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	<title>Kontagent Kaleidoscope &#187; kontagent</title>
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		<title>Kontagent kScope Social &amp; Mobile News Weekly Roundup</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/20/kontagent-kscope-social-mobile-news-weekly-roundup/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=kontagent-kscope-social-mobile-news-weekly-roundup</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/20/kontagent-kscope-social-mobile-news-weekly-roundup/#comments</comments>
		<pubDate>Fri, 20 Jan 2012 23:42:29 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Data science]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[Weekly Roundup]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[data scientist]]></category>
		<category><![CDATA[Facebook games]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[mobile games]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[user analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=1158</guid>
		<description><![CDATA[Big data needs data scientists, or quants, or Excel jockeys No wonder big data is hot in venture capital this year. Forbes has been running a series on big data, and many of the business leaders it has interviewed say &#8220;people underestimate the degree to which big data can fundamentally change their business.&#8221; What was...  <a href="http://kaleidoscope.kontagent.com/2012/01/20/kontagent-kscope-social-mobile-news-weekly-roundup/" title="Read Kontagent kScope Social &#038; Mobile News Weekly Roundup">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #333399;"><strong> </strong></span></p>
<div id="attachment_1191" class="wp-caption alignright" style="width: 222px"><strong><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Election-2012.jpg"><img class="size-medium wp-image-1191" title="Kontagent kScope: Weekly Roundup Jan. 20, 2012" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Election-2012-300x230.jpg" alt="" width="212" height="164" /></a></strong><p class="wp-caption-text">Can social gaming influence the presidential election?</p></div>
<p><span style="color: #333399;"><strong>Big data needs data scientists, or quants, or Excel jockeys</strong></span><br />
No wonder <a href="http://www.entrepreneur.com/blog/222667?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+entrepreneur%2Flatest+%28Entrepreneur%29" target="_blank">big data is hot in venture capital this year.</a> Forbes has been running a series on big data, and many of the business leaders it has interviewed say &#8220;people underestimate the degree to which big data can fundamentally change their business.&#8221;</p>
<p>What was especially interesting is that while technology has made storing and aggregating data much faster and more affordable, some of these experts say &#8220;keeping the data in its raw form can provide insights into long  tails, allowing firms to identify and target relatively small cohorts  that fall outside the normal distribution&#8230; when you get down to the everyday work of data scientists and  analysts, in a very quiet average work-a-day way, they are finding a lot  of insights that are becoming increasingly critical to the way  companies are doing their business.” <a href="http://www.forbes.com/sites/tomgroenfeldt/2012/01/17/big-data-needs-data-scientists-or-quants-or-excel-jockeys/" target="_blank">Read full article.</a></p>
<p>We&#8217;ve seen this firsthand. At Kontagent, our data scientists have been instrumental in providing insights to our hundreds of social customers. (We process millions of messages daily.) We believe, while data is awesome, you need domain expertise to make sense of it all. That&#8217;s <a href="../2011/10/27/user-analytics-a-few-lessons-from-moneyball/">Moneyball lesson #3</a>: Look at the data that really matters; it may not be obvious at first.<span id="more-1158"></span></p>
<p><strong><span style="color: #333399;"> </span></strong></p>
<div id="attachment_1190" class="wp-caption alignright" style="width: 204px"><strong><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Social-profile-infrographic-clip1.jpg"><img class="size-medium wp-image-1190" title="Kontagent kScope: Flowtown: Who Are Social Gamers?" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Social-profile-infrographic-clip1-194x300.jpg" alt="" width="194" height="300" /></a></strong><p class="wp-caption-text">A profile of the social gamer - Click for full view (Courtesy of Flowtown)</p></div>
<p><span style="color: #333399;"><strong>Profiling the social gamer</strong></span><br />
Flowtown created <a href="http://www.flowtown.com/blog/who-are-social-gamers" target="_blank">this infographic</a> on the social gamer. It says more women play social games than men do, and goes into details such as education, income and user behavior.</p>
<p><span style="color: #333399;"><strong>Ngmoco looks to blend core appeal with mobile usage patterns</strong></span><br />
Ngmoco general manager Ben Cousins has big plans for the mobile  company&#8217;s Swedish branch. As the mobile market continues to evolve, he  and his team hope to find new ways to blend elements of high-end console  gaming with the more casual usage patterns of the platform.</p>
<p>According to Cousins, while some developers have already tried to  capture console-like experiences on mobile, they&#8217;ve overlooked <a href="http://www.gamasutra.com/view/news/39645/Ngmoco_looks_to_blend_core_appeal_with_mobile_usage_patterns.php" target="_blank">the  reasons why users play mobile games in the first place</a>.</p>
<p><span style="color: #333399;"><strong>The fight is on for mobile game players</strong></span><br />
Gamasutra&#8217;s Kris Graft writes: &#8220;We know where Apple users will get their games, but the Android  marketplace is still famously fragmented. That&#8217;s not driving away  companies from the platform, however, as they can&#8217;t ignore the massive  install base of Android.&#8221;</p>
<p>And where opportunity lies, so does competition. Many of the players are trying to team up with major carriers, such as AT&amp;T and Verizon. <a href="http://www.gamasutra.com/view/news/39644/CES_The_top_game_industry_takeaways.php" target="_blank">Which partnerships should you be aware of?</a></p>
<p><strong><span style="color: #333399;">Bionic Panda sets its sights on Android</span></strong><br />
Speaking of social gaming networks, here&#8217;s another one: <a href="http://bionicpandagames.com/" target="_blank">Bionic Panda</a>.</p>
<p>Its executives think that mobile devs who are trying to build a casual-style game that anyone can play easily, that  reaches as many people as possible, should focus on the Android Market. And, it hopes it can use Google Wallet to better monetize users.</p>
<p>The idea is good enough to raise money from Norwest Venture Partners, Google Ventures, 500 Startups, and several angels. <a href="http://techcrunch.com/2012/01/17/bionic-panda-builds-a-social-gaming-business-on-android-raises-funding-from-top-investors/" target="_blank">Read full article. </a></p>
<p><strong><span style="color: #333399;">What&#8217;s old is new again:<br />
Atari is reinventing itself for the era of social and mobile games</span></strong><br />
Last spring, Atari released <a href="http://itunes.apple.com/us/app/ataris-greatest-hits/id422966028?mt=8" target="_blank">Atari&#8217;s Greatest Hits</a> for iOS. The game featured classic arcade  games such as Centipede, Lunar Lander  and Missile Command. It has been downloaded more than 3.5  million times from the App Store. And, it was recently made available in the Android  Marketplace, further expanding the market for Atari products.</p>
<p>Atari CEO Jim Wilson thinks the company has a leg up on the competition since discovery and acquisition are major challenges for many mobile app developers: &#8220;The great thing about Atari and its very brand is that it is recognizable. <strong> </strong>You  understand what it is, and frankly, in the App Store or the Android  Marketplace, discoverability is a big issue for people who are releasing  their games. One of the benefits of Atari is that it creates instant  recognition and discoverability in the App Store and the Android  Marketplace.&#8221;</p>
<p>The company has slimmed down to 65 employees, most of whom are targeting the mobile gaming platform. <a href="http://www.cnn.com/2012/01/16/tech/gaming-gadgets/atari-mobile-social-gaming/index.html" target="_blank">Read full article. </a></p>
<p><strong><span style="color: #333399;">Watch out for Windows</span></strong><br />
Several writers are predicting that Microsoft will disrupt the smartphone market&#8211;they say at <a href="http://www.cesweb.org/" target="_blank">CES</a> last week, the majority of the tech press were already rooting for Windows Phone. Despite the fact that Windows Phone only has approximately 50,000 apps, &#8220;Microsoft has all the tools in place to enlarge [a serious developer] community.&#8221;</p>
<ul>
<li>Business Insider: ﻿<a href="http://www.businessinsider.com/windows-phone-2012-1?nr_email_referer=1&amp;utm_source=Triggermail&amp;utm_medium=email&amp;utm_term=SAI%20Select&amp;utm_campaign=new-SAI-Select" target="_blank"><em>Here&#8217;s Why Robert Scoble And The Rest Of The Pundits Are Wrong: Windows Phone Will Be A Success</em></a></li>
<li>Seeking Alpha: <a href="http://seekingalpha.com/article/319834-microsoft-nokia-have-a-real-chance-of-disrupting-the-smartphone-market?utm_source=Triggermail&amp;utm_medium=email&amp;utm_term=Microsoft%20Investor&amp;utm_campaign=MicrosoftInvestor_Newsletter_011712" target="_blank"><em>Microsoft, Nokia Have A Real Chance Of Disrupting The Smartphone Market</em></a></li>
</ul>
<p><span style="color: #333399;"><strong>Just a coincidence?</strong></span><br />
Fast Company says <a href="http://itunes.apple.com/us/app/instagram/id389801252?mt=8" target="_blank">Instagram</a>, which received the honor of the App Store&#8217;s &#8220;App of the Year&#8221; for 2011, could be available on Windows Phone <em>before</em> Android (even though Android users have been eagerly awaiting the launch of the photo-sharing app).</p>
