category><![CDATA[math]]></category>
		<category><![CDATA[measurement]]></category>
		<category><![CDATA[social media]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=233</guid>
		<description><![CDATA[Influencers. It’s the next big social media catchphrase and it kind of makes me want to vomit. Why? Because it’s just another intangible that people are making up idiotic equations for and pouncing around announcing their self-proclaimed genius. Way back &#8230; <a href="http://www.randomactsofdata.com/influencers-another-social-media-buzzword-i-hate/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">Influencers. It’s the next big social media catchphrase and it kind of makes me want to vomit. Why? Because it’s just another intangible that people are making up idiotic equations for and pouncing around announcing their self-proclaimed genius.</span></p>
<p><span style="color: #000000;">Way back when(March 2009) ,<a href="http://www.mashable.com"> Mashable </a>gave us<a href="http://mashable.com/2009/03/02/measuring-online-influence/" target="_blank"> this</a> theoretical equation: Influence = (Personal Brand * Knowledge * Trust2).</span></p>
<p><span style="color: #000000;">While it&#8217;s a good thinking theoretically, practically- it&#8217;s <a href="http://www.youtube.com/watch?v=fJuNgBkloFE" target="_blank">stupid</a>. Trust makes a massive part of this equation and  is generally immeasurable. You can &#8220;approximate&#8221; trust through other metrics, but then are you really measuring trust or something else such as mass appeal or return visits? I visit <a href="http://www.perezhilton.com" target="_blank">Perez Hilton&#8217;s site</a> often, but it&#8217;s definitely not because I trust him.  Just like Mr. Perez, quasi-related metrics are ALWAYS biased.   Plus most of the metrics proposed in this article are more measurements of a brand value than anything else. Likely because trust and knowledge are nearly impossible to measure since they are entirely relative. This is a theoretical equation, but not one that actually works in practice. It&#8217;s excellent example of the biggest flaw in the space currently- <strong>too much thinking in ideals, too little thinking about how to make  practical  application feasible.</strong> I could argue this further, but that’s NOT the point of this post.</span></p>
<p><span style="color: #000000;">The point is, people are confused. They’re baffled by how they match up everything. They know that in a world of millions of messages they have to pick and choose who they respond to- simply because it’s impossible to address every piece of online content.  Thus was born the term “ influencers” which became a proxy for pretty much every possible engagement population in social media. &#8220;Make sure we alert influencers of our campaign. Take care to address influencers needs.  What are influencers saying about our brand?&#8221; The list goes one and one with one common theme, the word “influencers”. Barf. Double barf.</span></p>
<p><span style="color: #000000;">Here’s the thing,  when you see some one’s social media profile and activity where available; you’re missing one thing. Context. All you can see is who they are online and whom they digitally interact with on a single social site. The full picture of online social activity is not currently measurable. That activity on one site is  a very small part of the picture. I am sure many of us have singel site relationships that are further supported by other online &amp; even offline  engagement.  For example,  say I have a friend Alice, who I see quite often. We may share messages occasionally online, but it’s far less then I share online with other people. However, I would consider Alice one of my best friends even though it may not be discernible on open access social sites ( twitter, blogs, etc). However,  I am pretty certain if I ever needed some one to go to bat for me, Alice would be there regardless of how strong our &#8220;public&#8221; online relationship is.</span></p>
<p><span style="color: #000000;">Now lets pretend I am a nobody on social media (that’s not hard to pretend -I kind of am <img src='http://www.randomactsofdata.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' />  ) and Alice is a uber elite social media guru. And to drive this story forward let’s say I am refused service at McDonald’s because I want to order a happy meal &amp; I am not a child. Remember this is all hypothetical. If I get pissed off and write a blog post on my experience and &amp; it’s valid issue, Alice might go to bat for me and spread the message. So while up until this point  I am not measurably “influential”- all the sudden, without warning, the story spreads.  Why? Because there was no way to predict digitally I was connected to Alice or further more that she would go to bat for me.  Proof that, in general, online conversation is not predictable (yet).</span></p>
<p><span style="color: #000000;">So here’s my take on influencers. The concept is a load of rubbish- at least in the way people currently think about it. I think the term generally leads us to black and white perceptions of customers and friends and so forth. You&#8217;re either  and influencer and valuable to my [insert marketing terminology such as campaign, brand awareness, promotion] or you&#8217;re not. And lets be honest the world (and the internet) is rarely black and white. Instead I think the question we should be asking  instead of &#8220;how do I isolate influencers?&#8221; is  &#8220;how do we monitor what conversations matter &#038; which are just noise? &#8220;</span></p>
