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	<title>Digital Solid: Marketing Technology ROI</title>
	
	<link>http://www.digitalsolid.com</link>
	<description>Marketing Technology Musings and Tips by Jeff Larche</description>
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		<title>Overcoming the treachery of analytics</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/1WCxiq6PFl4/</link>
		<comments>http://www.digitalsolid.com/2010/09/03/overcoming-the-treachery-of-analytics/#comments</comments>
		<pubDate>Fri, 03 Sep 2010 06:43:47 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Visualization]]></category>
		<category><![CDATA[Web Analytics]]></category>
		<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[Avinash Kaushik]]></category>
		<category><![CDATA[Occam's Razor]]></category>
		<category><![CDATA[Rene Magritte]]></category>
		<category><![CDATA[This is not a pipe]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2442</guid>
		<description><![CDATA[What do these three quotes have in common? &#8220;Worship no false idols&#8221; &#8212; The First Commandment in the Old Testament &#8220;If you meet the Buddha on the road, kill him&#8221; &#8212; Zen adage &#8220;Become a ruthless killing machine when it comes to metrics/data&#8221; &#8212; Avinash Kaushik in a recent blog post. If you guessed that [...]]]></description>
			<content:encoded><![CDATA[<p>What do these three quotes have in common?</p>
<ul>
<li>&#8220;Worship no false idols&#8221; &#8212; The First Commandment in the Old Testament</li>
<li>&#8220;If you meet the Buddha on the road, kill him&#8221; &#8212; Zen adage</li>
<li>&#8220;Become a ruthless killing machine when it comes to metrics/data&#8221; &#8212; Avinash Kaushik in <a title="His post in Occam's Razor" href="http://www.kaushik.net/avinash/2010/08/win-big-web-analytics-eliminate-data-focus-outcomes.html" target="_blank">a recent blog post</a>.</li>
</ul>
<p><a href="http://www.digitalsolid.com/wp-content/uploads/2010/09/MagrittePipe.jpg" target="_blank"><img class="size-full wp-image-2512 alignright" style="margin-left: 8px;" title="This Is Not A Pipe" src="http://www.digitalsolid.com/wp-content/uploads/2010/09/220px-MagrittePipe.jpg" alt="" width="220" height="169" /></a>If you guessed that they all warn (with increasing violence!) against mistaking <em>the symbol</em> of something for the real thing, congratulations! You won a pipe. Surrealist painter René Magritte painted this particular pipe as a way to get us thinking about the paradox of symbols. Under it he painted a caption, “This is not a pipe.”</p>
<p>To drive his point home, Magritte named the painting, <em>The Treachery of Images</em>.</p>
<p>So how can we know when it’s time to wage war against our own treacherous web analytics? And once the body count has been tallied, what takes their place? What do we use to answer key questions and spur appropriate actions?</p>
<h3>Results Simply Summarized</h3>
<p>The answer: Show your audience only what they really want to know &#8212; not mere numbers and measurements, but <em>the other RSS</em>: results simply summarized. Here&#8217;s <a title="The story behind the two pears" href="http://www.kaushik.net/avinash/2010/08/win-big-web-analytics-eliminate-data-focus-outcomes.html" target="_blank">Avinash’s post for the full story</a>.</p>
<p>And here it is in a nutshell:</p>
<p>He describes a favorite application he downloaded for his Nexus One phone. It’s a cardio trainer. The app starts out just like another popular body monitoring system. I’m thinking of the Nike Plus application for the iPhone. Both give the standard run-down of miles run and progress achieved, compared with past sessions.</p>
<p>The cardio trainer app then makes an elegant attempt at RSS. Avinash, for one, feels that it succeeds. I agree. It refocuses attention past the numbers to the actual workout goal.</p>
<p>At the end of each run, to reflect his level of exertion, Avinash is presented with an award of sorts. The screen shows <em>two pieces of fruit</em> &#8212; two pairs. They represent the number of calories burned. The pairs are his to enjoy guilt-free. (Or he can imagine a calorie-laden equivalent, in a mental swap of one food for another. Perhaps the next version of the app will allow users to actually do this; To replace the outline of two pears with a rendering of a candy bar, or a couple of bottles of beer!)</p>
<p><a href="http://www.kaushik.net/avinash/2010/08/win-big-web-analytics-eliminate-data-focus-outcomes.html" target="_blank"><img class="alignright size-full wp-image-2530" style="margin-left: 8px;" title="Two pairs -- made real because they are earned and supported by data" src="http://www.digitalsolid.com/wp-content/uploads/2010/09/two_pairs.jpg" alt="" width="275" height="355" /></a>You might think these graphics are the same as Magritte’s pipe &#8212; mere symbols; not the real thing. You’d be overlooking a major distinction.</p>
<p>All Magritte was doing was showing the pipe. Avinash’s workout app was <em>presenting </em>the pears &#8212; awarding them. It was the summarization of the data behind it, proving to Avinash that this was his hard-won snack. It says, &#8220;Here you go. You earned it.&#8221;</p>
<h3>Connecting On Two Levels</h3>
<p>The representation of the pears became something he could connect with &#8212; both rationally and emotionally. Unlike Magritte’s pipe, the pears <strong>are results, supported by evidence</strong>. Consequently, for the recipient, they become so real that person could almost taste them!</p>
<p>Sadly, if most analytics pros were asked to cut out their own distracting and unpersuasive metrics, little would be left. Most metrics talk and talk but never get to the point.</p>
<p>This is precisely what senior management does not want. They want quick and truthful take-aways. Will they be dining on one delicious pear this month, or two? Or will there be none at all?</p>
<p>Of course business leaders wouldn&#8217;t want to see pears in their analytics. That would be absurd. So what <em>do </em>they care about? They want to see money of course. Or at least, clear proxies for money. Showing images people is always good, since selling things to people is the surest path to making money. With that in mind, consider using generic silhouettes of them, shown judiciously, and with data that supports their numbers on the page.</p>
<p>Be bold. Show senior management that their site generated more sales leads this month &#8212; as represented by silhouettes of cookie-cutter executives (presumably eager to know more about the product). Count them. How many more are there this month compared to last? Line them up for comparison, month-to-month or year-to-date.</p>