<p>According to Fast Company, &#8220;a source recently left the impression that the Windows Phone team has possibly been working with the folks from Instagram.&#8221; <a href="http://www.fastcompany.com/1809035/could-instagram-come-to-windows-phone-before-android" target="_blank">Here&#8217;s why some think Instagram would go to an OS with such a low market share.</a> <em> </em></p>
<p><strong><span style="color: #333399;">Can gamers change the presidential election this year?</span></strong><br />
And now, onto the U.S. presidential election. Digital advertising firm Engage is currently experimenting with <a href="http://www.bbc.co.uk/news/magazine-16535626" target="_blank">online gamification for some of their political clients</a>. They also offer a social media platform, called Multiply, that  integrates gamification techniques into a candidate&#8217;s website. For example, if you visit <a href="http://www.johnboehner.com/" target="_blank">the website of House Speaker John Boehner</a>, you can earn badges for checking in from the speaker&#8217;s home  state of Ohio, or by linking the page to your Facebook account.</p>
<p>&#8220;The user gets instant gratification, a sense of involvement and  participation and gratitude,&#8221; says Patrick Ruffini, Engage president. &#8220;The campaign gets data.&#8221;</p>
<p>Campaign organizers say there is a new breed of voters&#8211;one that was raised on the fast-paced interactions of the social Web. They hope this data helps political candidates better organize and target potential voters, donors and volunteers. How effective this is remains to be seen, but Ruffini reminds us: &#8220;You can&#8217;t campaign on games alone.&#8221;</p>
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<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;</p>
<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
]]></content:encoded>
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		<title>Applying Lessons Learned on Facebook to Mobile App Development</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/18/applying-lessons-learned-on-facebook-to-mobile-app-development/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=applying-lessons-learned-on-facebook-to-mobile-app-development</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/18/applying-lessons-learned-on-facebook-to-mobile-app-development/#comments</comments>
		<pubDate>Wed, 18 Jan 2012 21:06:12 +0000</pubDate>
		<dc:creator>Josh Williams</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Data science]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[data scientist]]></category>
		<category><![CDATA[Facebook games]]></category>
		<category><![CDATA[increase acquisition]]></category>
		<category><![CDATA[increase monetization]]></category>
		<category><![CDATA[increase retention]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[lifetime value]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[mobile games]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[social game analytics]]></category>
		<category><![CDATA[social gaming]]></category>
		<category><![CDATA[user analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=1054</guid>
		<description><![CDATA[Mobile app developers and marketers can gain a huge advantage by looking at the way social app developers scientifically build and optimize their games around customer data on social platforms. They use that data to learn about what is and isn’t working in their applications, and iterate quickly for increasingly stronger returns. From Acquisition to...  <a href="http://kaleidoscope.kontagent.com/2012/01/18/applying-lessons-learned-on-facebook-to-mobile-app-development/" title="Read Applying Lessons Learned on Facebook to Mobile App Development">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<div id="attachment_1115" class="wp-caption alignright" style="width: 229px"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/ARM_model_logo_FINAL.jpg"><img class="size-medium wp-image-1115" title="Kontagent ARM funnel" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/ARM_model_logo_FINAL-247x300.jpg" alt="" width="219" height="265" /></a><p class="wp-caption-text">The ARM funnel shows a typical customer lifecycle, which is comprised of three stages: acquisition, retention and monetization. </p></div>
<p>Mobile app developers and marketers can gain a huge advantage by   looking at the way social app developers scientifically build and   optimize their games around customer data on social platforms. They use   that data to learn about what is and isn’t working in their   applications, and iterate quickly for increasingly stronger returns. From Acquisition to Retention to Monetization–the three stages in the ARM funnel–successful developers have created entire organizations around   data-driven design at each level and across all facets of their   businesses.</p>
<p>At <a href="http://www.kontagent.com/" target="_blank">Kontagent</a>,  we’ve witnessed  firsthand the ARM funnel&#8217;s crucial role in the success of a large majority  of studios that publish games on Facebook–and now on iOS and  Android as well. Insights garnered from this  model help to focus  resources and marketing investment. And, having a  perpetual flow of  data and a supporting data science infrastructure  (with the expertise to  act on it), has enabled game studies to acquire  users more profitably.  Teams of data scientists and developers at  <a href="http://company.zynga.com/" target="_blank">Zynga</a>, <a href="http://www.popcap.com/" target="_blank">Popcap</a>, <a href="http://www.crowdstar.com/" target="_blank">Crowdstar</a> and  <a href="http://www.gaiaonline.com/" target="_blank">Gaia</a>, for example, have measured,  iterated, tested and optimized  relentlessly to acquire more users at  better customer acquisition cost  and with higher yield ratios than  most. It’s no coincidence these  are the same guys succeeding on  mobile platforms as well.<span id="more-1054"></span></p>
<p>I’ve broken down each branch of the ARM funnel at a very basic level below.</p>
<p style="padding-left: 30px;"><strong>Acquisition:</strong> Figure out what audience performs best  in your game and how to acquire  members of that audience in the most  effective, lowest-cost manner  possible; from ads, to cross-promotions  with other games, to install  exchange networks, to viral channels. <em>KPIs  = Cohort Customer  Acquisition Cost (Cohort CAC); Cohort ARPU and  Retention by Channel;  Cohort ARPU and Retention by Campaign; Acquisition  Conversion Funnel</em><strong><br />
</strong></p>
<p style="padding-left: 30px;"><strong>Retention:</strong> Keep that audience engaged for as long as  possible. Find fall-off  points where users leave. Learn how to  encourage sharing with friends.  <em>KPIs = Avg. Session Length; Day 1  Retention, Day 7 Retention, Day  30 Retention; Custom Event Funnels; User  Lifetime Event Distribution; k-factor (virality)</em></p>
<p style="padding-left: 30px;"><strong>Monetization:</strong> Get these users to pay and to keep paying over time, optimizing their lifetime values (LTV) to the greatest degree possible. <em>KPIs = % Paying Users; Avg. Revenue per User (ARPU); Avg. Revenue per Paying User (ARPPU); Purchase Conversion Event Funnel</em></p>
<p>As  the free-to-play model continues to grow and dominate in mobile,  just  as it does in social, it’s no surprise that the ARM funnel is the  right  framework for measuring <span style="text-decoration: underline;">customer economics</span> and per-user  profitability  in mobile  as well. Just like social app developers, mobile app  developers <em>must</em> understand and optimize acquisition, retention and  monetization if they  are going to succeed.</p>
<p>Still, mobile  developers have a long way to go. As more social  companies (including  Zynga) move aggressively to mobile, getting smart  about data is  increasingly important. Kontagent believes those mobile  developers who  recognize the importance of data-driven app development  throughout the  ARM funnel will be well-positioned to lead the space.</p>
<p>I’ve  outlined the biggest challenges and opportunities facing mobile  game  developers, relative to measuring and optimizing around the   tried-and-true ARM funnel:</p>
<p style="text-align: left;"><span style="text-decoration: underline;"><span style="color: #333399;"><strong>Discovery &amp; Acquisition</strong></span></span></p>
<p><em>Biggest Challenges</em></p>
<ul>
<li>The biggest hurdle is getting discovered and competing against   companies with deep pockets who can muscle their way up the App Store   rankings.</li>
<li>Mobile ad networks are massively fragmented and  difficult to  target high-yielding cohorts of users (either through  behavioral or  demographic segmentation).</li>
<li>Understanding ROI (on iOS in particular, tracking from ad/source to install to monetization <a href="http://www.kontagent.com/mobile">used to be</a> impossible).</li>
</ul>
<p><em>Biggest Opportunities</em></p>
<ul>
<li>Reach large audiences at a relatively inexpensive cost-basis by   advertising on cross-promotional networks and partnering with other   developers with high daily active users (DAU) counts.</li>
<li>Segment users by acquisition channel, and optimize around those producing the highest per-user ROI. <a href="http://www.kontagent.com/mobile">Analytics</a> make it possible to see differences between each source: organic, viral, cross-promotion and advertising.</li>
<li>Build a great, highly engaging game! The better the experience,  the  more players will tell their friends. Word-of-mouth is a huge  organic  driver of installs for mobile devs right now, so focus on  gameplay, and  reap the benefits. Use analytics to tell you where users  are losing  interest in your app.</li>
</ul>
<p style="text-align: left;"><span style="text-decoration: underline;"><span style="color: #333399;"><strong>Engagement &amp; Retention</strong></span></span></p>
<p><em>Biggest Challenges</em></p>
<ul>