<p><span style="color: #000000;">My thoughts:</span></p>
<p><strong><span style="color: #000000;">1. Know your community</span></strong></p>
<p><span style="color: #000000;">Learn who the biggest voices are in your target areas. Explore the landscape and understand the strengths and weaknesses in how conversations travel within your niche. Don&#8217;t just learn about it, be an expert.</span></p>
<p><strong><span style="color: #000000;">2. Keep your ear to the ground</span></strong></p>
<p><span style="color: #000000;">Simple street smarts-watch your back. It&#8217;s not a novel concept, but one many companies large and small forget to do it. Who can blame them? It&#8217;s easy to get caught up in reporting  and forget that one of listening&#8217;s biggest strengths is the ability to spot a storm before it forms.</span></p>
<p><strong><span style="color: #000000;">3. Adapt, grow, &amp; learn the hard way</span></strong></p>
<p><span style="color: #000000;">Brands are going to make mistakes, and the first reaction is always going to be to freak out, As result, especially after a crisis, companies try to monitor every single brand mention. That&#8217;s not sustainable. The fact is, and I say this all the time, monitoring has and element of trial and error to it. The idea is to focus on growth and admit up front that there will bumps along the way. Key phrase here- you marketers will love this- hockey stick approach.</span></p>
<p><span style="color: #000000;">I&#8217;ll be the first to admit that there is more to this story than is in this blog post. The space, in general, is not evolved.   And yes, there is that tricky feat of operationalizing this thinking to work for thousands, perhaps millions of conversations. I&#8217;ve got some good ideas on how to do this, but I&#8217;m keeping my mouth shut. Let&#8217;s call it &#8220;competitive advantage&#8221;.</span></p>
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		<title>Southwest fails to moderate hate speech comments</title>
		<link>http://www.randomactsofdata.com/southwest-fails-to-moderate-hate-speech-comments/</link>
		<comments>http://www.randomactsofdata.com/southwest-fails-to-moderate-hate-speech-comments/#comments</comments>
		<pubDate>Thu, 18 Feb 2010 13:31:13 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Brand Thoughts]]></category>
		<category><![CDATA[comment moderation]]></category>
		<category><![CDATA[kevin smith]]></category>
		<category><![CDATA[social media]]></category>
		<category><![CDATA[Southwest]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=226</guid>
		<description><![CDATA[So even if your blind, deaf, &#38; dumb you&#8217;ve heard about the Kevin Smith Southwest airline incident. I am NOT going to rehash or add my commentary on whether what Southwest did was right or wrong or whether Kevin Smith &#8230; <a href="http://www.randomactsofdata.com/southwest-fails-to-moderate-hate-speech-comments/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">So even if your blind, deaf, &amp; dumb you&#8217;ve heard about the Kevin Smith Southwest airline incident. I am NOT going to rehash or add my commentary on whether what Southwest did was right or wrong or whether Kevin Smith is really that fat. Not important. What is important is the comments Southwest has allowed to be post on their blog.</span></p>
<p><span style="color: #000000;">A small sample- You can read all of them <a href="http://www.blogsouthwest.com/blog/my-conversation-with-kevin-smith-0">here </a>&amp; <a href="http://www.blogsouthwest.com/blog/not-so-silent-bob">here</a>:</span></p>
<ul>
<li><span style="color: #000000;">&#8220;To be honest, I would not want to sit next to a fatty on an airplane. They smell and overflow into my seat.&#8221;</span></li>
<li><span style="color: #000000;">&#8220;Yes he may have fit in the seat but I bet he was on the lap of the person next to him. Lose weight people, people say it&#8217;s in their genes, that&#8217;s a load of crap, it&#8217;s      in the 4000 calorie Buffett that you eat. It&#8217;s that Ice cream sandwich. I can&#8217;t stand fat ass people.&#8221;</span></li>
<li><span style="color: #000000;">&#8220;If you eat too much, you have to pay for 2 seats. Stop complaining you overindulging fatwad.&#8221;</span></li>
</ul>
<p><span style="color: #000000;">Hate speech is defined as &#8221; speech perceived to disparage a person or group of people based on their social or ethnic group&#8221;. I am pretty sure these comments fall hard in the line of hate speech and thus extremely inappropriate for a brand to be hosting on their site. No brand wants to be seen as a conduit of any type of bigotry. Ever. But low &amp; behold Southwest is hosting a conversation spewing with lil&#8217; pieces of hate on every page. I am frankly shocked none of these comments were removed during moderation. I thought that maybe Southwest had made a big boo boo and no installed a moderation system into their blog.</span></p>
<p><span style="color: #000000;">But shock &amp; awe <a href="http://www.blogsouthwest.com/about">Southwest&#8217;s blog </a>user guidelines state:</span></p>
<p><span style="color: #000000;">&#8220;This is the point where we insert the “fine print” and discuss the guidelines for posting. Nuts About Southwest is a moderated site because we want to ensure that everyone stays on topic—or at least pretty close to it. We would LUV for you to post your thoughts, comments, suggestions, and questions, but when you post, make sure that they are of general interest to most readers. <strong>Of course, profanity, racial and ethnic slurs, and rude behavior like disparaging personal remarks won’t be tolerated nor published.&#8221;</strong></span></p>