<p>Or, as another example, show how the website is lowering operational costs. Illustrate the success of answering more consumer questions online versus having these people call your pricey phone center. In this case, the graphic could be a string of telephone headset icons. Compared to last month, are there fewer of them shown, or more?</p>
<p>Go on your own metrics killing spree, but first, know what you’re pursuing.</p>
<p>Kill any metric that produces more smoke than light. Allow the remaining metrics to build upon each other and add richness to your story. Then, as a satisfying grace note, find that single graphic which best sums up the current situation. Use symbolic language that is meaningful to your audience, to transcend facts and figures.</p>
<p>Do this, and far from being <em>Magritte&#8217;s pipe</em>, this graphic will be your own &#8220;Avinash&#8217;s pears.&#8221;</p>
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		<title>Does size matter when converting site visitors?</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/MbhaCleyTIk/</link>
		<comments>http://www.digitalsolid.com/2010/09/01/does-size-matter-when-converting-visitors-to-a-site/#comments</comments>
		<pubDate>Wed, 01 Sep 2010 23:13:08 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[Google Website Optimizer]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2490</guid>
		<description><![CDATA[A while back I shared the fascinating &#8220;Which Test Won?&#8221; case of a former client, Sony Creative Software. Today I played the guessing game with a different type of A/B test. It used Google&#8217;s Website Optimizer, an amazing tool for multivariate testing. The goal of one of the tests, shown below, was to see if the [...]]]></description>
			<content:encoded><![CDATA[<p>A while back I shared the fascinating <a title="Which Test Won?" href="http://www.digitalsolid.com/2010/07/14/can-you-guess-the-winner-in-this-ab-test/" target="_self">&#8220;Which Test Won?&#8221; case of a former client, Sony Creative Software</a>. Today I played the guessing game with a different type of A/B test. It used <a title="Website Optimizer" href="http://www.google.com/websiteoptimizer" target="_blank">Google&#8217;s Website Optimizer</a>, an amazing tool for multivariate testing.</p>
<p>The goal of one of the tests, shown below, was to see if the size of a call-to-action influences results.</p>
<p><a href="http://whichtestwon.com/archives/4869"><img class="aligncenter size-full wp-image-2499" title="Which Test Won?" src="http://www.digitalsolid.com/wp-content/uploads/2010/09/anne_holland_header.jpg" alt="" width="500" height="250" /></a></p>
<table>
<tbody>
<tr>
<td><a href="http://whichtestwon.com/archives/4869"><img class="aligncenter size-full wp-image-2500" title="Version A" src="http://www.digitalsolid.com/wp-content/uploads/2010/09/versA.jpg" alt="" width="300" height="230" /></a></td>
<td><a href="http://whichtestwon.com/archives/4869"><img class="aligncenter size-full wp-image-2500" title="Version B" src="http://www.digitalsolid.com/wp-content/uploads/2010/09/versB.jpg" alt="" width="300" height="230" /></a></td>
</tr>
</tbody>
</table>
<p>It does, by an impressive 8 percentage points, but I won&#8217;t tell you which was the winner. What I will say is that, this time, my educated guess was dead wrong!</p>
<p>How about you?</p>
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		<title>The power of consequential strangers</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/MM8AqRdfq2o/</link>
		<comments>http://www.digitalsolid.com/2010/08/17/the-power-of-consequential-strangers/#comments</comments>
		<pubDate>Tue, 17 Aug 2010 20:27:36 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[social media]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2444</guid>
		<description><![CDATA[Social network marketing (a.k.a. &#8220;social media&#8221;) has a mystique that will soon fade. That is both inevitable and a good thing. It&#8217;s an effective technique that will join other similarly important marketing tactics. But hey, it&#8217;s not a cure for cancer. In fact, it ain&#8217;t even a shortcut to success, fame or riches! At its [...]]]></description>
			<content:encoded><![CDATA[<p>Social network marketing (a.k.a. &#8220;social media&#8221;) has a mystique that will soon fade. That is both inevitable and a good thing.</p>
<p>It&#8217;s an effective technique that will join other similarly important marketing tactics. But hey, it&#8217;s not a cure for cancer. In fact, it ain&#8217;t even a shortcut to success, fame or riches!</p>
<p>At its best, when combined with hard work and a sure hand, social network marketing can help you sell stuff and improve customer service. (And I would say social media does far better at the latter than the former).</p>
<p><img class="aligncenter size-full wp-image-2478" title="Within 20 minutes, three &quot;weak tie&quot; acquaintances come to my aid on Twitter!" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/weak_tie_power.png" alt="" width="500" height="318" /></p>
<p>So: It will soon become yesterday&#8217;s news. Before it does, let&#8217;s remember its humble origins &#8212; or become acquainted with them for the first time.</p>
<h3>Relationship Revolution</h3>
<p>Before the web as we know it today was invented, Stanford sociologist <a title="Mark's bio on Wikipedia" href="http://en.wikipedia.org/wiki/Mark_Granovetter" target="_blank">Mark Granovetter</a> wrote an influential paper called<em> The Strength of Weak Ties</em>. The ties he described, between acquaintances (as opposed to trusted friends and family, who supply <em>strong</em> ties), are what social media is all about. But get this: Granovetter first described them back when Richard Nixon was still in office.</p>
<p>I was reminded of this when I read a quote from the more recent past, by Michael Schrage.</p>
<p>You see, 13 years ago, while writing in something called the <a title="The 1997 Merrill Lynch Forum" href="http://www.cooperationcommons.com/node/406" target="_blank"><em>Merrill Lynch Forum</em></a>, Schrage used the phrase <em>relationship revolution</em>. It didn&#8217;t stick as a buzzword, but its meaning and power has only grown.</p>
<p>Schrage was asked in the <em>Forum</em> to analyze how new technologies would transform businesses. His response follows:</p>