<li>Although testing and iterating is how social devs have found  success  on Facebook, rapid iteration is not so easy or fluid on mobile   platforms like iOS. It can take from three days to two weeks to receive   approval for each new version from the App Store, making it difficult to   fine-tune to optimize on the fly.</li>
<li>Many users don’t update their apps  regularly, resulting in  outdated, or “dirty,” data from the combination  of “old” and “new” app  version users. This makes it challenging to  iterate and improve your app  based on user data without being misled,  unless your data tools easily  filter users by app version.</li>
</ul>
<p><em>Biggest Opportunities</em></p>
<ul>
<li>Design the app to use data-driven back-end systems to control  user  experience in-app when a connection is available on the device.  This  way, developers can dynamically tweak play balance, economy  balance,  etc., and then perform split-testing to further optimize customer economics.</li>
<li>Use an <a href="http://www.kontagent.com/mobile">analytics solution</a> that allows filtering data by app version, location and device type (for Android). This is <em>very</em> important in addressing the dirty data issue, and in determining   which platforms and devices in which to commit time, effort and resources.</li>
<li>The free-to-use model proliferating on the App Store provides   customers a risk-free opportunity to experience an application, which in   turn provides app developers with free insights into their virtual   economies and player incentives to gain the most effective conversion   rates.</li>
</ul>
<p style="text-align: left;"><span style="text-decoration: underline;"><span style="color: #333399;"><strong>Monetization</strong></span></span></p>
<p><em>Biggest Challenges</em></p>
<ul>
<li>Android users are still experiencing more friction in  payments,  resulting in lower average revenue per user (ARPU) and lower   monetization rates in general.</li>
<li>To gauge the quality of  users, developers need insight into the  in-app behavior of their paying  users, which marketing channel they came  in from, and ultimately how  profitable their customers are by each  marketing channel on an ROI  basis.</li>
<li>Developers need tools to monetize players that may not make in-app purchases.</li>
</ul>
<p><em>Biggest Opportunities</em></p>
<ul>
<li>Optimize game mechanics that encourage purchasing, while  balancing  engagement. Use analytics to see how the two play out using <a href="http://companynews.kontagent.com/2010/12/14/event-tracking-instrumentation-setup-guide/">custom event tracking and funnels</a>.</li>
<li>Individually track each and every revenue channel, from in-app purchase to advertising yields, understanding the best price points,   for-sale item mix and conversion funnels&#8211;ultimately using data to   understand and optimize the economy underlying the game.</li>
<li>Employ messaging tactics to remain connected with users on new  features/offers, e.g., push notifications and email. Oftentimes,  re-engaged  users will monetize at a higher rate if the user experience  is tweaked  and re-targeted to them.</li>
</ul>
<p>To conclude, remember this: While social and mobile platforms have their differences, <em>user behavior in-app is very much the same</em>.   To that end, using the ARM funnel to measure and optimize your mobile   application is just as applicable as it is for social app developers.  At  Kontagent, we are strongly encouraging mobile app developers to <a href="http://kaleidoscope.kontagent.com/2012/01/13/mobile-app-developers-you-dont-have-to-start-at-square-one/" target="_blank"><em>not </em>start   from square one</a>. Indeed, take advantage of the important lessons we’ve   all learned on Facebook and other social platforms to improve the   acquisition, retention and monetization of your game, and ultimately   your bottom-line.</p>
<div id="attachment_1108" class="wp-caption alignright" style="width: 201px"><a href="http://na-m.marketo.com/lp/kontagent/Social-to-Mobile_WebinarRegistrationLP.html?channel=kscope1"><img class="size-medium wp-image-1108 " title="Kontagent webinar" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Homepage-screenshot1-300x148.jpg" alt="" width="191" height="94" /></a><p class="wp-caption-text">Click on the image to register.</p></div>
<p>If you&#8217;d like to learn more on how using the lessons learned in social can work for you in mobile, sign up for next week&#8217;s webinar, <strong><a href="http://na-m.marketo.com/lp/kontagent/Social-to-Mobile_WebinarRegistrationLP.html?channel=kscope1" target="_blank">From Social to Mobile: A Playbook for Building Successful Games</a></strong>. We have an expert panel lined up, and will discuss the challenges of developing games and applications in mobile that didn&#8217;t exist in social, as well as provide tips and tricks for monetizing that you can use to improve the profitability of your mobile apps.</p>
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<p><span style="font-size: x-small;"><br />
<span style="color: #999999;">Republished from:</span><br />
<span style="color: #999999;">Social Times:</span> <em><a href="http://socialtimes.com/how-lessons-learned-in-social-will-give-you-a-head-start-in-mobile_b87687" target="_blank">How Lessons Learned in Social Will Give You a Head-Start in Mobile </a></em><br />
<span style="color: #999999;">Gamasutra:</span> <a href="http://gamasutra.com/blogs/JoshWilliams/20120117/9254/Applying_Lessons_Learned_on_Facebook_to_Mobile_App_Development.php" target="_blank"><em>Applying Lessons Learned on Facebook to Mobile App Development</em></a><br />
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<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;</p>
<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Josh-Williams-2.jpg"><img class="alignleft size-thumbnail wp-image-1062" title="Josh Williams 2" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Josh-Williams-2-150x150.jpg" alt="" width="85" height="85" /></a>About the author: Josh Williams is president and chief science officer at Kontagent, where he oversees strategic revenue projects, data science and R&amp;D. A serial entrepreneur, Josh has led two successful start-ups to large exits (one in big data, one in gaming). Josh is an investor and loves collaborating with other entrepreneurs. </span></p>
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		<title>Mobile App Developers: You Don&#8217;t Have to Start at Square One</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/13/mobile-app-developers-you-dont-have-to-start-at-square-one/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=mobile-app-developers-you-dont-have-to-start-at-square-one</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/13/mobile-app-developers-you-dont-have-to-start-at-square-one/#comments</comments>
		<pubDate>Fri, 13 Jan 2012 23:12:41 +0000</pubDate>
		<dc:creator>Conor Nash</dc:creator>
				<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Data science]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[data scientist]]></category>
		<category><![CDATA[increase acquisition]]></category>
		<category><![CDATA[increase monetization]]></category>
		<category><![CDATA[increase retention]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[user analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=959</guid>
		<description><![CDATA[&#160; If you’re developing or have launched a mobile app, are you tracking it properly to ensure that it’s profitable? Do you know what metrics are important, and how to track them? The remarkable thing about mobile apps is we’re not starting from square one, like we did several years ago in social. Because we...  <a href="http://kaleidoscope.kontagent.com/2012/01/13/mobile-app-developers-you-dont-have-to-start-at-square-one/" title="Read Mobile App Developers: You Don&#8217;t Have to Start at Square One">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<p dir="ltr">&nbsp;</p>
<div id="attachment_974" class="wp-caption alignright" style="width: 137px"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/people-using-mobile-phones-2.jpg"><img class="size-medium wp-image-974" title="Kontagent kScope" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/people-using-mobile-phones-2-166x300.jpg" alt="" width="127" height="230" /></a><p class="wp-caption-text"> Many of the metrics we measure in social apply to mobile users, too.</p></div>
<p>If  you’re developing or have launched a mobile app, are you tracking it  properly to ensure that it’s profitable? Do you know what metrics are  important, and <em>how</em> to track them?</p>
<p>The  remarkable thing about mobile apps is we’re not starting from square  one, like we did several years ago in social. Because we now have years  of experience developing successful social games, we can hit the ground  running in mobile&#8211;because <strong>many of the same metrics from social games apply to mobile apps. </strong></p>
<p>This  is especially true when it comes to the what we call the ARM funnel of  Acquisition, Retention and Monetization. It’s the analytics framework by  which our social customers have used to develop and iterate their  games&#8211;and has helped to make them successful. When it comes to mobile  devs, here are some metrics in social they can use to improve their apps  in mobile:<span id="more-959"></span></p>
<p style="padding-left: 30px;" dir="ltr"><strong>Acquisition</strong><br />
Social  gaming led the way in acquisition tracking. Previously, marketing  metrics were focused on raw conversion and lift. Now with a user-centric  models, it has become possible to track almost any metric for any  arbitrary cohort of users.</p>
<p style="padding-left: 30px;" dir="ltr"><strong>Retention</strong><br />
Measures  of retention and engagement, such as monthly active users (MAU) and  average session lengths, are both key to measuring the success of your  app with your target customer.</p>
<p style="padding-left: 30px;" dir="ltr"><strong>Monetization</strong><br />
If  you have in-app purchases in your mobile app, average revenue per user  (ARPU) and average revenue per paying user (ARPPU) are metrics that are  key to measuring monetization.</p>