<p><span style="color: #000000;">So. Wait. Really?<strong> </strong>Southwest does enforce comment moderation? Sure doesn&#8217;t seem like it. I am pretty damn sure that last time I checked saying something like, &#8220;To be honest, I would not want to sit next to a fatty on an airplane. They smell and overflow into my seat.&#8221; was pretty damn rude. Plus something like &#8220;I can&#8217;t stand fat ass people,&#8221; counts as profanity, no?</span></p>
<p><span style="color: #000000;">People are entitled to their opinion, and agree Southwest needs to allow people to add their two cents. But, I am clearly shocked by how loose they have been with comment moderation. It&#8217;s not like people who agree with Southwest&#8217;s perspective can&#8217;t share without using profanity and degrading comments against fat people. I happen to think this comment is written well with out being offensive or profane:</span></p>
<p><span style="color: #000000;"><em>&#8220;As for the others who are offended by the policy &#8211; why should the rest of us pay for your inability to get fit? Working on it? Bravo to you! Until you get there, though, pay for the extra seat or drive. Southwest has always had the best service, best prices, and best flight attendants! My family will remain loyal customers.&#8221;</em></span></p>
<p><span style="color: #000000;">After reading this and really thinking about it I have decided to not fly Southwest. Is it because of Kevin Smith? Not directly. Is it because Southwest on their own blog has gone against their corporate policy and allowed hateful comments to remain posted on the site? YES! In essence, by not removing these they impart have ignored the hurtful and awful nature of these statements. I don&#8217;t ask for much of brands, just that  in a public forum, they stick to their legal responsibility &amp; refrain from supporting or posting hate speech. I am sorry Southwest you broke that rule.</span></p>
<p><span style="color: #000000;"><em> </em></span></p>
<p><span style="color: #000000;">Also, Southwest just an FYI You might want to take those comments down because according to your legal disclaimer &amp; the nature of comments that made it through your filter -you could be sued.  Or you can hope, just like one of your commentors, that  &#8221; [fat people]  just stay home till they have shed the pounds and can join the human race.&#8221;</span></p>
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		<title>4 Reasons Why I&#8217;m not buzzing over Google&#8217;s latest Announcement.</title>
		<link>http://www.randomactsofdata.com/google_buzz_thoughts/</link>
		<comments>http://www.randomactsofdata.com/google_buzz_thoughts/#comments</comments>
		<pubDate>Wed, 10 Feb 2010 15:43:33 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Random Thoughts]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=204</guid>
		<description><![CDATA[]]></description>
			<content:encoded><![CDATA[<ol>
<li><<a href="http://www.randomactsofdata.com/wp-content/uploads/2010/02/googlebuzz2.jpg"><img class="alignleft size-full wp-image-215" title="googlebuzz" src="http://www.randomactsofdata.com/wp-content/uploads/2010/02/googlebuzz2.jpg" alt="" width="301" height="440" /></a><span style="color: #000000;">There&#8217;s been a whole lot of hub bub on the release of the New Google Buzz. While I think Buzz is generally cool, there are a few things that make me less likely to get on my desk chair at work and scream about how freaking incredible it is to all of my coworkers. One of those things is a  a very real fear of doubts to my sanity.  I digress. </span></li>
</ol>
<p><span style="color: #000000;">Below are 4 basic reasons I am hesitant to buy into the Buzz</span></p>
<p><span style="color: #000000;"> 1)I don&#8217;t want Google making decisions on which relationships are relevant to me.<br />
2) I already have way too much email and do not welcome the additional inflow from Buzz<br />
3) I am weary about how businesses will use and eventually exploit the structure.<br />
4.) Google will now have an aggregate view of my web use across search, email, and social. Right now users do not have a say in how this data is used.</span></p>
<p><span style="color: #000000;">Below I explore each of these concerns more deeply and hopefully shed more light on these concerns. If you don&#8217;t read any further you&#8217;ve already got my basic thoughts. But read on, trust me it&#8217;s worth it.<br />
</span></p>
<p><span style="color: #000000;"><span style="text-decoration: underline;"><strong>1.) I don&#8217;t want Google deciding who my friends are.</strong></span></span></p>
<p><span style="color: #000000;">Yesterday I wrote a post about how we need to better define relationships via social media. I thought it would be a one time post, rant a bit, and all would be good. But then, Google Buzz came out and my post became more of a burning issue. In many ways Buzz took the power of social organization and further removed it from the end user. Google chose to leverage machine thinking &amp; advanced algorithms to &#8220;decide&#8221; who you are closest to.  While I think algorithms are pretty much awesome and can do a lot of good to both simplify and organize are lives (hell I have a stats degree) I don&#8217;t believe they should ever be a replacement for decisions made my human mood or preference. <a href="http://www.readwriteweb.com/archives/facebook_on_google_buzz_how_well_does_that_friends.php" target="_blank">Read Write Web</a> said it best: <strong><em>&#8220;The people that you email and chat with the most may not be your closest friends or the people that you want to share and connect with.</em></strong><em>&#8220;</em></span></p>