<blockquote><p>Along every conceivable dimension &#8212; from the intimate to the institutional &#8212; digital media force both individuals and organizations to redefine what kind of relationships create value. [Schrage continued, to paraphrase:] The result of this paradigm shift isn&#8217;t about data and information, <strong>it&#8217;s about the value and priority that people place on the quantity and quality of their relationships</strong>.</p></blockquote>
<p>The emphasis above is mine. Schrage and others wrote about weak ties as the <strong><em>power of consequential strangers</em></strong> &#8212; those who provide new value to us in this digital age. The new value can be as simple as helping us find new musical artists we&#8217;ll like (as I did in the screen capture above, using Twitter), or something as important as choosing a good school or seeking a reprieve from physically or social isolation.</p>
<p>All of this sounds far more recent than the mid-1990s (or the Nixon Administration!). It&#8217;s worth noting. As we all happily experiment in this exciting new medium &#8212; and before its bloom of &#8220;newness&#8221; has faded &#8212; let&#8217;s take a moment to remember the work of Granovetter and Schrage, and the power of consequential strangers.</p>
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		<title>MindJet adds Gantt charting to its mind mapping software</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/faIX01FwWJE/</link>
		<comments>http://www.digitalsolid.com/2010/08/11/mindjet-adds-gantt-charting-to-its-mind-mapping-software/#comments</comments>
		<pubDate>Thu, 12 Aug 2010 02:20:07 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Productivity]]></category>
		<category><![CDATA[Visualization]]></category>
		<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[Gantt charts]]></category>
		<category><![CDATA[mindjet]]></category>
		<category><![CDATA[mindjet.com]]></category>
		<category><![CDATA[mindmanager]]></category>
		<category><![CDATA[Visio]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2458</guid>
		<description><![CDATA[I&#8217;ve been an advocate of mind mapping for years, and have recently talked about my preference for using MindJet.com&#8217;s mind mapping product, MindManager. I even demonstrated its power, while leading a discussion about rich digital media, at an UnGeeked Conference in May. I find the system a huge time-saver. Now MindJet has upgraded their software [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve been <a title="My first fan letter to mind mapping" href="http://www.digitalsolid.com/2007/07/01/thinking-in-mapped-networks-with-connections-real-and-implied/" target="_self">an advocate of mind mapping for years</a>, and have recently talked about my preference for using MindJet.com&#8217;s mind mapping product, MindManager. I even demonstrated its power, while leading <a title="Voice: The original rich media" href="http://www.digitalsolid.com/2010/05/14/voice-the-original-rich-media/" target="_self">a discussion about rich digital media, at an UnGeeked Conference in May</a>. I find the system a huge time-saver. Now MindJet has upgraded their software to include a valuable way to share project roles, deadlines and milestones: Gantt charting.</p>
<p>Since the 1990s I&#8217;ve appreciated the ability of Gantt charts to bring teams to agreement on project roles and deadlines. It&#8217;s an equally valuable way to show clients how any delay in supplying crucial content or sign-offs can push web launch dates out. Below is an example:</p>
<p><img class="aligncenter size-full wp-image-2462" title="Using Visio to do Gantt charting was never easy" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/visio_gantt_chart.jpg" alt="" width="473" height="395" /></p>
<p>The detail is intentionally too small to make out, because I&#8217;ve used live client details. From left to right, this chart shows the task name, and start date, end date, and duration in days. After that is the chart itself. Milestones are the green bars. Every task within that milestone must be completed before the milestone is reached and the next milestone and task set begins.</p>
<p>My web development team would &#8220;own&#8221; some of the tasks, and the client would own others. At a glance, everyone knew what they needed to do and when. They also knew the effects on the project as a whole if they missed their deadline. Great stuff.</p>
<p><a title="MindJet's blog on the release of MindManager 9" href="http://blog.mindjet.com/2010/08/mindmanager-version-9-for-windows-is-here" target="_blank">Now, the just-released MindManager 9 includes this feature</a>. Below shows a simple Gantt chart, from MindJet&#8217;s introductory video:</p>
<p><a href="http://blog.mindjet.com/2010/08/mindmanager-version-9-for-windows-is-here"><img class="aligncenter size-full wp-image-2464" title="MindManager Gantt charting promises to make the construction of these project management documents more collaborative -- and easier to build and alter!" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/mindmanager_gantt.jpg" alt="" width="446" height="296" /></a></p>
<p>Needless to say I&#8217;m eager to give the Gantt charting a test spin. What&#8217;s especially exciting is it takes the collaborative strengths of building a mind map as a team and fairly quickly converts that shared map into a full-blown project plan.</p>
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		<title>The time wasn’t right for Google Wave</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/Cy6Qx3Y-nOU/</link>
		<comments>http://www.digitalsolid.com/2010/08/05/the-time-wasnt-right-for-google-wave/#comments</comments>
		<pubDate>Thu, 05 Aug 2010 14:17:27 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Productivity]]></category>
		<category><![CDATA[Social Networks]]></category>
		<category><![CDATA[Google Wave]]></category>
		<category><![CDATA[Michael Schrage]]></category>
		<category><![CDATA[No More Teams]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2416</guid>
		<description><![CDATA[One of the first adding machines was created in the mid-1600s. It took another two centuries before they were common in the workplace. Did adding up figures suddenly become more difficult or error-prone after two centuries? What exactly about numbers changed in the late 1800&#8242;s to make this new technology so suddenly appealing? Of course [...]]]></description>