<p style="padding-left: 30px;">You  can gain clear actionable insights from these metrics. And, this may be  combined with cohorting by install date. This is a view of your users  that requires no cooperation from your advertising partners, yet  provides deep insights on return on investment of ad campaigns with your  target users.</p>
<p>These  metrics all originated in social gaming, where they continue to be  refined today; and they can be strongly applied to mobile because of the  the user-centric nature of mobile apps (which is a permanently  logged-in state). If you want to learn more, our president and CSO Josh  Williams penned an article for Social Times that explores this in depth:  <em><a href="http://socialtimes.com/how-lessons-learned-in-social-will-give-you-a-head-start-in-mobile_b87687" target="_blank">How Lessons Learned in Social Will Give You a Head Start in Mobile</a></em>.</p>
<p>In summary, data-driven decisions have been key to social game developers over the past three years. <a href="http://kaleidoscope.kontagent.com/2011/12/16/zynga-tracks-70b-messages-a-day-omniture-tracks-30b-daily-welcome-to-the-new-web/">Zynga tracks 70 billion messages a day</a> just to keep up with their players. Can  lessons learned on the social Web improve the bottom line of mobile app  developers? We know they can.</p>
<p>&nbsp;</p>
<p>P.S. If you want to learn more, we&#8217;re hosting a webinar, <strong><a href="http://na-m.marketo.com/lp/kontagent/Social-to-Mobile_WebinarRegistrationLP.html?channel=kscope1" target="_blank">From Social to Mobile: A Playbook for Building Successful Games</a></strong>, on Wednesday, Jan. 25 | 10 a.m. PST.</p>
<p>During  this 45-minute live presentation, our expert panel will dig deep into  the challenges and opportunities mobile developers and marketers face,  including:</p>
<ul>
<li>Successfully transitioning from social to mobile platforms</li>
<li>Challenges in discovery, acquisition and marketing attribution</li>
<li>Comparisons between social vs mobile user behaviors</li>
<li>Unique engineering challenges that didn’t exist in social</li>
<li>Tips and tricks for monetizing in mobile</li>
</ul>
<p><a href="http://na-m.marketo.com/lp/kontagent/Social-to-Mobile_WebinarRegistrationLP.html?channel=kscope1" target="_blank">Register today. </a></p>
<div id="attachment_984" class="wp-caption aligncenter" style="width: 310px"><a href="http://na-m.marketo.com/lp/kontagent/Social-to-Mobile_WebinarRegistrationLP.html?channel=kscope1" target="_blank"><img class="size-medium wp-image-984   " title="Kontagent Social and Mobile Analytics" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Homepage-screenshot-300x148.jpg" alt="" width="300" height="148" /></a><p class="wp-caption-text">Click on the image to register.</p></div>
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<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;</p>
<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Conor-Nash.jpg"><img class="alignleft size-thumbnail wp-image-969" title="Conor Nash" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Conor-Nash-150x150.jpg" alt="" width="71" height="79" /></a>About the author: Conor Nash is a data scientist and account manager for  Kontagent. He specialized in statistics and cryptography at Trinity College before going on to perform statistical consultation and deep social network analyses on subjects such as the U.S. Congress. He has also worked extensively in the tourism sector, guiding 5,000+ people through Dublin, Ireland. You can contact Conor at <a href="http://twitter.com/conornash" target="_blank">@conornash</a>.</span></p>
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		<title>To Build or Buy a Social/Mobile Analytics Solution: That is (Sometimes) the Question</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/11/should-you-build-your-own-social-mobile-analytics-tool/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=should-you-build-your-own-social-mobile-analytics-tool</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/11/should-you-build-your-own-social-mobile-analytics-tool/#comments</comments>
		<pubDate>Wed, 11 Jan 2012 21:31:50 +0000</pubDate>
		<dc:creator>Rohan Sardesai</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[business intelligence]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[Google Analytics]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[predictive analytics]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[user analytics]]></category>
		<category><![CDATA[Webtrends]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=874</guid>
		<description><![CDATA[Build vs. Buy: A First-Hand Analysis The social/mobile gaming space is relatively new, yet the evolution of the space has been rapid. Despite ever-changing tech and design trends, using analytics as a tool to drive success in this space remains critical. Newcomers to social/mobile gaming must become overnight experts or risk becoming overnight failures. The...  <a href="http://kaleidoscope.kontagent.com/2012/01/11/should-you-build-your-own-social-mobile-analytics-tool/" title="Read To Build or Buy a Social/Mobile Analytics Solution: That is (Sometimes) the Question">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<h2><strong>Build vs. Buy: A First-Hand Analysis<br />
</strong></h2>
<p><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/BuildVsBuy_lg1.png"><img class="size-full wp-image-890 alignright" title="Kontagent User Analytics: Build vs Buy" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/BuildVsBuy_lg1.png" alt="" width="274" height="84" /></a>The social/mobile gaming space is relatively new, yet the evolution of the space has been rapid. Despite ever-changing tech and design trends, using analytics as a tool to drive success in this space remains critical.</p>
<p>Newcomers to social/mobile gaming must become overnight experts or risk becoming overnight failures. The first wave of successful social gaming companies, such as <a href="http://kaleidoscope.kontagent.com/2011/12/16/zynga-tracks-70b-messages-a-day-omniture-tracks-30b-daily-welcome-to-the-new-web/">Zynga</a>, Playdom and other innovators invested heavily in their analytics and business intelligence (BI) tools from day one. Over time they have built large analytics/BI teams, scalable infrastructure and robust A/B testing tools; all of which give them the ability to quickly optimize core game metrics. These companies, now behemoths in the industry, made massive investments in analytics from the start because no commercial solution specific to “social” existed at the time. These sophisticated tools, built from the ground up, gave them incredible insight, and a massive advantage over second- and third-wave gaming companies.</p>
<p>With new platforms being developed every day, and previously untapped “gamers” entering the space through free-to-play channels, the opportunity to build successful games is bigger than ever. So, how do up-and-coming companies get a comparable level of analytics into their games? Do they build it themselves or buy something commercially available?</p>
<p>I have worked in social gaming in a first-wave company (where we built our own analytics) and in the second-wave where we decided to buy an off-the-shelf solution. The goal of this post is to outline some of the factors to consider while making a Buy vs. Build decision at this point in the industry’s life cycle.<span id="more-874"></span></p>
<p><strong>Social gaming metrics are now standardized:</strong><br />
Just as we have standardized metrics for website analytics via Omniture or Google Analytics, social gaming now has a set of metrics that are becoming best practice in the industry. (To learn more, download our whitepaper, <a href="http://na-m.marketo.com/lp/kontagent/WP_Top7Metrics_LPblog.html?source=kscopeblog" target="_blank"><em>The Top 7 Metrics of Highly Successful Social Companies</em></a>.)</p>
<p>We know that 1-, 3- and 7-day retention matters. We know virality should be tracked on a per-viral channel basis. We’ve realized that every single step of a player’s first-time experience needs to be tracked and scrutinized. We understand the importance of a robust events system to track arbitrary actions in the game. Commercially available tools have evolved to provide these basic metrics and technologies. Imagine the power of having parity in analytics (with scale) with your competitors with rudimentary instrumentation. Two to three days of development effort gets you 80 percent of the way—that is huge.<br />
<strong><br />
Focus on the quality of the games:</strong><br />
The competition is stiff, not only from the established players like Zynga, but from smart, scrappy start-ups that are willing to launch fast and iterate. Facebook has simplified access to users and reduced barriers to entry. A sure sign of social gaming’s maturity; the best and brightest from the traditional gaming industry are entering the space.</p>
<p>It’s no longer enough to build a sub-standard game and drive traffic to it. Player expectations are rapidly maturing too, and to survive companies need to deliver on their demands. Building robust analytics capabilities that include segmentation, <a href="http://companynews.kontagent.com/2011/04/04/cityvilles-goal-funnels-part-1-of-5-game-mechanics-overview/">funnels</a>, cohort analysis, while scaling and meeting up-time commitments is a daunting project that requires a lot of planning and resources. Because robust tools are commercially available, companies should put careful thought into whether it’s worth undertaking a massive (and ongoing) infrastructure project like analytics.</p>
<p><strong>Data should be accessible across the organization:</strong><br />
Off-the-shelf tools provide robust <a href="http://companynews.kontagent.com/2012/01/03/top-uses-for-custom-dashboards/" target="_blank">custom dashboards</a> that fit the entire organization’s needs, from the C-level to the Marketer to the Developer. With minimal training, each stakeholder can quickly create the view they need from a universal data set. A custom solution, much like any other product requires trade-offs, such as:</p>
<ul>
<li>Which views will your engineering teams focus on first?</li>