<p><span style="color: #000000;">The reality is we as humans are fickle people. Yes we often have patterns to our overall behavior, but our opinions or perceptions are rarely routine.  This makes algorithmic thinking the WRONG approach to friend management. Take an example I mentioned in the comment yesterday: I have a best friend from college, Tracie. We don&#8217;t have a ton of time to talk as we live in separate states, with very different jobs, &amp; very different lives. However, we passively engage in each other lives almost daily. I am more likely to read Tracie social output than anyone else&#8217;s , however I rarely comment. I save my thoughts &amp; tidbits for when we get a chance to chat via phone or video chat. That&#8217;s simply the dynamics of the relationship we have. That said, according to Google’s model I it&#8217;s likely I would rarely see content from Tracie.</span></p>
<p><span style="color: #000000;">What I would be more likely to see is content from people I work with. I email them often, chat with them occasionally, and have used social media as means basic communication. Many of you who know me on foursquare may remember the great Foursquare Battle of 2009 between my boss and me for mayorship of our office building. It was brutal. But as much as I love my co-workers, the last thing I want is being encouraged to spend an additional 6 hours outside of work engaging with their content <img src='http://www.randomactsofdata.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> .</span></p>
<p><span style="color: #333399;"><strong><em>It boils down to this simple point: Google determining my friends for me is a just a little too <a href="http://en.wikipedia.org/wiki/Nineteen_Eighty-Four">1984</a> for me</em></strong>.</span></p>
<p><span style="color: #000000;"><strong><span style="text-decoration: underline;">2) I already have way too much email.</span></strong></span></p>
<p><span style="color: #000000;">Let&#8217;s say we get beyond the issues with friend management that Google Buzz introduces. There are still some basic structural concepts to the tool that I am not so keen on. Take for instance that every time someone responds to a post it goes to your email. Great. More email.  I am sure I am not the only person here who has an inbox that is as flooded as Jacksonville, Florida during hurricane season. Wading through the mess of emails I get daily is hard, but somewhat manageable. Until, you add buzz. Now on top of all the regular emails I get, I will also get a mother dump of buzz emails. Which guess what-don&#8217;t seem to easily be sorted out. JOY! Now I have 3x as many emails! Just what I wanted for Christmas (Chanukah, Kwanza, <a href="http://www.youtube.com/watch?v=HQFLqMyo0fo" target="_blank">Festivus</a>)</span></p>
<p><span style="color: #000000;">Better yet, along with my ability to manage email also goes my favorite excuse. I&#8217;m sorry I must have missed that on [insert social site]. Now there are no excuses. Perhaps I am being entirely lazy, but really with all the stuff floating around the Internet I enjoy an excuse to miss some of it. I value my ability to have a reason to take a break and breathe. Now, I have no excuse because it&#8217;s in my email. Even if you didn&#8217;t stream into email via buzz for the myriad of reasons it may not, people are going to think it&#8217;s there. You&#8217;re responsible for seeing it. We all know that the whole “it must not have come through&#8221; excuse only works once, maybe twice.</span></p>
<p><span style="color: #000000;">Plus, you have a whole new flood of people discovering your email address. Now they too can send you emails about <a href="http://www.youtube.com/watch?v=ppp66x4gfX0" target="_blank">stuff you don&#8217;t care about</a>! I know I sound like the worst person ever but really, there is a reason why some people do not have my email address. The main reason is I like to keep my email load manageable and adding every person I have a social relationship would make that pretty much impossible.</span></p>
<p><span style="color: #333399;"><strong><em>Simply put: I like to keep my email and my social community separate and enjoy the perks of doing so.</em></strong></span></p>
<p><span style="color: #000000;"><strong><span style="text-decoration: underline;">3) I am weary about how businesses will exploit Buzz.</span></strong></span></p>
<p><span style="color: #000000;">Call me a skeptic. But I am not sure Google is always going to use recommended posts in the right way.  I want to believe that posts will rely on relevant user content that may be of interest to the end user, but I see this easily becoming another method to serve ads. So now, not only will I have ads at the top of my email ( based on the content of my emails- if you didn&#8217;t know already), I will also have ads flooding into my buzz stream.</span></p>
<p><span style="color: #000000;">If I accidentally respond to one of the ad buzzes- we are all prone to make mistakes especially when advertising is masked as genuine digital interaction- does that give marketers the ability to hit me with “buzz&#8221; driven email? How does that comply with opt out emails policies? How will we be able to block corporate buzz communications? Unlike twitter where I can just unfollow, it&#8217;s a little less clear how the role of companies &amp; their ability to contact you through buzz will play out.</span></p>