			<content:encoded><![CDATA[<p>One of the first adding machines was created in the mid-1600s. It took another two centuries before they were common in the workplace. Did adding up figures suddenly become more difficult or error-prone after two centuries? What exactly about numbers changed in the late 1800&#8242;s to make this new technology so suddenly appealing?</p>
<p>Of course the answer is that it was <strong>us</strong> who changed, not the fundamentals of math. To say we changed slowly is an understatement &#8212; in spite of the major economic improvements and workplace enhancements that came from their adoption.</p>
<p><img class="alignright size-full wp-image-2447" title="Google Wave: Rest In Peace" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/rip_wave.jpg" alt="" width="156" height="149" />It&#8217;s hard to imaging myself being one of those poor office clerks who added figures in his head all day, back in the so-called Age of Enlightenment. What I can be pretty sure of is this: A machine that does adding <strong>for</strong> you must have initially seemed far-fetched; even comical. How on earth could a machine do the work of the human brain? There must be some sort of catch.</p>
<p>Of course you know where I&#8217;m going with this.</p>
<p>Many writers of obituaries for the soon-to-be-euthanized Google Wave have said it was <strong>a slick solution lacking a problem</strong>. It therefore died of neglect.</p>
<p>I agree that it lacked a critical mass of users, but I disagree with the &#8220;lack of problem&#8221; assertion. Google Wave did real work, and it did it in a way that was flawed but thrilling for the vast potential it represented. At least, it thrilled me.</p>
<p>Ever since the mid-1990s, when I read the book of a very young Michael Schrage, <em><a title="No More Teams! by Michael Schrage" href="http://www.randomhouse.com/catalog/display.pperl?isbn=9780385476034&amp;view=excerpt" target="_blank">No More Teams!: Mastering the Dynamics of Creative Collaboration</a></em>, I realized that there were many barriers to good workplace collaboration. Chief among them was technology. Especially back then, personal computers were isolating machines. They forced us to relate with a small screen and a single keyword.</p>
<p>One of his observations was that before we could take the next incremental leap in teamwork, we needed a revolution in the technology that supports us. Of course he was right, but his pronouncement overlooked another barrier: We might be handed the technology we need to collaborate in a networked age and its environment so unfamiliar that it is almost universally rejected.</p>
<p>A year ago I predicted that <a title="My Google Wave prediction" href="http://www.digitalsolid.com/2009/06/21/want-to-know-how-youll-be-working-in-two-years-watch-this-video/" target="_self">we would be working within something like Google Wave &#8220;in two years.&#8221;</a> I seem to have missed in that number by a factoring error of 10 &#8212; maybe even 100.</p>
<p>That would put adoption of the Wave at 200 years from now. In the meantime, I guess we all continue to add up columns by hand and grouse about our dreary workaday lives.</p>
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		<title>Counting unique site visitors shouldn’t be so hard</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/IehphWgY8V0/</link>
		<comments>http://www.digitalsolid.com/2010/08/03/counting-unique-site-visitors-shouldnt-be-so-hard/#comments</comments>
		<pubDate>Tue, 03 Aug 2010 17:23:52 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Web Analytics]]></category>
		<category><![CDATA[Absolute Unique Visitors]]></category>
		<category><![CDATA[Avinash Kaushik]]></category>
		<category><![CDATA[Unique Visitors]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2384</guid>
		<description><![CDATA[If you and I pulled up a site&#8217;s analytics, and I asked you to show me the key performance indicators (KPIs), the chances are good you&#8217;d start with Unique Visitors. Google provides that figure near the top of its Google Analytics (GA) dashboard. Behind that number is a story that can make the best of [...]]]></description>
			<content:encoded><![CDATA[<p>If you and I pulled up a site&#8217;s analytics, and I asked you to show me the key performance indicators (KPIs), the chances are good you&#8217;d start with Unique Visitors. Google provides that figure near the top of its Google Analytics (GA) dashboard.</p>
<p>Behind that number is a story that can make the best of us wince &#8212; or in the case of the esteemed <a title="Occam's Razor, the analytics blog of Avinash Kaushik" href="http://www.kaushik.net/avinash/" target="_blank">Avinash Kaushik</a>, laugh nervously.</p>
<p>The story behind it is like a cross between a Senate Budget Reconciliation Hearing and an episode of <em>The Sopranos</em>. It includes numbers that never add up, shifting definitions of a word (&#8220;unique&#8221;), and one powerful yet tragically flawed KPI that is quietly driven out to the woods and eliminated. Although the people at GA don&#8217;t call it that. They call it being &#8220;deprecated.&#8221;</p>
<p>I was reminded of this when a client emailed me asking for clarity. There had been a discussion of Google Analytic&#8217;s &#8220;Absolute Unique Visitors&#8221; and its &#8220;Unique Visitors.&#8221; She wrote: &#8220;So let me see if I have it right regarding the difference between an absolute and regular unique.  An absolute is someone who&#8217;s only visited once during said timeframe and is counted as one. Unique is someone who&#8217;s visited any number of times during said timeframe and is counted as one? Is this correct?&#8221;</p>
<p>My reply was longer than I would have liked, but had some things about it that could be helpful for others of my readers. A version of it is below, with all client information changed or eliminated. It began with this: &#8220;Your definition of the absolute unique visitor is exactly correct. Your definition of the (merely) unique visitor is also exactly as I&#8217;d described it &#8212; although in your description you used a &#8220;metric&#8221; (which is a type of visitor) to define a &#8220;dimension&#8221; (which is a number, as in a visit count).&#8221;</p>
<div id="attachment_2417" class="wp-caption alignleft" style="width: 265px"><a href="http://www.digitalsolid.com/wp-content/uploads/2010/08/unique_visitors_in_reporting.jpg" target="_blank"><img class="size-medium wp-image-2417 " style="margin-right: 12px; margin-bottom: 7px; margin-left: 0px;" title="unique_visitors_in_reporting" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/unique_visitors_in_reporting-255x300.jpg" alt="" width="255" height="300" /></a><p class="wp-caption-text">Here are two reports combined in one graphic, both from snapshots of a site&#39;s analytics. I chose it because of the numbers. They&#39;re small enough to add up; which is still often a tall order in web analytics. Also, because of their size, they</p></div>
