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	<title>Online testing and experimentation</title>
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	<link>http://experimentingonline.com</link>
	<description>Marketing tests and case studies from around the internet (and some random things I find interesting)</description>
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		<title>Online testing and experimentation</title>
		<link>http://experimentingonline.com</link>
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		<title>Mad Libs forms might be worth a try</title>
		<link>http://experimentingonline.com/2012/05/12/mad-libs-forms-might-be-worth-a-try/</link>
		<comments>http://experimentingonline.com/2012/05/12/mad-libs-forms-might-be-worth-a-try/#comments</comments>
		<pubDate>Sat, 12 May 2012 12:48:08 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[conversion optimization]]></category>
		<category><![CDATA[marketing optimization]]></category>
		<category><![CDATA[online marketing]]></category>
		<category><![CDATA[online testing]]></category>
		<category><![CDATA[form design]]></category>
		<category><![CDATA[lead form conversion]]></category>
		<category><![CDATA[site testing]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=91</guid>
		<description><![CDATA[Mad Libs-style online forms have been used in the past few years to drive lead generation. I stumbled upon an article by Luke Wroblewski that shows the results of testing a regular style form vs. a mad libs form.  (By &#8230; <a href="http://experimentingonline.com/2012/05/12/mad-libs-forms-might-be-worth-a-try/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=91&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Mad Libs-style online forms have been used in the past few years to drive lead generation. I stumbled upon an <a href="http://www.lukew.com/ff/entry.asp?1007" target="_blank">article</a> by Luke Wroblewski that shows the results of testing a regular style form vs. a mad libs form.  (By the way, if you want to read a great book on web form design, <a href="http://www.lukew.com/resources/web_form_design.asp" target="_blank">check this out</a>.)</p>
<p>He shows that<strong> form conversion increased 25-40% for the mad libs style form vs. the standard style</strong>. Credit to <a href="http://ron.kurti.com/work/" target="_blank">Ron Kurti</a> for the <a href="http://www.vast.com/" target="_blank">vast.com</a> test.</p>
<p><img src="http://static.lukew.com/vast_contactdealer.gif" alt="Vast contact dealer form" /></p>
<p><a href="http://stackthatmoney.com/2011/10/04/mad-libs-vs-normal-form-case-study/" target="_blank">Other tests have been conducted</a> with similar results, and it might be worth the effort to test this against your standard forms to see how well it does!</p>
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			<media:title type="html">Vast contact dealer form</media:title>
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		<title>Does frequent AB testing affect website design strategy?</title>
		<link>http://experimentingonline.com/2012/05/10/does-frequent-ab-testing-affect-website-design-strategy/</link>
		<comments>http://experimentingonline.com/2012/05/10/does-frequent-ab-testing-affect-website-design-strategy/#comments</comments>
		<pubDate>Thu, 10 May 2012 22:55:36 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[conversion optimization]]></category>
		<category><![CDATA[landing page optimization]]></category>
		<category><![CDATA[marketing optimization]]></category>
		<category><![CDATA[online marketing]]></category>
		<category><![CDATA[online testing]]></category>
		<category><![CDATA[design]]></category>
		<category><![CDATA[testing]]></category>
		<category><![CDATA[website evolution]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=85</guid>
		<description><![CDATA[It sure can, especially if a lot of testing is done.  According to a recent article published by Wired Magazine on AB Testing, in 2011 Google ran over 7,000 A/B (or multivariate) tests to optimize its products.  Google started conducting &#8230; <a href="http://experimentingonline.com/2012/05/10/does-frequent-ab-testing-affect-website-design-strategy/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=85&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>It sure can, especially if a lot of testing is done.  According to a recent <a href="http://www.wired.com/epicenter/2012/04/ff_abtesting/all/1" target="_blank">article published by Wired Magazine on AB Testing</a>, in 2011 Google ran over 7,000 A/B (or multivariate) tests to optimize its products.  Google started conducting A/B tests on its search algorithm in 2000 and since then has become addicted.  Amazon, Ebay, and Netflix are addicted as well.  Big surprise? Not really.</p>
<p>This raises an interesting question: How often are we guinea pigs affects the results of an online experiment?  I feel important.  The Wired article sums it up nicely:</p>