<p><span style="color: #000000;">For example I might want to extend email privileges to Papa John&#8217;s, but I avoid following them on social sites. But since they have my email contact does that automatically give them buzz access? Additionally, let&#8217;s say I order pizza a lot. Hence I get a lot of confirmation emails &amp; promotional offers, does that mean they can legitimately (according to buzz&#8217;s algorithms) move into my top friend posts? When you mix the world of social and email things get fishy.</span></p>
<p><span style="color: #333399;"><strong><em>My thoughts: Companies will always find a way to advertise and I am concerned Buzz&#8217;s methods might be more intrusive than other social sites.</em></strong></span></p>
<p><span style="color: #000000;"><strong><span style="text-decoration: underline;">4. That&#8217;s a hell of a lot of free data I’d be giving Google. What do I get in return?</span></strong></span></p>
<p><span style="color: #000000;">Look lets face it Google already knows a lot about me. They know what I search. They know what I email and chat about. The only thing they don&#8217;t know is what content socially I share, what my identity is across sites, and who are my greatest influencers. Sure those sounds like some big holes to fill, but if I aggregate everything through Google Buzz, suddenly they now have that very information [in part]. I&#8217;ve written a lot about online identity and I think it&#8217;s a really important subject in regards to Buzz.</span></p>
<p><span style="color: #000000;">With Buzz moving to include data from other social sites in their stream, such as twitter, flicker, and surely other sites in the coming weeks, we have to firmly begin to examine the value of our data. Privacy is an interesting issue online, because I feel people haven’t been burned enough yet to really see how little control they have of their personal data. With Buzz, Google is officially beginning to manage one identity across sites. Instead of simply managing the connections into site (like oauth), Buzz pulls content &amp; creates an aggregated user record. Ta Da! Your search, email, blog, social, &amp; other data are now in one magically packaged personal file. Are you comfortable having all the data packaged up with no rights in how it is used? I can only speak for myself, but it makes me feel extremely uncomfortable.</span></p>
<p><span style="color: #000000;">We share a ton of information online, but as we approach consumer data aggregation we need to make sure we understand the power in that data. I would love advertisers to be able to provide me relevant offers. But, I don’t want those offers at the expense of intrusion into my personal life. I feel, as many people do right now, that there are too few guidelines on who owns users’ data. Personally I am not confident that Google is who I want to bank on for my identity management. Do I trust they guard their data well? Yes. Do I have confidence in their technology? Yes. Do I think they value my say in my online personal safety and identity control? No. Until I am given the right to limit what information I share with businesses, I am very wary to submit my information cross-sites to identity an aggregation system.</span></p>
<p><span style="color: #333399;"><strong><em>Bottom Line: I want to know I can trust the Company that manages my aggregated online data.</em></strong></span></p>
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		<title>Knowing Who Your Friends Are- The Future of Social Relationships.</title>
		<link>http://www.randomactsofdata.com/future-of-social-relationships/</link>
		<comments>http://www.randomactsofdata.com/future-of-social-relationships/#comments</comments>
		<pubDate>Tue, 09 Feb 2010 00:54:38 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Event Reflections]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=193</guid>
		<description><![CDATA[I had the pleasure of speaking on a panel at Social Media Week on the topic of Social Graph Optimization. It&#8217;s a complicated subject and one that I really should write a full post on and I promise I will &#8230; <a href="http://www.randomactsofdata.com/future-of-social-relationships/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p> <span style="color: #000000;"><a href="http://www.randomactsofdata.com/wp-content/uploads/2010/02/ComputerFriendsFunny.jpg"><img class="alignleft size-medium wp-image-199" title="Internet_Friends" src="http://www.randomactsofdata.com/wp-content/uploads/2010/02/ComputerFriendsFunny-300x300.jpg" alt="" width="300" height="300" /></a>I had the pleasure of speaking on a panel at Social Media Week on the topic of <a href="http://socialmediaweek.org/newyork/livestream/social-graph-optimization-sponsored-by-meebo-and-hosted-by-jwt/">Social Graph Optimization</a>. It&#8217;s a complicated subject and one that I really should write a full post on and I promise I will in due time. While this particular post isn&#8217;t exactly about that topic, it is driven by some thoughts I had as result of the panel.</span></p>
<p><span style="color: #000000;">I have been thinking more and more about the concept of &#8220;friends on the Internet&#8221;. Look over 6,000 people follow me on twitter- it&#8217;s impossible for me to truly be friends with every single one of them. However, by current social Internet standards &#8211; I am. They have 100% access ( except in some circumstances) to my social activities and behavior. Sure I prefer some of them to others, but they have no way of knowing this digitally. In Social networking sites currently all relationships are generally created equal.<br />