<h3>Metric versus Dimension, you say?</h3>
<p>Understanding what a unique visitor is requires knowing a bit about how the system measures things.</p>
<p>Google Analytics allows for flexible reporting by creating categories of things, <em>Dimensions</em>, and then counting them using <em>Metrics</em>.</p>
<p>Think of how you describe a newborn&#8217;s vitals stats:</p>
<ul>
<li>Weight = 6 pounds 5 ounces</li>
<li>Length = 18 inches</li>
</ul>
<p>(By guessing at that last number I may have inadvertently revealed that I&#8217;ve never had a child or been around a delivery, and haven&#8217;t a clue what a typical newborn&#8217;s length is).</p>
<p>The point is the first part of the sentence is the dimension and the second part, which is the counting part, is the metric. Thrown in at the end is the unit of measure &#8212; ounces and inches.</p>
<p>Google Analytics blows people&#8217;s minds by having both a dimension and a metric to describe one thing: visitor frequency.</p>
<p>This is sloppy, and it&#8217;s a measure of how Google improves its products in gradual increments. GA is an analytics system that is excellent but experiencing growing pains.</p>
<p>It is here &#8212; with GA&#8217;s parallel accounting of visitors &#8212; that the whole unique visitor thing starts breaking down.</p>
<p>You see, in the <a title="Google Analytics API Data Dictionary" href="http://code.google.com/apis/analytics/docs/gdata/gdataReferenceDimensionsMetrics.html" target="_blank">GA API data dictionary</a>, there is a dimension called &#8220;ga:visitCount.&#8221;</p>
<p>In October of last year Google started phasing out its predecessor, &#8220;ga:countOfVisits,&#8221; from which the &#8220;Absolute Unique Visitors&#8221; had always been generated.</p>
<p>Now when you look that old dimension, the data dictionary describes it this way: &#8220;&#8230; (deprecated) &#8230; See ga:visitCount.&#8221; If you look for ga:countOfVisits in the <a title="Google Analytics API Data Dictionary" href="http://code.google.com/apis/analytics/docs/gdata/gdataReferenceDimensionsMetrics.html" target="_blank">GA API data dictionary</a>, you&#8217;ll even see it&#8217;s been grayed out.</p>
<p>The description goes on to say this now-mostly-vanquished dimension is the &#8220;Number of visits to your website,&#8221; and is, &#8220;calculated by determining the number of visitor sessions.&#8221;</p>
<p>So it&#8217;s &#8220;ga:countOfVisits = 1&#8243; that gave us Absolute Unique Visitor.</p>
<p>For my clients, when I look for that old workhorse of a KPI in the GA Dashboard navigation, I see it&#8217;s gone totally missing. Does yours still have it? The answer depends, I&#8217;ve been led to believe, on where you are in the phase-out yet. Eventually the <em>Absolute Unique Visitor</em> will be completely wiped out, in favor of &#8220;ga:visitCount = 1&#8243; &#8212; <em>Unique Visitor</em>.</p>
<p>There is also a metric (as opposed to those two dimensions I was telling you about), called &#8220;ga:newVisits.&#8221; This is extremely useful. But it is a metric, so it can only be expressed when paired with a dimension (is 18 inches meaningful at all if it wasn&#8217;t associated with a newborn?).</p>
<p>The data dictionary describes this metric as &#8220;The number of visitors whose visit to your website was marked as a first-time visit.&#8221;</p>
<h3>The Man With Two Watches</h3>
<p>This is a lot of ways to find the same thing &#8212; How many visitors, without repeating any, have come to your site? I&#8217;m reminded of the Chinese adage, &#8220;The man with one watch always knows what time it is. The man with two is never sure.&#8221;</p>
<p>The only reassuring news is this: </p>
<p>It is only analytics reporting that goes much deeper than a superficial number that actually provides actionable insights. <strong>Visitors &#8212; unique or otherwise &#8212; only become truly important to a business in terms of what they have done and what they&#8217;re doing now!</strong></p>
<p>If you want to share a laugh about this topic, I present this YouTube video of Avinash fielding questions from viewers. He laughs nervously, but then provides the news that the phase-out is gradually progressing:</p>
<p style="text-align: center;"><a href="http://www.youtube.com/watch?v=e9IGLJRDSlc&amp;#t=19m2s" target="_blank"><img class="aligncenter size-full wp-image-2419" title="Absolute Unique Visitor demystified - sort of - on YouTube" src="http://www.digitalsolid.com/wp-content/uploads/2010/08/avinash.jpg" alt="" width="498" height="318" /></a></p>
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		<title>Netflix and Amazon customers are zooming past an inflection point</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/HBwVny3bQlY/</link>
		<comments>http://www.digitalsolid.com/2010/07/30/news-from-netflix-and-amazon-zooming-past-an-inflection-point/#comments</comments>
		<pubDate>Fri, 30 Jul 2010 14:12:27 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Long Tail]]></category>
		<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[Amazon]]></category>
		<category><![CDATA[inflection point]]></category>
		<category><![CDATA[Netflix]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2381</guid>
		<description><![CDATA[An inflection point is a term from calculus. It&#8217;s a place where a charted curve changes direction. Inflection points make interesting charts. They can also be harrowing for passengers zooming along the curve, hanging on for dear life. Just ask today&#8217;s struggling newspapers, publishing houses and record labels. Many would tell you that passing an [...]]]></description>
			<content:encoded><![CDATA[<p>An inflection point is a term from calculus. It&#8217;s a place where a charted curve changes direction. Inflection points make interesting charts. They can also be harrowing for passengers zooming along the curve, hanging on for dear life. Just ask today&#8217;s struggling newspapers, publishing houses and <a title="Is the music industry returning to street corner busking?" href="http://www.digitalsolid.com/2007/02/23/is-the-music-industry-returning-to-street-corner-busking/" target="_self">record labels</a>. Many would tell you that passing an inflection point is as fun as passing a kidney stone, only it takes longer. But the worst of a harrowing ride may be close to over.</p>