<blockquote><p>Today, A/B is ubiquitous, and one of the strange consequences of that ubiquity is that the way we think about the web has become increasingly outdated. We talk about <em>the</em> Google homepage or <em>the</em> Amazon checkout screen, but it’s now more accurate to say that you visited <em>a</em> Google homepage, <em>an</em> Amazon checkout screen. What percentage of Google users are getting some kind of “experimental” page or results when they initiate a search? Google employees I spoke with wouldn’t give a precise answer—”decent,” chuckles Scott Huffman, who oversees testing on Google Search.</p></blockquote>
<p>Obviously, these companies (Google, Amazon, eBay, Netflix) are conversion machines. They have very specific and measureable goals and tons of traffic volume to gauge how well those goals are being achieved.</p>
<p>They’re doing a fantastic job of evolving their sites, and it’s probably because they have lots of resources working on test optimization along with user experience and design specialists as the sites morph over time.  They&#8217;re doing such a good job, you don&#8217;t even know you&#8217;re being subjected to a test and as the sites evolve, the changes all seem logical and consistent.</p>
<p>Testing needs to be balanced with design strategy.  Most sites started with a design concept for a reason.  Ideally this concept was based on user research or performance from previous designs.  Testing ensures continuous performance improvements and insights are generated, but since tests are most often performed on small, isolated sections of websites, user experience professionals need to be included in the evolution of the site to ensure consistency across the full design.  If they’re not part of this process, it could create design islands (can I say that?) within a site that disrupt the user experience.  If a green background works best for a test on product page A, a red background works best for a test on product page B, and a blue background works best for a test on product page C, despite those discrete winning test results, it might not be best to implement different color styles to individual product pages.</p>
<p>So keep on testing, a lot, but be sure to consult your user experience folks and designers to prevent design islands.</p>
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			<media:title type="html">jale5</media:title>
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		<title>A cure for runners knee? Cut out your sole.</title>
		<link>http://experimentingonline.com/2012/02/19/a-cure-for-runners-knee-cut-out-your-sole/</link>
		<comments>http://experimentingonline.com/2012/02/19/a-cure-for-runners-knee-cut-out-your-sole/#comments</comments>
		<pubDate>Sun, 19 Feb 2012 22:43:49 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[random]]></category>
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=75</guid>
		<description><![CDATA[Not your soul, the sole of your running shoes.  After finishing Born To Run by Christopher McDougall, I thought I would test out a pair of minimalist and thin-soled running shoes. I&#8217;ve had runners knee for 7 years, and recently &#8230; <a href="http://experimentingonline.com/2012/02/19/a-cure-for-runners-knee-cut-out-your-sole/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=75&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Not your soul, the sole of your running shoes.  After finishing <a href="http://www.chrismcdougall.com/" target="_blank">Born To Run by Christopher McDougall</a>, I thought I would test out a pair of minimalist and thin-soled running shoes.</p>
<p><img src="http://www.chrismcdougall.com/images/cover_pb.jpg" alt="Born to Run" /></p>
<p>I&#8217;ve had runners knee for 7 years, and recently it&#8217;s been worse.  My knee is always the reason I stop running, not physical exhaustion or muscle aches, just that annoying pain in my knee.  The longest run I&#8217;ve completed recently was about 2 miles, I was wearing a knee brace to help, and my knee started hurting after 1 mile.</p>
<p>After reading the benefits of barefoot running in Born To Run, I bought a pair of <a href="http://www.zappos.com/merrell-barefoot-trail-glove-ash" target="_blank">Merrell Barefoot Trail Glove</a> shoes and tried them out this weekend.  The shoes are really flimsy, and have almost no support, so you really feel the ground when you run.</p>
<p><img src="http://a1.zassets.com/images/z/1/6/6/1/8/8/1661888-p-DETAILED.jpg" alt="" /></p>
<p><strong>First test:</strong> I ran one mile yesterday with the new shoes and no knee brace, and the only pain was in my calf muscle since I was striking the ground closer to my toes. I followed the techniques he describes in the book: I kept my head high, waist pushing forward, short strides, and even tried to smile a bit. <strong>Zero knee pain</strong>.</p>
<p><strong>Second test:</strong> I ran 3 miles today.  My calves were still sore from yesterday, but after 1 mile they loosened up and felt fine.  I stopped after 3 miles because I don&#8217;t want to push myself too quickly, but it was another success. <strong>No knee pain</strong>.</p>
<p>I can&#8217;t wait to add longer runs to see if my knees are still pain-free. I wish I read this book years ago!</p>