</span></p>
<p><span style="color: #000000;">Twitter, Facebook, Myspace, &amp; etc were all built on this weird concept of validity of numbers. The more people I am connected to, the more power and value I have. While the SIN complex -get it? Strength In Numbers -will always apply, we need to progress to some type of way to establish the strength and validity of social relationships. Who do we consider friends, and what connection are more about status &amp; fluff? With out some way to divide these two camps ( simplifying &amp; assuming their are only two levels of relationships) maintaining well balanced virtual relationships is overly complex. In essence, the current social structure as it stands now is not built to support enduring virtual relationships.</span></p>
<p><span style="color: #000000;">As social society continues to adapt &amp; mirror the best parts of in person communication enhanced with technology, this becomes more and more import. For example, in real life- those who have larger social ecosystems are naturally casually connected to a myriad of people. While these large physical ecosystems exist, people do not transmit all of their likes, dislikes, behaviors, habits, &amp; emotions to the ecosystem as a whole, but rather selectively to various sub communities within the ecosystem based on the trust, relevance and strength of the relationship. I see adapting this type of communication structure into the social space and as a crucial next step for digital communication.</span></p>
<p><span style="color: #000000;">Here&#8217;s a <a href="http://pegshot.com/p/f013aabu1/" target="_blank">peg shot video</a> from  just after the panel at Social Media Week. I think it sums up my thoughts nicely.</span></p>
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		<title>Random Prediction On Facebook&#8217;s Future</title>
		<link>http://www.randomactsofdata.com/random-thoughts-on-facebook/</link>
		<comments>http://www.randomactsofdata.com/random-thoughts-on-facebook/#comments</comments>
		<pubDate>Thu, 28 Jan 2010 02:50:40 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Random Thoughts]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=189</guid>
		<description><![CDATA[Recently I&#8217;ve been thinking a lot about online identity &#38; facebook. I&#8217;ve seen a lot of people complain about facebook changes over the past few months. There&#8217;s issues with privacy. There&#8217;s the flaws in usability. Lastly, there&#8217;s the ever increasing &#8230; <a href="http://www.randomactsofdata.com/random-thoughts-on-facebook/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">Recently I&#8217;ve been thinking a lot about online identity &amp; facebook. I&#8217;ve seen a lot of people complain about facebook changes over the past few months. There&#8217;s issues with privacy. There&#8217;s the flaws in usability. Lastly, there&#8217;s the ever increasing flood of crap that facebook continues to force into the user experience. If facebook continues to overwhelm the user, and under deliver on the necessities such as usability and privacy- what will be their enduring value proposition?</span></p>
<p><span style="color: #000000;"><a href="http://www.randomactsofdata.com/wp-content/uploads/2010/01/chickenidentity.jpg"><img class="alignright size-medium wp-image-202" title="chickenidentity" src="http://www.randomactsofdata.com/wp-content/uploads/2010/01/chickenidentity-300x300.jpg" alt="" width="300" height="300" /></a>As facebook becomes more and more common on a myriad of sites, I think facebook (along with google) is vying for what will be the next major advancement in social media- Identity. Currently on the web you need little more than a fake name and picture cut from a magazine to register an account as someone entirely different from yourself. While the loose structure of current online identity begets many of the things techies adore about the internet, it also creates serious cases of virtual identity theft.</span></p>
<p><span style="color: #000000;">In past years, defense of one&#8217;s personal identity had to be carried out on a case by case, site by site basis. This has created back breaking work for the user and made it nearly impossible to verify identity across sites. Then came open authentication and suddenly a login to facebook/twitter/google could be used to register on various other social sites. Thus the identity is verified across sites under a single username. This make protection and isolation of identity a single step rather then several.</span></p>
<p><span style="color: #000000;">My prediction is that facebook&#8217;s oauth capabilities are the beginning of their attempts to carve out a identity niche. Sure, I bet they have plans to stay a top ranked social site, but just in case they&#8217;re making sure they survive by initiating the process to create cross site identification. While facebook&#8217;s friend connect isn&#8217;t anything new, the developing concept of verified virtual identity is. With google also on the oauth train it will be interesting to see who develops a full virtual identity management system first.</span></p>
<p><span style="color: #000000;">As social media continues to cater to the niche, whoever presents a way to verify a virtual identity across site is set to score and score big.</span></p>
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		<title>Re: Your Brains- Men &amp; Women in Social Media Notoriety</title>
		<link>http://www.randomactsofdata.com/re-your-brains-men-women-in-social-media-notoriety/</link>