<p>At least for two industries, we may finally be rounding the midway point between mostly analog and mostly digital.</p>
<p>Let&#8217;s start with Netflix. I was struck earlier this year to learn that <a title="55 percent of subscribers have streamed some content" href="http://www.zdnet.com/blog/btl/netflix-55-percent-of-subscribers-now-streaming-movies/33415" target="_blank">a majority of all Netflix subscribers have streamed at least some content online within the month</a>. This is huge.</p>
<p>True, the delivery of DVDs to customers&#8217; mailboxes is already partly digital. The first &#8220;D&#8221; in DVD is &#8220;Digital.&#8221; But reliance on the U.S. Postal Service to deliver those digital packages is fraught with expense and inefficiency; Expensive, because &#8212;  to quote Jeff Jarvis &#8212; <a title="WWGD - The Powerpoint on Slideshare" href="http://www.slideshare.net/jeffjarvis/wwgd-the-powerpoint" target="_blank"><em>atoms are a drag</em></a>. And inefficient, because you need a physical warehouse of disks. Only a finite number  of people can watch the same film on the same day.</p>
<p><img class="aligncenter size-full wp-image-2385" title="Has book and movie distribution finally arrived at the digital inflection point?" src="http://www.digitalsolid.com/wp-content/uploads/2010/07/inflexion.jpg" alt="" width="520" height="420" /></p>
<p>Then, earlier this week, I read that <a title="The shift of hardcover books to e-books as reported in the NY Times" href="http://www.nytimes.com/2010/07/20/technology/20kindle.html" target="_blank">Amazon is now selling more e-books than hardcovers</a>. The speed of this shift to reading on Kindles, iPads and other e-readers is a surprise even to those who should know better. Amazon says they now sell 180 e-books for every 100 hardcover books. A few months ago it was only 143 for every 100!</p>
<p>This is even more astonishing when you take into account that, according <a title="The shift of hardcover books to e-books as reported in the NY Times" href="http://www.nytimes.com/2010/07/20/technology/20kindle.html" target="_blank">this <em>New York Times</em> article</a>, &#8220;Amazon has 630,000 Kindle books, a small fraction of the millions of books sold on the site.&#8221;</p>
<h3>Change is painful. But the worst pain is cyclical.</h3>
<p>Sometimes it feels like the world is racing to a terrible future &#8212; similar to the ancient world maps where waters on the outer fringes had sober warnings of sea monsters. But at least from a cultural / technological perspective, call me an optimist. (I don&#8217;t speak here of the world&#8217;s geopolitical or ecological fate, and don&#8217;t get me started!)</p>
<p>I believe the voyage around this and similar inflection points is taking us to a pretty cool place. We just need to hold on tight and be prepared when we hit land. The other side of this curve will be as brimming with opportunity as it is different from the world we know now.</p>
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		<title>Web design tips to get the most out of Google Analytics</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/NIf2Lao9_bg/</link>
		<comments>http://www.digitalsolid.com/2010/07/28/web-design-tips-to-get-the-most-out-of-google-analytics/#comments</comments>
		<pubDate>Thu, 29 Jul 2010 04:11:27 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Web Marketing]]></category>
		<category><![CDATA[google analytics]]></category>
		<category><![CDATA[Omniture]]></category>
		<category><![CDATA[Web Design Tips]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2360</guid>
		<description><![CDATA[If you&#8217;re redesigning your site, or working on a redesign for others, isn&#8217;t it time to stop and think about how you&#8217;ll be measuring success? Follow these six guidelines to ensure that the output of what you produce won&#8217;t be left to guesswork. These recommendations will help you design your new site in a way [...]]]></description>
			<content:encoded><![CDATA[<p>If you&#8217;re redesigning your site, or working on a redesign for others, isn&#8217;t it time to stop and think about how you&#8217;ll be measuring success? Follow these six guidelines to ensure that the output of what you produce won&#8217;t be left to guesswork. These recommendations will help you design your new site in a way that works well with Google Analytics.</p>
<p>What if you&#8217;re <em>not</em> using Google Analytics to measure traffic? Most of these tips are equally applicable to other JavaScript driven, &#8220;cookie-based&#8221; analytics systems. Ultimately all these systems can all use a little loving attention during a site&#8217;s design!</p>
<h3>1.) Add Google Analytics scripting to all pages</h3>
<p>Every page that you&#8217;d like to measure needs to have the <a title="Inserting Google Analytics code into a site" href="http://www.google.com/support/analytics/bin/answer.py?answer=174090" target="_blank">GA scripting appearing somewhere in the code</a>. It&#8217;s often omitted from pages that load in &#8220;real&#8221; pages using iFrames, or other pages such as obscure forms. This isn&#8217;t a problem until you need to measure these page loads as steps to a GA &#8220;Goal&#8221; (what Google calls a conversion). Sometimes this page even becomes the Goal itself.</p>
<h3>2.) Try not to convert on another site</h3>
<p>In other words, if possible avoid having a <a href="http://www.grokdotcom.com/topics/buysellhyperlinking.htm" target="new">call-to-action</a> point people to an extranet, or some other site configured exclusively for processing transactions. Instead, always strive to have those actions take place on the same site, with pages that are fully coded for GA monitoring. Otherwise, you bring visitors to the point of converting and Poof! They&#8217;ve left you. Then you&#8217;ll have trouble measuring those conversions in the Google Analytics reporting.</p>
<h3>3.) Choose AJAX over Flash when possible</h3>
<p><img class="alignright size-full wp-image-2368" title="Flash doesn't talk to Google Analytics nearly as readily as AJAX does. So when in doubt, choose the latter!" src="http://www.digitalsolid.com/wp-content/uploads/2010/07/no_flash.png" alt="" width="160" height="150" />GA is driven by JavaScript data that&#8217;s delivered off of HTML pages. Combine that with the fact that AJAX is fundamentally JavaScript and you won&#8217;t be surprised to read this advice. Sorry, Adobe Flash!</p>