<li>What part of the org gets priority?</li>
</ul>
<p>When you work with a SaaS solution like Kontagent, the most important views are ready to go off-the-shelf and the custom views can be created quickly <em>without </em>engineering resources.</p>
<p><strong>Consider <em> </em>resource <em>and</em> opportunity costs:<br />
</strong>The cost to build your own system depends on the features that you think are necessary. Generally, companies start with building an event tracking system with a  third-party graphing tool as the front end. This by itself is not a massive undertaking and can be accomplished within two to three months (including instrumentation in game), with probably two highly-skilled engineers. However, building a <a href="http://www.kontagent.com/product/">full-featured system</a> as offered by Kontagent—which includes funnel analysis, cohort analysis, ad-hoc math on custom events—is a large engineering project that needs strategy and thorough planning. That could easily take several quarters with a dedicated team of engineers, product managers and testers.</p>
<p>Additional reports, custom views, scalability (based on increased user bases) can increase the total cost of ownership of a custom analytics solution. At the minimum, you will incur engineering, DBA, operations and hardware/software costs associated with additional reports, maintenance and enhancements to your analytics system. The actual cost varies depending on your analytics needs, user base and the skill sets within your organization; the reality is that there is a significant cost (resources and opportunity). Third-party analytics tools eliminate these undefined costs for you and provide strong service level agreements (SLAs) that guarantee that you’re reporting and analytics system is working 100 percent of the time.</p>
<p><strong>Domain expertise gives you a competitive edge:</strong><br />
An additional benefit of working with third-party analytics companies is access to data scientists who can help you make sense of all the data that your game is generating. Whether you’re a new studio creating your first game or a larger publisher building your first social or mobile game, this service can be invaluable in sifting through the noise and focusing only on the data that is relevant to the games current place in its life cycle.<br />
<strong><br />
Sometimes a hybrid system makes the most sense: </strong><br />
There are always cases where companies need a hybrid system: one specifically created for the business intelligence team and one for the rest of the organization. The decision to use one or both solutions depends on the complexity of the interactions in the game and specific correlations that are being sought. It also depends on the analytics requirements across your organization, and the level of expertise you have dealing with mining raw data.</p>
<p>In summary, third-party analytics packages have matured over the last couple of years so that the benefits—the ease of implementation, their ability to scale and their feature sets—far outweigh the cost. The focus in social gaming has shifted from a drive to build the best analytics tools, to a drive to build the best games. At the end of the day, it will be up to the individual company to determine whether they are capable of doing an excellent job at both, or if they are better served focusing their efforts exclusively on producing the next-generation of hit social/mobile games. As it stands now, if new companies want to get a head-start, they would be well advised to trust a company like Kontagent to provide their analytics to not only get off the ground, but also to <em>continue</em> to be successful.</p>
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<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Rohan-Sardesai.jpg"><img class="alignleft size-thumbnail wp-image-915" title="Rohan Sardesai" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Rohan-Sardesai-150x150.jpg" alt="" width="74" height="74" /></a>About our guest author: Rohan Sardesai has held various product management roles specializing in advertising, mobile, social apps and games. He is currently consulting with multiple companies in the music, mobile and social apps space. Most recently he was senior director of product management at iWin, Inc., a leading developer, publisher and distributor of social and mobile games. Prior to that he was director of product management at Lolapps, Inc. If you have any questions for Rohan, feel free to <a href="mailto:rohan.sardesai@gmail.com">email him</a>.</span></p>
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		<title>Kontagent kScope Social &amp; Mobile News Weekly Roundup</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/07/weeklyroundup_01-06-12/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=weeklyroundup_01-06-12</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/07/weeklyroundup_01-06-12/#comments</comments>
		<pubDate>Sat, 07 Jan 2012 03:04:39 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Data science]]></category>
		<category><![CDATA[Gamification]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[Weekly Roundup]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[data scientist]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[user analytics]]></category>
		<category><![CDATA[user behavior]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=784</guid>
		<description><![CDATA[Launch your mobile app on Sunday According to new research from mobile analytics service Mobilewalla, Sunday is the best day to release a mobile app; however, Wednesday appears to be the most popular day among developers. Find out the worst day to release your app. (Hint: It&#8217;s different for Android and iOS.) A tiny gaming company...  <a href="http://kaleidoscope.kontagent.com/2012/01/07/weeklyroundup_01-06-12/" title="Read Kontagent kScope Social &#038; Mobile News Weekly Roundup">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<p><span style="color: #333399;"><strong> </strong></span></p>
<p><span style="color: #333399;"><strong> </strong></span></p>
<div id="attachment_839" class="wp-caption alignright" style="width: 244px"><strong><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/calendar_clock3.jpg"><img class="size-full wp-image-839" title="Kontagent Kaleidoscope: What's the best day to launch a mobile app?" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/calendar_clock3.jpg" alt="" width="234" height="209" /></a></strong><p class="wp-caption-text">Mobilewalla found that mobile apps released on Sundays statistically performed the best.</p></div>
<p><span style="color: #333399;"><strong>Launch your mobile app on Sunday</strong></span><br />
According to new research from mobile analytics service <a href="http://www.mobilewalla.com/" target="_blank">Mobilewalla</a>, Sunday is the best day to release a mobile app; however, Wednesday appears to be the most popular day among developers. <a href="http://techcrunch.com/2011/12/19/sunday-is-the-best-day-to-launch-your-mobile-app/" target="_blank">Find out the worst day to release your app.</a> (Hint: It&#8217;s different for Android and iOS.)</p>
<p><span style="color: #333399;"><strong>A tiny gaming company has Zynga in its crosshairs</strong></span><br />
Rumble Games wants you to &#8220;swing your sword or fire your gun, not  decorate your castle and spam your friends with invitations.&#8221; It was a  big enough idea to <a href="http://techcrunch.com/2011/12/01/rumble-to-build-and-publish-games-using-15m-series-a-from-google-ventures-and-khosla/" target="_blank">prompt investors from Google Ventures and Khosla Ventures to drop $15 million</a> into the company in its <em>first round of funding</em> after it was founded less than a year ago.</p>
<p>This is what the company has to say about <a href="http://articles.businessinsider.com/2012-01-04/tech/30587746_1_zynga-hardcore-games-mid-core" target="_blank">the current state of social gaming</a>. Kixeye wasn&#8217;t amused by Rumble Games&#8217; comments, calling it &#8220;smack talk.&#8221; <a href="http://blog.games.com/2012/01/04/kixeye-rumble-games-response/" target="_blank">Read Kixeye CEO Will Harbin&#8217;s response.</a> (Disclosure: Kixeye is a Kontagent customer.)</p>
<p>On a related note, a recent move by the Justice Department could give Zynga <a href="http://www.businessinsider.com/this-is-zyngas-next-billion-dollar-opportunity-2012-1?utm_source=Triggermail&amp;utm_medium=email&amp;utm_term=10%20Things%20In%20Tech%20You%20Need%20To%20Know&amp;utm_campaign=Post%20Blast%20%28sai%29%3A%2010%20Things%20You%20Need%20To%20Know%20This%20Morning" target="_blank">a <em>new</em> billion-dollar opportunity</a>.<span id="more-784"></span></p>
<p><span style="color: #333399;"><strong>There&#8217;s another mobile social gaming network to choose from</strong></span><br />
San Jose, Calif.-based <a href="http://www.playphone.com/" target="_blank">PlayPhone</a> hopes to challenge rivals such as  Gree/OpenFeint and DeNA/Ngmoco in  the battle to create a huge social  network of gamers on smartphones and  tablets. PlayPhone officially launched last month and already has <a href="http://venturebeat.com/2011/12/13/playphone-launches-its-smarphone-mobile-social-gaming-network/" target="_blank">three million users worldwide</a>.</p>
<p><span style="color: #333399;"><strong>That grocery cart will track your every move</strong></span><br />
In author Martin Lindstrom&#8217;s series on the <a href="http://blogs.hbr.org/cs/2011/12/shopping_carts_will_track_cons.html#.TugHTifRfdI.facebook" target="_blank">future of retail</a>,  he highlights real-life shopping carts that are computerized and  programmed to understand the shopper&#8217;s buying  patterns. This can reveal  the speed of the shopper, how long it takes to make  a selection, the  preferred route, and the order in which items are  placed in the cart.</p>
<p>While it&#8217;s slightly different from social/mobile analytics, the basic  idea is the same: businesses&#8217; need to track user behavior, gain insights, and create better experiences that encourage customers to spend. (Brian  Smith says online businesses should also take note: <a href="../2011/11/29/the-new-ecommerce-metrics-what-etailers-can-learn-from-gaming-companies/">The New ECommerce Metrics: What Etailers Can Learn from Gaming Companies</a>.)</p>