		<comments>http://www.randomactsofdata.com/re-your-brains-men-women-in-social-media-notoriety/#comments</comments>
		<pubDate>Wed, 13 Jan 2010 17:51:14 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Random Thoughts]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=178</guid>
		<description><![CDATA[I am not sure how I missed this interesting piece by Shelly Kramer, but I did. And if it hadn&#8217;t been for @lizasperling giving me a far too gratuitous shout out, I might have missed it entirely. Shame on me! &#8230; <a href="http://www.randomactsofdata.com/re-your-brains-men-women-in-social-media-notoriety/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">I am not sure how I missed<a href="http://vongehrconsulting.com/Finding-Answers-Blog/2009/12/the-power-of-women-in-social-media/comment-page-1/#comment-70" target="_blank"> this interesting piece</a> by <a href="http://twitter.com/shellykramer" target="_blank">Shelly Kramer</a>, but I did. And if it hadn&#8217;t been for </span><a href="http://www.twitter.com/lizasperling " target="_blank">@lizasperling</a><span style="color: #000000;"> giving me a far too gratuitous shout out, I might have missed it entirely. Shame on me! I was just crawling into bed for some much needed shut eye when I, as always,  checked my twitter. This article, tweeted directly at me, set my mind so firmly into motion that I was forced to pull out from under my haven of warmth and put my currently <a href="http://www.youtube.com/watch?v=q2PTL2Y8N70" target="_blank">turbie twist</a> covered head to work. </span></p>
<p><span style="color: #000000;">I agree with nearly everything Shelly Kramer shared, but I think there was a little something missing. I suppose that something is the perspective of how men and women cognitively approach things different. As much as I would like to say men and women are equals in everything, it&#8217;s not quite the case. Fundamentally our brains are wired differently, thus making certain things more appealing/ intuitive based on our gender. I am not by any means saying that a women is not capable of doing everything a man can. Simply, that we might have to fight little against our cognitive tendencies to do some of those things.</span></p>
<p><span style="color: #000000;"><strong>What is the  Difference between the Male &amp; Female Brain<br />
</strong></span></p>
<p><span style="color: #000000;">A <a href="http://www.newhorizons.org/neuro/diamond_male_female.htm" target="_blank">neurological study</a> on brain mass found that in the male brain the cerebral cortex it is slightly more likely (60%) to be non-symmetrical. What might be the male advantage of a lopsided brain? Well a thick cortex can suggested increased <strong>functionality</strong> of the brains processing. Things that are <strong>function based,</strong> like staking claim to things &amp; defending territory, may benefit from the increased thickness.  Women on the other hand have a more symmetrical cerebral cortex which suggests an uneven thickness in neither the right or left side of the brain. Since the a female brain is naturally more symmetrical, the thought processes which require<strong> multi-directional processing</strong> are more easily developed.</span></p>
<p><span style="color: #000000;">Another study in cited <a href="http://www.psychologytoday.com/blog/the-scientific-fundamentalist/200803/male-brain-vs-female-brain-i-why-do-men-try-figure-out-th-0">Psychology Today</a> found that the male brain is characterized by <strong>systemizing</strong> tendencies and <strong>mechanistic </strong>thinking. “Systemizing” is  just a fancy way of saying they have natural tendencies to analyze, explore, and construct a system. They intuitively figures out how things work both literally and figuratively.  In contrast, the female brain is characterized by <strong>empathizing</strong> tendencies or <strong>mentalistic</strong> thinking. Empathy is the &#8220;the drive to identify another person’s emotions and thoughts&#8221;, and to respond to them appropriately. Mentalism, the other strong component to female thinking,  is the ability  to  understand people and what drives them.</span></p>
<p><span style="color: #000000;">So from this understanding of the brain, what can we deduce? Let&#8217;s make it simple: Women naturally do well with multitasking, cross-topic organization, community development, and communication. Men naturally do well with promotion (territory claim),  self preservation, concept exploration &amp; system development .</span></p>
<p><span style="color: #000000;"><strong>How Does this Alter  the Way We Look At Women in Social Media?</strong></span></p>
<p><span style="color: #000000;">Research has shown us what I think we already knew subconsciously was true, women naturally are more focused on conversation, men are naturally more focused on self survival (promotion). This doesn&#8217;t mean that all women are capable of is girl talk or task management. Nor does this mean men are only capable of tooting their own horn and exploring undeveloped concepts digitally.   I am simply saying that advance science shows that each gender has a natural tendencies to certain skill sets. Naturally men will promote themselves more, whether they intend to or not. Likewise, women are more likely to engage in a community, whether ore not they set out to do so. All this put into perspective, it make sense why the &#8220;biggest&#8221; names in social media are predominately men. It&#8217;s not they are any better or more talented than the lovely ladies of digital community, solely that they got prepackaged with a little more natural intuition on how to put themselves top of mind in the field.</span></p>