<p>What&#8217;s more, with HTML5, Flash is becoming even less crucial when you need to deliver a high-end presentation experience. Of course, somethings there is not option.</p>
<p>When you must add Flash, and it often happens, be sure you&#8217;ve included code in the Flash ActionScript to gather the right data and pass it to the JavaScript surrounding the Flash embedded file. If that all sounded like Martian, relax. Then show your developer <a href="http://code.google.com/apis/analytics/docs/tracking/flashTrackingIntro.html" target="new">this post on how to integrate GA into Flash.</a></p>
<h3>4.) Ensure each of your page titles is unique &#8212; and yes, give each page a title!</h3>
<p>Does this look familiar from the search engine optimization advice you&#8217;re read? It happens to be one of the most important things you can do to help search engines. You&#8217;ll recall that search engine optimization (SEO) experts also recommend you load these <code> &lt;title&gt; tags</code> with keywords that matter from an SEO perspective. But that&#8217;s not why I recommend it here.</p>
<p>Name your pages uniquely and it will be easier to generate user-friendly reports of page views and pathways in GA. In many places on the dashboard, Google Analytics&#8217;s reporting allows for real names of pages to be listed, instead of web addresses.</p>
<p>This wonderful feature is sorely underused because so many sites have duplicate page titles &#8212; or too many pages with no titles at all!</p>
<h3>5.) Ensure one URL per page</h3>
<p>Some sites include two or sometimes more web addresses for many of its pages!</p>
<p>Here&#8217;s a hypothetical situation. If a webmaster of a site wanted to give a blog contributor a more user-friendly (and search-friendly) profile page, they might use a redirect. For instance <code>www.mybusiness.com/display.asp?ID=463</code> might become <code>www.mybusiness.com</code><code>/writers/bill-smith/</code> That&#8217;s awesome, but I&#8217;ve personally encountered businesses that accomplished these friendly web addresses through sometimes <strong>hundreds of redirects</strong> that aren&#8217;t at the DOM level. It takes a 301 or 302 to do that DOM level change, which is the only way that GA can log page views correctly. By using other types of redirects to create these new page URLs, the webmasters create a mess in GA!</p>
<p>Imagine: How do you measure page views and much else, when GA reports one number of views for the first URL, and a second number of views for the second, both for the very same page? The answer is you either have to add them up, or hope webmasters followed #4 and used truly unique page titles. Otherwise the consequences is a ton more work extracting good data and a limited scope of what you can report!</p>
<p>Here&#8217;s a great post from Google on <a href="http://www.google.com/support/forum/p/Google+Analytics/thread?tid=51c7a2aa222f415e&amp;hl=en" target="new">301 and 302 redirects and their effect on Google Analytics</a>.</p>
<h3>6.) Create Logical Page / Folder Hierarchies</h3>
<p>Google Analytics reports best when pages are organizing by folders &#8212; either real or generated (using those 301/302&#8242;s and a smart set of rules). That example above could have pages along this organization:</p>
<p><em>www.mybusiness.com/products/display/</em></p>
<p><em>www.mybusiness.com/products/maintenance/cleaning/</em></p>
<p><em>www.mybusiness.com/products/maintenance/repair/</em></p>
<p>You get the idea.</p>
<p>The consideration of folder names and levels is extremely important, not just to help humans and search engines, but to make your reports in Google Analytics a little easier to understand. They sometimes make the reporting more accurate.</p>
<p><strong>Note:</strong> These folding level are NOT necessarily reflective of the navigation within the site. It is not necessary that they coincide perfectly. This <em>foldering protocol</em> would be purely the URLs displayed in the browser address bar, and nothing else. You could have differences in, say, the <a title="Definition of Breadcrumb Navigation" href="http://en.wikipedia.org/wiki/Breadcrumb_%28navigation%29" target="_self">breadcrumb navigation</a> displayed on each page.</p>
<h3>Are there others I missed?</h3>
<p>Those are the six more obvious rules for designing sites to work best with GA. Your comments on other ways are always welcome.</p>
<h3>One final tip</h3>
<p>Here&#8217;s a terrific post for the Google Analytic power user, to help <a title="How to report both page name and URL in GA reports -- at the same time" href="http://www.lunametrics.com/blog/2010/07/15/showing-page-titles-url-google-analytics/" target="_blank">find and fix duplicate page names, or to provide in reports both a page URLs and names</a>.</p>
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		<title>Twiducate concept is too good to stay in the classroom</title>
		<link>http://feedproxy.google.com/~r/DigitalSolid/~3/p_e9JM2C7gY/</link>
		<comments>http://www.digitalsolid.com/2010/07/20/twiducate-concept-is-too-good-to-stay-in-the-classroom/#comments</comments>
		<pubDate>Tue, 20 Jul 2010 15:04:52 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Productivity]]></category>
		<category><![CDATA[Social Networks]]></category>
		<category><![CDATA[facebook]]></category>
		<category><![CDATA[Fotolog]]></category>
		<category><![CDATA[Mark Zuckerburg]]></category>
		<category><![CDATA[Naomi Harm]]></category>
		<category><![CDATA[social media]]></category>
		<category><![CDATA[Twiducate]]></category>
		<category><![CDATA[Yammer]]></category>

		<guid isPermaLink="false">http://www.digitalsolid.com/?p=2343</guid>
		<description><![CDATA[Yesterday Naomi Harm give a keynote address at the Lake Geneva Schools Technology Academy, an educational event for elementary, middle school and high school teachers. Although I wasn&#8217;t at the event, word reached me about a social media-inspired educational platform called Twiducate. Similar to Yammer (&#8220;Twitter for intra-business communication&#8221;), Twiducate does not use the already [...]]]></description>
			<content:encoded><![CDATA[<p>Yesterday <a title="Naomi Harm's blog" href="http://blog.innovativeeducator.us/" target="_blank">Naomi Harm</a> give a keynote address at the <a title="Lake Geneva Schools Technology Academy" href="http://www.badger.k12.wi.us/modules/cms/pages.phtml?pageid=43645&amp;sessionid=67e61da898e7e4c769c011d955878afe" target="_blank">Lake Geneva Schools Technology Academy</a>, an educational event for elementary, middle school and high school teachers. Although I wasn&#8217;t at the event, word reached me about a social media-inspired educational platform called <a title="Twiducate" href="http://twiducate.com" target="_blank">Twiducate</a>. Similar to <a title="Yammer.com" href="http://yammer.com" target="_blank">Yamme</a>r (&#8220;Twitter for intra-business communication&#8221;), Twiducate does not use the already overtaxed Twitter platform, but instead uses many of the principles that make Twitter so useful.</p>