<p><strong><span style="color: #333399;">Gamification is <del></del>mainstream</span><br />
</strong>[Last year] it  seemed that games were everywhere, and not just Foursquare  badges and  check-ins. Mainstream brands such as AOL and Dell adopted  these  techniques. <a href="http://www.readwriteweb.com/enterprise/2011/12/infographic-gamification-becom.php" target="_blank">Big Door put together this infographic</a> that summarizes gamification funding and predictions.</p>
<p><span style="color: #333399;"><strong>Smartphone apps that need to be created in 2012</strong></span><br />
Not in the gaming space? <a href="http://www.techrepublic.com/?tag=hdr" target="_blank">TechRepublic</a> has published a <a href="http://www.techrepublic.com/blog/smartphones/smartphone-apps-that-need-to-be-created-in-2012/4005?tag=nl.e099" target="_blank">wish list of apps</a> users need this year. &#8220;Some of these apps are pure fantasy, and some of them are ports of already existing applications.&#8221;</p>
<p><span style="color: #333399;"><strong>Data overload? Enter the new superhero: the data scientist</strong></span><br />
The coming deluge of data will create demand  for a new kind of computer scientist&#8211;a gig that&#8217;s one part  mathematician, one part product-development guru, and one part  detective. (After all, <a href="http://kaleidoscope.kontagent.com/2011/11/09/big-data-is-useless-without-science/">big data is useless without science.</a>)</p>
<p>Today there are some 400 million devices connected to the Internet,  mostly phones and computers. By 2020 some 50 billion devices, from cars  to appliances, will be talking to one another. And companies <a href="http://tech.fortune.cnn.com/2011/09/06/data-scientist-the-hot-new-gig-in-tech/" target="_blank">will need teams of data scientists</a> to sort through everything from internal inventory metrics to customer tweets. <a href="http://tech.fortune.cnn.com/2012/01/06/data-scientist-jobs/" target="_blank">Will you be ready?</a></p>
<p><span style="color: #333399;"><strong>The future is here&#8230; and you can take some college courses for it</strong></span><br />
Northwestern University is doing its bit to feed the need for analytics skills in this era of big data. The university’s McCormick School of Engineering recently launched a new <a href="http://www.analytics.northwestern.edu/" target="_blank">Master of Science degree in analytics</a> and  is accepting applications for the inaugural class to kick off this September. Included in the curriculum will be coursework on <a href="http://gigaom.com/cloud/northwestern-addresses-big-data-skills-gap-with-analytics-degree/?utm_medium=twitter&amp;utm_source=twitterfeed" target="_blank">big data  analytics</a>.</p>
<p>According to the Institute of the Future, these skills will be must-haves in the workforce. Here&#8217;s its list of <a href="http://gigaom.com/collaboration/new-book-offers-tips-on-how-to-%E2%80%9Cfuture-proof%E2%80%9D-your-career/?utm_source=feedburner&amp;utm_medium=feed&amp;utm_campaign=Feed%3A+gigaomnetwork+%28GigaOM%3A+All+Channels%29" target="_blank">broad skills that will help workers adapt to the changing career landscape</a>.</p>
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<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
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		<title>Gaia Online CEO on Important Mobile App Metrics to Track</title>
		<link>http://kaleidoscope.kontagent.com/2012/01/04/kontagent-konnect-interview-gaia-online-ceo-mike-sego/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=kontagent-konnect-interview-gaia-online-ceo-mike-sego</link>
		<comments>http://kaleidoscope.kontagent.com/2012/01/04/kontagent-konnect-interview-gaia-online-ceo-mike-sego/#comments</comments>
		<pubDate>Wed, 04 Jan 2012 21:44:51 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Executive Interview Series]]></category>
		<category><![CDATA[Kontagent Konnect]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[Facebook games]]></category>
		<category><![CDATA[Gaia Online]]></category>
		<category><![CDATA[increase acquisition]]></category>
		<category><![CDATA[increase monetization]]></category>
		<category><![CDATA[increase retention]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[LTV]]></category>
		<category><![CDATA[Mike Sego]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[mobile games]]></category>
		<category><![CDATA[Monster Galaxy]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[social game analytics]]></category>
		<category><![CDATA[user analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=718</guid>
		<description><![CDATA[Happy New Year! Here at Kontagent, we&#8217;ve helped hundreds of social customers win by helping them gain better insights into their users&#8217; behaviors. And, we have even more exciting product features planned this year. (Sign up for our newsletter for the latest Kontagent news and updates.) We&#8217;re always improving our already-powerful, best-in-class analytics platform. We&#8217;ve...  <a href="http://kaleidoscope.kontagent.com/2012/01/04/kontagent-konnect-interview-gaia-online-ceo-mike-sego/" title="Read Gaia Online CEO on Important Mobile App Metrics to Track">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<div id="attachment_720" class="wp-caption alignright" style="width: 210px"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Mike-Sego.jpg"><img class="size-full wp-image-720" title="Kontagent Kaleidoscope Q&amp;A with Mike Sego" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2012/01/Mike-Sego.jpg" alt="" width="200" height="241" /></a><p class="wp-caption-text">Gaia Online CEO Mike Sego discusses the lessons he learned in social app development that Gaia is applying to mobile.</p></div>
<p>Happy New Year!</p>
<p>Here at Kontagent, we&#8217;ve helped hundreds of social customers win by helping them gain better insights into their users&#8217; behaviors. And, we have even more exciting product features planned this year. (Sign up for our <a href="http://companynews.kontagent.com/">newsletter</a> for the latest Kontagent news and updates.)</p>
<p>We&#8217;re always improving our already-powerful, best-in-class analytics platform. We&#8217;ve been leveraging our knowledge and experience to help many of our social customers make a successful transition into the mobile space, too.</p>
<p>Whether  you’re in the early stages of developing a mobile application, or  you’ve already launched it and have a substantial user base, looking to social app developers for a history  lesson on how to do it right can give you a huge head-start, and greater chance at success.</p>
<h2>Kontagent Konnect Interview:<br />
Gaia Online CEO Mike Sego</h2>
<p><a href="http://www.gaiaonline.com/" target="_blank">Gaia Online</a> has been able to do this with <a href="http://itunes.apple.com/us/app/monster-galaxy-the-zodiac/id446031890?mt=8" target="_blank">Monster Galaxy</a>&#8211;a hit on both Facebook <em>and</em> iOS. In the first installment of our <em>Kontagent Konnect Executive Interview Series</em>, we spoke with CEO Mike Sego on how the company is applying many of the lessons it learned in social to mobile, including:</p>
<ul>
<li>The metrics that are most important to succeeding on mobile</li>
<li>How to monetize on the F2P model</li>
<li>How to successfully split-test on iOS (yes, it is possible!)</li>
<li>Other tactics used to keep players engaged and coming back for more<span id="more-718"></span></li>
</ul>
<p><span style="color: #333399;"><strong><span style="color: #000000;"> </span> What are the overarching fundamentals for developers who want to make the social to mobile transition? Do these fundamentals also apply to mobile developers in general?</strong></span><br />
<strong> </strong>Applying the knowledge you gained on Facebook to developing for mobile is the most effective way we’ve found to succeed in the mobile space.</p>
<p><strong> </strong>When it comes to content, the mechanics are almost identical for what motivates user engagement, retention, and monetization between mobile and social. Appointment mechanics, energy mechanics, leaving players wanting more, designing specific goals that are just out of reach until multiple play sessions, etc.—the user experience is consistent.</p>
<p>When it comes to social and mobile game apps, we have found that free-to-play models are the most successful at attracting users. Beyond that, you should focus on a very tight conversion funnel; once a new user has installed your application, analyze every action she takes through the levels or stages of your app. When you start looking at cohorts of users, if there is a spike in drop-offs, you should start asking yourself, ‘What is it about this particular stage that could be turning off users? Did I make the level too difficult? Was it not difficult enough? What are some other incentives I can bake into this particular point of the app to get them to keep going?’</p>
<p>But, as you continue to develop your application, keep in mind that you should develop and release quickly, and test often. The trick is to test, fine-tune and iterate with user data. These insights will help you to improve conversion. Spending a disproportionate amount of time instrumenting and scrutinizing the new user experience will pay dividends down the line. This is true for both social and mobile games.</p>
<p><span style="color: #333399;"><strong>What are the metrics you pay most attention to?</strong></span><br />
Just as it was in social, the two biggest levers in mobile are still minimizing customer acquisition costs (CAC), and maximizing lifetime value (LTV). The question boils down to this: How can we acquire as many users as possible, for as little money as possible? And, how can we generate as much revenue as possible from those users? Everything else is an input into those two major metrics because those two metrics are what will ultimately determine if you have a scalable hit or a game that just won’t pay for itself.</p>