<p><strong>UPDATE: </strong>I went for my 3rd run in the new shoes this morning (day 5) and ended up running 5 miles with <strong>zero knee pain. </strong>It looks like the shoes and new running style have made all the difference, case closed.</p>
<p>Ok, one last update.  It&#8217;s been three days since my last run, and I just ran 11 miles with zero knee pain.  Previously, my longest run ever was 6 miles. I&#8217;ve never going to put on regular running shoes again.</p>
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			<media:title type="html">jale5</media:title>
		</media:content>

		<media:content url="http://www.chrismcdougall.com/images/cover_pb.jpg" medium="image">
			<media:title type="html">Born to Run</media:title>
		</media:content>

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		<title>Real-time online super bowl ad engagement tracking? Yes please.</title>
		<link>http://experimentingonline.com/2012/02/05/real-time-online-super-bowl-ad-engagement-tracking-yes-please/</link>
		<comments>http://experimentingonline.com/2012/02/05/real-time-online-super-bowl-ad-engagement-tracking-yes-please/#comments</comments>
		<pubDate>Sun, 05 Feb 2012 16:22:12 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[marketing]]></category>
		<category><![CDATA[ads]]></category>
		<category><![CDATA[social media]]></category>
		<category><![CDATA[social media measurement]]></category>
		<category><![CDATA[super bowl]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=70</guid>
		<description><![CDATA[The folks at Collective Intellect teamed up with CNBC to publish a real-time dashboard with stats for the Super Bowl Advertisers.  There are a lot of conversations already happening since about 50% of the ads this year have already been &#8230; <a href="http://experimentingonline.com/2012/02/05/real-time-online-super-bowl-ad-engagement-tracking-yes-please/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=70&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>The folks at Collective Intellect teamed up with CNBC to publish a real-time dashboard with stats for the Super Bowl Advertisers.  There are a lot of conversations already happening since about 50% of the ads this year have already been released to create some pre-game buzz.  Check it out:</p>
<p><a href="http://www.collectiveintellect.com/blog/brand-tracker-super-bowl-2012">http://www.collectiveintellect.com/blog/brand-tracker-super-bowl-2012</a></p>
<p>&nbsp;</p>
<p>&nbsp;</p>
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		<title>What are the odds of me winning the super bowl box game?</title>
		<link>http://experimentingonline.com/2012/02/05/what-are-the-odds-of-me-winning-the-super-bowl-box-game/</link>
		<comments>http://experimentingonline.com/2012/02/05/what-are-the-odds-of-me-winning-the-super-bowl-box-game/#comments</comments>
		<pubDate>Sun, 05 Feb 2012 16:12:45 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[random]]></category>
		<category><![CDATA[betting]]></category>
		<category><![CDATA[gambling]]></category>
		<category><![CDATA[odds]]></category>
		<category><![CDATA[super bowl]]></category>

		<guid isPermaLink="false">http://experimentingonline.wordpress.com/?p=65</guid>
		<description><![CDATA[Low. My numbers are bad, again.  Here&#8217;s a good article describing the odds of winning using historical data: http://caseyshead.com/2012-super-bowl-squares-odds/ Using six years of game data, you can see the probability of winning for each combination.  My zeros and ones don&#8217;t &#8230; <a href="http://experimentingonline.com/2012/02/05/what-are-the-odds-of-me-winning-the-super-bowl-box-game/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=65&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Low. My numbers are bad, again.  Here&#8217;s a good article describing the odds of winning using historical data:</p>
<p><a href="http://caseyshead.com/2012-super-bowl-squares-odds/">http://caseyshead.com/2012-super-bowl-squares-odds/</a></p>
<p>Using six years of game data, you can see the probability of winning for each combination.  My zeros and ones don&#8217;t stand a chance.</p>
<p><img src="http://caseyshead.com/wp-content/uploads/2012/01/2012-super-bowl-squares-2.png" alt="2012 Super Bowl Squares Odds" /></p>
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			<media:title type="html">2012 Super Bowl Squares Odds</media:title>
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		<title>Inspirational speech for hibernating musicians</title>
		<link>http://experimentingonline.com/2011/08/28/inspirational-speech-for-hibernating-musicians/</link>
		<comments>http://experimentingonline.com/2011/08/28/inspirational-speech-for-hibernating-musicians/#comments</comments>
		<pubDate>Sun, 28 Aug 2011 19:51:31 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[music]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=57</guid>