<p>I took a test-drive of Twiducate last night, and two things struck me. The first revelation I had became the title for this post; The developers of Twiducate will be hard-pressed to stop work groups other than classrooms from using the tool. The other revelation is about education reform. Yes, reform won&#8217;t happen on its own. But certain facets of it will happen naturally, &#8220;seeping in&#8221; from the emerging social media zeitgeist. Avoiding new teaching environments like Twiducate will be like holding back a rising tide.</p>
<p>Here&#8217;s a video:</p>
<p><object classid="clsid:d27cdb6e-ae6d-11cf-96b8-444553540000" width="560" height="340" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0"><param name="allowFullScreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="src" value="http://www.youtube.com/v/1biNVGyS2Iw&amp;hl=en_US&amp;fs=1?rel=0&amp;color1=0xcc2550&amp;color2=0xe87a9f&amp;hd=1" /><param name="allowfullscreen" value="true" /><embed type="application/x-shockwave-flash" width="560" height="340" src="http://www.youtube.com/v/1biNVGyS2Iw&amp;hl=en_US&amp;fs=1?rel=0&amp;color1=0xcc2550&amp;color2=0xe87a9f&amp;hd=1" allowscriptaccess="always" allowfullscreen="true"></embed></object></p>
<p>So: Will the subversion of this tool be harmful?</p>
<p>I think asking the question is moot. This type of thing will happen regardless. I&#8217;m thinking of at least two other examples of where a social network is forced to morph because of the unintended uses those pesky members decide to put it to.</p>
<ol>
<li><a title="Fotolog in Wikipedia" href="http://en.wikipedia.org/wiki/Fotolog" target="_blank">Fotolog.com</a> started as a primarily photo-sharing site, similar to Flickr.com. But its meteoric growth in the last decade &#8212; especially in Chile, Argentina and Brazil &#8212; was due to users hopping on to connect and generally socialize. Sharing favorite pics became secondary.</li>
<li>If the above sounds like dumb luck &#8212; like simply being in the right place with the right product (read: social toolset) &#8212; you&#8217;re right. And you&#8217;re also probably thinking of my second example. Although <a title="Mark Zuckerburg in Wikipedia" href="http://en.wikipedia.org/wiki/Mark_Zuckerberg" target="_blank">Mark Zuckerburg</a> might posit that Facebook&#8217;s growth was all part of some master plan, we shouldn&#8217;t forget that he built it in his dorm, six years ago, as merely a &#8220;Harvard-thing&#8221; &#8212; primarily an easy way for him and others to organize study groups.</li>
</ol>
<p>Check out Twitucate. Do you agree that it&#8217;s more than education&#8217;s new &#8220;<a title="Moodle defined" href="http://en.wikipedia.org/wiki/Moodle" target="_blank">Moodle</a>-killer?&#8221; Does it have &#8220;legs&#8221; beyond academia, and is that a good thing?</p>
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		<title>Can you guess the winner in this A/B test?</title>
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		<pubDate>Wed, 14 Jul 2010 17:20:36 +0000</pubDate>
		<dc:creator>Jeff Larche</dc:creator>
				<category><![CDATA[Email Marketing]]></category>
		<category><![CDATA[sony creative software]]></category>
		<category><![CDATA[which test won]]></category>

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		<description><![CDATA[I&#8217;ve been following the site Anne Holland&#8217;s* &#8220;Which Test Won?&#8221; for a while, and was particularly intrigued at this test, for several reasons. As you&#8217;ll read if you take the test, one achieved a better email open rate and click-through-rate, while the other was more effective at inducing purchase. Can you guess which is which, [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve been following the site <em>Anne Holland&#8217;s* </em><a title="Anne Holland's Which Test Won?" href="http://whichtestwon.com/" target="_blank"><em>&#8220;Which Test Won?&#8221;</em></a> for a while, and was particularly intrigued <a title="Today's Which Test Won?" href="http://whichtestwon.com/archives/4361" target="_blank">at this test</a>, for several reasons.</p>
<p>As you&#8217;ll read if you take the test, one achieved a better email open rate and click-through-rate, while the other was more effective at inducing purchase.</p>
<p>Can you guess which is which, and why?</p>
<p><a href="http://www.digitalsolid.com/wp-content/uploads/2010/07/sonycreativevalg.jpg"><img class="alignright size-medium wp-image-2335" style="margin-top: 8px; margin-bottom: 8px; margin-left: 3px; margin-right: 3px;" title="Which Test Won? example from today" src="http://www.digitalsolid.com/wp-content/uploads/2010/07/sonycreativevalg-259x300.jpg" alt="" width="259" height="300" /></a></p>
<p>I guessed correctly. One would hope, given my background. You can read my rationale in the comments section, which becomes available once you vote. Don&#8217;t be disappointed; at least when I took the test, a clear majority guessed incorrectly.</p>
<p>Full disclosure: <a title="Sony Creative Software, in Madison, Wisconsin" href="http://sonycreativesoftware.com" target="_blank">Sony Creative Software</a> &#8212; and Kevin St. Angel, their director of ecommerce extraordinaire &#8212; was a client of mine in a &#8220;past life.&#8221; My policy of never talking about client work in this blog doesn&#8217;t come into play here.</p>
<p>It&#8217;s not that they are no longer a client. That wouldn&#8217;t matter. But since Sony has made this test public I feel free to discuss it and encourage further discussion on Anne&#8217;s site.</p>
<p>Good luck taking <a title="Sony Email A/B Test" href="http://whichtestwon.com/archives/4361" target="_blank">the one-question test</a>!</p>
<h4>* If <a title="About Anne Holland" href="http://whichtestwon.com/about-anne-holland" target="_blank">Anne Holland&#8217;s</a> name sounds familiar, it&#8217;s because, among her other accomplishments, she is the founder of <em><a title="Marketing Sherpa" href="http://www.marketingsherpa.com/" target="_blank">Marketing Sherpa</a></em>.</h4>
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