<p><span style="color: #000000;">In order for any of this to change and for more women to get credit for the more than excellent work they do, us ladies need to focus a little more on self-promotion &amp; industry presence. I know it&#8217;s counter-intuitive, it&#8217;s uncomfortable, and frankly it seems a bit &#8220;used-car salesman like&#8221;. Hell, we&#8217;ve got thousands of years of  evolutionary developed cognitive processing fighting hard against us.  If we can go a little against our intuition and do a little more to promote our work , women-in life &amp; in social media- will be better. Here&#8217;s just a few ideas of simple things we can do to promote women in social media.</span></p>
<p><span style="color: #000000;"><strong>1. Endorse Female Conference Speakers-</strong> Until the landscape at conferences becomes a little bit more balanced, it&#8217;s going to be harder for women to get the social media street cred they deserve. There is no reason more women shouldn&#8217;t be speaking at conferences &amp; Shelly Kramer&#8217;s post had a list of women who are more then capable of delivering an excellent workshop or speech. Frankly, I&#8217;d enjoy some more balance in things; It would not only add some spice to the current conference rosters, but also produce new insights &amp;  program management ideas. Plus, it&#8217;s getting old not seeing women on panels or giving speeches. While the world  ~50% female, conference speaker lists make it seems as if we are going extinct!</span></p>
<p><span style="color: #000000;"><strong>2. Boast just a little- </strong>If you&#8217;ve got accomplishments, share them. <a href="http://twitter.com/chrisbrogan" target="_blank">Chris Brogan</a> doesn&#8217;t hesitate to mention he&#8217;s a NYT best selling author, neither should you. And if you know anything about Chris, he never comes off as a self promoting jerkwad. He&#8217;s balanced in his approach. He balances promoting his events &amp; speaking engagements partnered with vocalizing his legitimacy , all while maintaining a more than active conversation with the public.  I think one of the women who may be doing this best in social media is <a href="http://twitter.com/lizstrauss" target="_blank">Liz Strauss</a>. Mingled in with her day to day conversation she still takes time to mention her events and do a little healthy self promotion that never comes off as excessive or in your face.</span></p>
<p><span style="color: #000000;"><strong>3. Schmooze, Chatter, &amp; Network- </strong>If we&#8217;re naturally better suit to create dialogue based communities we should use our strength to help overcome our brain-based weakness. The sum is greater then the sum of all the parts, right? If we can create positive social media orgs for women, then as women break through the barrier, they can mentor and train the next generation to over come the same challenges. There&#8217;s a lot of insight and drive here, we just need a little more organization.</span></p>
<p><span style="color: #000000;">This networking function goes beyond  just connecting with other women in the industry. Network with the men who are currently leading the charge! I am sure you&#8217;d be surprised how many of them also think that women are unrepresented  in the scene ( especially at the events). If they know who the talented women are, that their intentions are honest, and that their work is superior, then  it is likely they were use a little of their social capital to help these women out.</span></p>
<p><span style="color: #000000;">In Short: Women are doing excellent work. I am confident we can &amp; will lead advanced social thinking &amp; dialogue, but to do so we need to start fighting our intuition and <strong>step into the portion of the spotlight we deserve</strong>.</span></p>
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		<title>15 Ways to Spot a Social Media Fake</title>
		<link>http://www.randomactsofdata.com/15-ways-to-spot-a-social-media-fake/</link>
		<comments>http://www.randomactsofdata.com/15-ways-to-spot-a-social-media-fake/#comments</comments>
		<pubDate>Wed, 04 Nov 2009 11:39:37 +0000</pubDate>
		<dc:creator>Anna</dc:creator>
				<category><![CDATA[Random Thoughts]]></category>

		<guid isPermaLink="false">http://www.randomactsofdata.com/?p=174</guid>
		<description><![CDATA[The other day I was asked to give advice to a company on how to spot Social Media fakers. After much thought and some valued input from @db, @BROOKLYN2020 &#38; @justjon , I threw together the following presentation with 15 &#8230; <a href="http://www.randomactsofdata.com/15-ways-to-spot-a-social-media-fake/">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #000000;">The other day I was asked to give advice to a company on how to spot Social Media fakers. After much thought and some valued input from <a title="http://twitter.com/db" href="http://" target="_blank">@db</a>, <a href="http://twitter.com/BROOKLYN2020" target="_blank">@BROOKLYN2020 </a>&amp; <a href="http://twitter.com/justjon" target="_blank">@justjon</a> , I threw together the following presentation with 15 ways to catch these vendors of certified crap &amp; tainted  social media views right in their slimy  tracks.  Enjoy!<br />
</span></p>
<p><strong><span style="color: #000000;">If we don&#8217;t start pointing out the losers in this business, it&#8217;s going to be hard for any of us to be winners.</span></strong></p>
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