		<description><![CDATA[I watched my favorite TED talk again this morning and it motivated me to pick up my guitar and play for the first time in a few weeks.  Check it out, I hope it gives you some motivation!<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=57&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>I watched my favorite TED talk again this morning and it motivated me to pick up my guitar and play for the first time in a few weeks.  Check it out, I hope it gives you some motivation!</p>
<span class='embed-youtube' style='text-align:center; display: block;'><iframe class='youtube-player' type='text/html' width='584' height='359' src='http://www.youtube.com/embed/r9LCwI5iErE?version=3&#038;rel=1&#038;fs=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;wmode=transparent' frameborder='0'></iframe></span>
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		<title>Showing What You Get: Interesting LinkedIn Membership Test Caught My Eye</title>
		<link>http://experimentingonline.com/2011/07/25/showing-what-you-get-interesting-linkedin-membership-test-caught-my-eye/</link>
		<comments>http://experimentingonline.com/2011/07/25/showing-what-you-get-interesting-linkedin-membership-test-caught-my-eye/#comments</comments>
		<pubDate>Mon, 25 Jul 2011 17:57:41 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[online testing]]></category>
		<category><![CDATA[A/B test]]></category>
		<category><![CDATA[LinkedIn]]></category>
		<category><![CDATA[membership sign up]]></category>
		<category><![CDATA[testing]]></category>

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		<description><![CDATA[Sometimes I check who is viewing my profile on LinkedIn.  In the past, I’ve noticed a sales message to upgrade to the premium account to get more in-depth metrics. Today when I visited the page I noticed a different message.  &#8230; <a href="http://experimentingonline.com/2011/07/25/showing-what-you-get-interesting-linkedin-membership-test-caught-my-eye/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=49&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Sometimes I check who is viewing my profile on LinkedIn.  In the past, I’ve noticed a sales message to upgrade to the premium account to get more in-depth metrics.</p>
<p>Today when I visited the page I noticed a different message.  A large set of sample reports was visible, but disabled, and to enable them I had to upgrade.  I thought this was a great way <strong>to show visitors what they would get</strong> if they upgraded.  Upon going back to the page a few different times, I noticed they were running a A/B/C test with three different versions.  Below are the three versions, and I have my money on long version with the sample reports (Version A).  Version A also drew my attention because the top of it was above the fold and it made me scroll down to see what else was there.  Versions B and C and straightforward and visually caught my eye, but I think the transparency Version A provides is more effective.</p>
<p>I hope we see the results of this test if one of these versions eventually gets rolled out!</p>
<div id="attachment_50" class="wp-caption aligncenter" style="width: 594px"><a href="http://experimentingonline.files.wordpress.com/2011/07/linkedin.png"><img class="size-full wp-image-50" title="LinkedIn Premium Membership Test" src="http://experimentingonline.files.wordpress.com/2011/07/linkedin.png?w=584&#038;h=492" alt="" width="584" height="492" /></a><p class="wp-caption-text">A/B/C Test on LinkedIn&#039;s Recently Viewed Page</p></div>
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			<media:title type="html">LinkedIn Premium Membership Test</media:title>
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		<title>Communicate value, then let me decide what to do</title>
		<link>http://experimentingonline.com/2011/07/03/communicate-value-then-let-me-decide-what-to-do/</link>
		<comments>http://experimentingonline.com/2011/07/03/communicate-value-then-let-me-decide-what-to-do/#comments</comments>
		<pubDate>Sun, 03 Jul 2011 16:37:03 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[conversion optimization]]></category>
		<category><![CDATA[landing page optimization]]></category>
		<category><![CDATA[online testing]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=41</guid>
		<description><![CDATA[Upon reading this case study, I noticed one big difference between the two variations of this A/B test.  It was for Vendio, and the goal of the page was to sign up visitors. Here are the two versions: Version A &#8230; <a href="http://experimentingonline.com/2011/07/03/communicate-value-then-let-me-decide-what-to-do/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=41&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Upon reading <a href="http://visualwebsiteoptimizer.com/split-testing-blog/signup-conversion-rate-ab-testing/">this case study</a>, I noticed one big difference between the two variations of this A/B test.  It was for Vendio, and the goal of the page was to sign up visitors. Here are the two versions:</p>
<p><strong>Version A (Baseline):</strong></p>
<p><img src="http://visualwebsiteoptimizer.com/split-testing-blog/wp-content/uploads/2010/11/control-scaled.png" alt="" /></p>