<ul>
<li><em><strong>User retention over a longer period of time</strong></em><br />
Specifically, look at how many users stick around, and how long they stick around, i.e., Day 1, Day 7 retention. (Day 1 retention alone is too broad for you to fully understand what needs to be improved. That’s the reason for testing the new user experience.)</li>
<li><strong><em>Cost to acquire customers</em></strong><br />
We look at the organic ratio—the number of users who come to us without us having paid for them. This is different from the way we track virality in social since our data for user source isn&#8217;t as detailed&#8230; <em>continued</em></li>
</ul>
<h3><a href="http://na-m.marketo.com/lp/kontagent/ExecutiveInterviewSeries_MikeSego.html?source=kscopeblog">Register here to read the full interview.</a></h3>
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<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
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		<title>Kontagent kScope Social &amp; Mobile News Weekly Roundup</title>
		<link>http://kaleidoscope.kontagent.com/2011/12/10/kontagent-kscope-weekly-roundup/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=kontagent-kscope-weekly-roundup</link>
		<comments>http://kaleidoscope.kontagent.com/2011/12/10/kontagent-kscope-weekly-roundup/#comments</comments>
		<pubDate>Sat, 10 Dec 2011 01:04:14 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[Weekly Roundup]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[data science]]></category>
		<category><![CDATA[data scientist]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[mobile apps]]></category>
		<category><![CDATA[mobile games]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[social apps]]></category>
		<category><![CDATA[user analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=599</guid>
		<description><![CDATA[&#160; Big week in mobile app downloads According to Mobilewalla, as of this week there are more than a million apps in the market. And, Apple’s developers are adding about 1,000 new apps a day while Android developers are uploading about 1,400 a day. Even though ComputerWeekly.com says games is the &#8220;most popular&#8221; form of...  <a href="http://kaleidoscope.kontagent.com/2011/12/10/kontagent-kscope-weekly-roundup/" title="Read Kontagent kScope Social &#038; Mobile News Weekly Roundup">Read more &#187;</a>]]></description>
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<div id="attachment_603" class="wp-caption alignright" style="width: 261px"><strong><a href="http://www.fastcodesign.com/1665591/infographic-of-the-day-everything-about-the-mobile-app-market" target="_blank"><img class="size-full wp-image-603  " title="Kontagent: GDS mobile app download lowdown" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/12/Mobile-app-download-lowdown.jpg" alt="" width="251" height="457" /></a></strong><p class="wp-caption-text">Source: GDS Infographics</p></div>
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<p><span style="color: #333399;"><strong>Big week in mobile app downloads</strong></span><br />
According to <a href="http://www.mobilewalla.com/Desktop/Home.htm?filterDevicePlatform=101" target="_blank">Mobilewalla</a>, as of this week there are <a href="http://www.mobilewalla.com/Desktop/AppIntel_AppCount.htm?filterDevicePlatform=101" target="_blank">more than a million apps</a> in the market. And, Apple’s developers are adding about 1,000 new apps a day while Android developers are uploading about 1,400 a day.</p>
<p>Even though ComputerWeekly.com says games is the <a href="http://www.computerweekly.com/blogs/cwdn/2011/12/games-the-most-popular-form-of-mobile-application.html" target="_blank">&#8220;most popular&#8221; form of mobile apps</a> when it comes to high engagement, games isn&#8217;t #1 in overall categories for top downloads. <a href="http://www.cmswire.com/cms/mobile/mobile-apps-approach-one-million-milestone-013730.php" target="_blank">Find out which <em>kinds</em> of apps are the most downloaded.</a> (Side note: games may not be #1, but they do sometimes <a href="http://www.businessinsider.com/you-dont-want-to-sling-this-angry-bird-into-a-wall-2011-12?nr_email_referer=1&amp;utm_source=Triggermail&amp;utm_medium=email&amp;utm_term=Business+Insider+Select&amp;utm_campaign=BI+Select+Recurring+2011-12-07" target="_blank">inspire fashion</a>.)</p>
<p>It was a big week for Google, too. The company announced that the <a href="http://www.businessinsider.com/blackboard/android">Android</a> Market had passed its 10 billionth app download. Apple may have hit that milestone first (and faster), but Business Insider says that Google is hot on Apple&#8217;s heels. <a href="http://www.businessinsider.com/chart-of-the-day-watch-out-apple-here-comes-the-android-market-2011-12?nr_email_referer=1&amp;utm_source=Triggermail&amp;utm_medium=email&amp;utm_term=SAI%20Chart%20Of%20The%20Day&amp;utm_campaign=SAI_COTD_120611" target="_blank">Should Apple be concerned? </a><span id="more-599"></span></p>
<p>Microsoft isn&#8217;t even close, but it hopes <a href="http://venturebeat.com/2011/12/06/windows-8-store-money/" target="_blank">sweetening a deal with mobile app developers</a> will help it play catch-up. Here&#8217;s a cool <a href="http://www.fastcodesign.com/1665591/infographic-of-the-day-everything-about-the-mobile-app-market" target="_blank">infographic</a> on the apps race.</p>
<div><span style="color: #333399;"><strong>Imitation is the highest form of flattery</strong></span><br />
Back in June, social gaming behemoth Zynga sued social gaming startup Vostu over claims that Vostu had violated its copyrights with several games that ripped off Zynga titles, but <a href="http://www.escapistmagazine.com/news/view/114573-Zynga-and-Vostu-Bury-the-Axe" target="_blank">the two have now buried the axe</a>.</div>
<p>It&#8217;s no surprise many gaming companies try to reproduce Zynga&#8217;s success. The company has been a huge hit with its suite of addictive games; it says it&#8217;s because it takes a different approach to gaming. Zynga SVP of Product Development Mark Skaggs shares his thoughts on <a href="http://www.thinkdigit.com/Gaming/Gaming-and-beyond-An-interview-with-Mark_8119.html" target="_blank">what makes a good game developer</a>.</p>
<div><strong> <span style="color: #333399;">That&#8217;s not very friendly</span></strong><br />
On a related note, <a href="http://www.washingtonpost.com/lifestyle/style/alec-baldwin-american-airlines-disagree-on-what-happened-during-words-with-friends-incident/2011/12/08/gIQAKqrEgO_story.html" target="_blank">Alec Baldwin and American Airlines have waged a war of words</a> on the blogosphere. Baldwin was kicked off an AA plane for continuing to play &#8220;<a href="http://www.wordswithfriends.com/" target="_blank">Words With Friends</a>&#8221; when he was instructed by airline staff to turn off his mobile device.</div>
<p>Angry tweets from Baldwin ensued; <a href="http://travel.usatoday.com/flights/post/2011/12/american-issues-statement-on-alec-baldwin-incident/580193/1" target="_blank">AA fired back</a> on their Facebook page. <a href="http://www.washingtonpost.com/lifestyle/style/alec-baldwin-american-airlines-disagree-on-what-happened-during-words-with-friends-incident/2011/12/08/gIQAKqrEgO_story.html" target="_blank">Zynga, creator of WWF, added fuel to the flames</a> with this <a href="http://twitpic.com/7pi1uw/full" target="_blank">clever picture</a>.</p>
<div><strong> <span style="color: #333399;">A picture is worth 1,000 words&#8211;and Apple&#8217;s &#8220;iPhone App Of The Year&#8221;</span></strong><br />
Congratulations to <a href="http://instagr.am/" target="_blank">Instagram</a>. The photo-sharing app was named Apple&#8217;s #1 of 2011. Instagram is used by 14  million people who have posted nearly 400 million images since it was  released to the App Store earlier this year. An Android version of  the app <a href="http://www.businessinsider.com/instagram-for-android-2011-12">should be out soon</a>.<br />
<strong><br />
<span style="color: #333399;">GREE&#8217;s bid for world domination</span></strong><br />
Japan&#8217;s leading social network plans to get ONE BILLION users on its new global social gaming platform&#8211;it’s almost <a href="http://www.digitaleastasia.com/2011/12/07/gree-japans-leading-social-network-plans-to-get-1-billion-users-on-its-new-global-social-gaming-platform/" target="_blank">entirely focused on mobile social games</a> for the  Japanese consumer.</div>
<div><strong><br />
<span style="color: #333399;">Got a new product? Reach out to your social users </span></strong><br />
<a href="http://eyetrackshop.com/">Eye Track Shop</a> makes eye-tracking <a id="itxthook0" rel="nofollow" href="http://articles.businessinsider.com/2011-12-08/tech/30488816_1_facebook-profile-profile-photo-software#">software</a> for webcams, and they&#8217;ve &#8220;put it to use to research how people actually see Facebook profiles and what catches their attention.&#8221; Turns out, those annoying <a href="http://articles.businessinsider.com/2011-12-08/tech/30488816_1_facebook-profile-profile-photo-software" target="_blank">ads attract a lot of eyeballs</a>.</div>
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<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;</p>
<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
<p>&nbsp;</p>
</div>
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		<title>Diving Deeper with Mobile Analytics</title>
		<link>http://kaleidoscope.kontagent.com/2011/12/07/diving-deeper-with-mobile-analytics/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=diving-deeper-with-mobile-analytics</link>
		<comments>http://kaleidoscope.kontagent.com/2011/12/07/diving-deeper-with-mobile-analytics/#comments</comments>
		<pubDate>Wed, 07 Dec 2011 00:51:22 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[increase acquisition]]></category>
		<category><![CDATA[increase monetization]]></category>
		<category><![CDATA[increase retention]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[user analytics]]></category>