<p><strong>Version B (Variation &#8211; Improved signup by 60%):</strong></p>
<p><img src="http://visualwebsiteoptimizer.com/split-testing-blog/wp-content/uploads/2010/11/variation-scaled.png" alt="" /></p>
<p>The case study mentions that having the form on the page is &#8220;best practice&#8221; because it doesn&#8217;t require two clicks (<strong>1)</strong> clicking the button to get to the form, then <strong>2)</strong> completing the form).  I actually think B is much higher performing because it&#8217;s communicating the value proposition in a straight forward way without a huge eye-catching form on the left.  I would like to see another test with the form fields below the text in version B without a big blue box</p>
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		<title>Procrastination is a test killer</title>
		<link>http://experimentingonline.com/2011/07/02/procrastination-is-a-test-killer/</link>
		<comments>http://experimentingonline.com/2011/07/02/procrastination-is-a-test-killer/#comments</comments>
		<pubDate>Sat, 02 Jul 2011 14:52:27 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[online testing]]></category>

		<guid isPermaLink="false">http://experimentingonline.com/?p=31</guid>
		<description><![CDATA[I recently came across this cartoon and thought that the same procrastination and politics that prevents corporate social media initiatives applies to testing: The longer you wait to test in order to review, revise, get buy-in, socialize, justify, align, blah, &#8230; <a href="http://experimentingonline.com/2011/07/02/procrastination-is-a-test-killer/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=31&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>I recently came across this cartoon and thought that the same procrastination and politics that prevents corporate social media initiatives applies to testing:</p>
<p><img src="http://davefleet.com/wp-content/uploads/2011/06/corporate_twitter_cartoon_500px1.jpg" alt="" /></p>
<p>The longer you wait to test in order to review, revise, get buy-in, socialize, justify, align, blah, blah, blah, the longer you wait to find out what works.  Assuming you have decent volume, tests usually have to be in market for just about two weeks.</p>
<p>Organizational alignment is important, but the quicker you test, the quicker you&#8217;ll find out what really works.</p>
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		<title>Wait a minute, there is a magic optimization formula?</title>
		<link>http://experimentingonline.com/2011/06/24/wait-a-minute-there-is-a-magic-optimization-formula/</link>
		<comments>http://experimentingonline.com/2011/06/24/wait-a-minute-there-is-a-magic-optimization-formula/#comments</comments>
		<pubDate>Fri, 24 Jun 2011 22:13:22 +0000</pubDate>
		<dc:creator>Josh Lieberman</dc:creator>
				<category><![CDATA[landing page optimization]]></category>
		<category><![CDATA[conversion optimization]]></category>
		<category><![CDATA[heuristic]]></category>
		<category><![CDATA[marketing experiments]]></category>
		<category><![CDATA[marketing tests]]></category>
		<category><![CDATA[MECLABS]]></category>

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		<description><![CDATA[When I first read about the magic formula, I was skeptical. But during an explanation, it became clear that this heuristic is fairly useful. C = 4m + 3v + 2(i-f) -2a © C = Conversion probability m = Motivation of &#8230; <a href="http://experimentingonline.com/2011/06/24/wait-a-minute-there-is-a-magic-optimization-formula/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=experimentingonline.com&#038;blog=23889380&#038;post=19&#038;subd=experimentingonline&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>When I first read about the magic formula, I was skeptical. But during an explanation, it became clear that this heuristic is fairly useful.</p>
<p><strong>C = 4m + 3v + 2(i-f) -2a <span class="Apple-style-span" style="font-size:10px;letter-spacing:1px;line-height:26px;text-transform:uppercase;">©</span></strong></p>
<p>C = Conversion probability<br />
m = Motivation of visitor<br />
i = Incentive to take action<br />
f = Friction elements<br />
a = Anxiety</p>
<p>The likelihood of conversion increases when users are motivated to take action, are presented with a clear value proposition, an attractive incentive to take action, and when friction and anxiety are addressed and reduced.  The relative importance of each attribute is indicated by the numeric coefficient in the formula.  I think this is a great way to evaluate <em><strong>what to improve</strong></em> when reviewing an experience.  The art of testing is still required, but this heuristic keeps reminding us of the important attributes to consider.</p>
<p>MECLABS created this formula, and <a href="http://bit.ly/a9lK6w" target="_blank">here&#8217;s an example</a> of how they have applied it.  They have dozens of examples of how it&#8217;s been applied in practice, and I&#8217;ve started to use it for my work too.</p>
<p>Thanks MECLABS!</p>
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