		<category><![CDATA[user behavior]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=489</guid>
		<description><![CDATA[The mobile ecosystem is like the wild, west West. This space is still in its infancy. There are so many opportunities for us, but also a ton of growing pains we need to get through. We recently attended the AppNation conference here in San Francisco, and I was surprised to meet so many mobile developers...  <a href="http://kaleidoscope.kontagent.com/2011/12/07/diving-deeper-with-mobile-analytics/" title="Read Diving Deeper with Mobile Analytics">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<div id="attachment_559" class="wp-caption aligncenter" style="width: 367px"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/12/Tablet-and-phones-with-dashboard.jpg"><img class="size-full wp-image-559 " title="Kontagent social and mobile analytics" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/12/Tablet-and-phones-with-dashboard.jpg" alt="" width="357" height="256" /></a><p class="wp-caption-text">Mobile app developers want visibility and actionable insights.</p></div>
<p>The mobile ecosystem is like the wild, west West. This space is still in its infancy. There are so many opportunities for us, but also a ton of growing pains we need to get through.</p>
<p>We recently attended the <a href="http://appnationconference.com/enterprise/" target="_blank">AppNation</a> conference here in San Francisco, and I was surprised to meet so many  mobile developers who are struggling to make money when IDC predicts that <a href="http://mobithinking.com/mobile-marketing-tools/latest-mobile-stats#mobile-app-stores">global app downloads will reach 76.9 billion in 2014 and will be worth US$35 billion</a>.</p>
<p>It does make sense though; the competition is fierce. <a href="http://www.mobilewalla.com/Desktop/Home.htm?filterDevicePlatform=101" target="_blank">Mobilewalla</a>, a search engine for mobile, announced that the number of available mobile apps in the marketplace is <a href="http://www.cmswire.com/cms/mobile/mobile-apps-approach-one-million-milestone-013730.php" target="_blank">approaching the million milestone</a>. Faced with the issue of &#8220;app fatigue,&#8221; what can developers do to make sure that users are:</p>
<p style="padding-left: 30px;">1) Finding and installing their apps;<br />
2) Returning to the apps&#8211;and eventually spending money<br />
through in-app purchases.</p>
<p>Most of them are using ad networks to drive user acquisition. But, there&#8217;s a fragmented ecosystem of ad networks. Developers aren&#8217;t really getting great insight into which specific ad network users are coming from. They need clear marketing attributions. And, once the user has entered the app, what are they doing<em> within</em> the app? Those are the missing links between installation and monetization.<span id="more-489"></span></p>
<div id="attachment_511" class="wp-caption alignright" style="width: 216px"><a href="http://na-m.marketo.com/lp/kontagent/WP_Top7Metrics_LPblog.html?source=kscopeblog"><img class="size-full wp-image-511 " title="Kontagent's Top 7 Metrics of Highly Successful Social Companies" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/12/Top7Metrics_social_WP1.jpg" alt="" width="206" height="267" /></a><p class="wp-caption-text">Click the image to sign up for our white paper, &quot;The Top 7 Metrics of Highly Successful Social Companies.&quot;</p></div>
<p>What I realized at AppNation is that sessions on mobile monetization  were packed to the brim because everyone knows they need analytics. What  they <em>want</em> is guidance on the metrics and data they need to be  measuring. For example, when it comes to engagement and retention, developers are challenged with defining events and segments. What should they be measuring? How can they better analyze retention by cohorts?</p>
<p>&#8220;It&#8217;s more than just the top-line metrics; it&#8217;s more than just installs&#8221; said <a href="http://www.sessionm.com/" target="_blank">Session M</a> CEO Lars Albright during the forum, &#8220;The App Rock Stars: The Rise of the Entrepreneurial Engineer.&#8221; <a href="http://openmobilesolutions.com/" target="_blank">Open Mobile Solutions</a> CEO and Co-founder Jai Jaisimha echoed the point at a roundtable discussion on mobile discoverability and monetization: &#8220;There is a lack of deep metrics.&#8221;</p>
<p><span style="color: #000000;"><strong>If you are trying to figure out how to win in mobile, turning to companies that have mastered the social gaming space is a great start.</strong></span></p>
<p>Companies like <a href="http://company.zynga.com/" target="_blank">Zynga</a> and <a href="http://www.gaiaonline.com/" target="_blank">Gaia Online</a> may be considered game companies but they&#8217;re really analytics companies at the core. (Zynga tracks 70 billion messages a day, compared to Omniture&#8217;s 30 billion a day.) These social companies have learned how to not only acquire users, but keep them coming back again and again and again. And, these users spend. Again and again and again.</p>
<p><strong>Many of the metrics they focus on to get these results can be applied to mobile</strong>, e.g., cost to acquire customers (CAC), average revenue per user (ARPU), average session lengths, etc.</p>
<p>If you&#8217;re a mobile business, competing with social companies that are transitioning into mobile may be difficult because they basically have been tweaking, tuning and perfecting their social apps for maximum monetization for the past 2-3 years. But you can do it if you have domain expertise on your side.</p>
<p>Kontagent is the leader in social analytics&#8211;our roster of hundreds of social customers is testament to that. We process billions of events a day, and are responsible for $1 of every $4 spent on social apps. By leveraging our experience in social, Kontagent knows what metrics mobile developers should be focusing on. And, we are the only 100% pure-play mobile analytics platform in the market. Other &#8220;mobile analytics&#8221; providers are ad networks that provide you top-line analytics. Only Kontagent can give you the deep data you need to better monetize your apps.</p>
<p>Register for Wednesday&#8217;s webinar to learn more&#8211;Kontagent CSO <a href="http://www.kontagent.com/why/our-team/" target="_blank">Josh Williams</a> and <a href="http://www.glu.com/" target="_blank">Glu Mobile&#8217;s</a> Lin Wang are hosting <strong><a href="http://na-m.marketo.com/lp/kontagent/MobileMetricsWebinarLP.html?source=blog" target="_blank">Using Mobile Metrics to Drive Monetization</a></strong>.</p>
<p>In the next couple of months, we&#8217;ll also be publishing white papers and case studies on mobile acquisition, engagement and monetization, as well as the lessons learned from companies that have made the social-to-mobile transition. We hope these will help you to look at your apps through a new lens, and that ultimately you will be able to use this content to improve your profits. (In the meantime, sign up for our white paper, <a href="http://na-m.marketo.com/lp/kontagent/WP_Top7Metrics_LPblog.html?source=kscopeblog" target="_blank">The Top 7 Metrics of Highly Successful Social Companies</a>.)</p>
<p>And please, feel free to reach out to us if you have any questions, ideas, or see interesting trends in social or mobile that you&#8217;d like to share: <a href="https://twitter.com/Kontagent" target="_blank">@Kontagent</a>. It really is such a great time in this space, and we are excited to explore it with you.</p>
<p><a href="http://na-m.marketo.com/lp/kontagent/MobileMetricsWebinarLP.html?source=blog"><img class="aligncenter size-full wp-image-398" title="Kontagent Mobile Analytics Webinar" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/11/Blog_MobileBanner_11.19.11.jpg" alt="" width="510" height="103" /></a></p>
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<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
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		<title>User Analytics: A Few Lessons from Moneyball</title>
		<link>http://kaleidoscope.kontagent.com/2011/10/27/user-analytics-a-few-lessons-from-moneyball/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=user-analytics-a-few-lessons-from-moneyball</link>
		<comments>http://kaleidoscope.kontagent.com/2011/10/27/user-analytics-a-few-lessons-from-moneyball/#comments</comments>
		<pubDate>Thu, 27 Oct 2011 18:04:36 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Data science]]></category>
		<category><![CDATA[Mobile analytics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[User analytics]]></category>
		<category><![CDATA[billy beane]]></category>
		<category><![CDATA[business analytics]]></category>
		<category><![CDATA[customer economics]]></category>
		<category><![CDATA[facebook]]></category>
		<category><![CDATA[increase acquisition]]></category>
		<category><![CDATA[increase monetization]]></category>
		<category><![CDATA[increase retention]]></category>
		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[marketing]]></category>
		<category><![CDATA[michael lewis]]></category>
		<category><![CDATA[mobile analytics]]></category>
		<category><![CDATA[moneyball]]></category>
		<category><![CDATA[oakland athletics]]></category>
		<category><![CDATA[predictive analytics]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[social commerce]]></category>
		<category><![CDATA[social gaming]]></category>
		<category><![CDATA[Web analytics]]></category>

		<guid isPermaLink="false">http://kaleidoscope.kontagent.com/?p=115</guid>
		<description><![CDATA[Be the Brad Pitt Billy Beane of the Social and Mobile Web What do Kontagent data scientist Martin Colaco and Billy Beane have in common? On the surface, probably not much. But, when it comes to analytics, Beane changed the game for baseball. Colaco could be doing the same for business. Moneyball is based on...  <a href="http://kaleidoscope.kontagent.com/2011/10/27/user-analytics-a-few-lessons-from-moneyball/" title="Read User Analytics: A Few Lessons from Moneyball">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<p><object width="500" height="300"><param name="movie" value="http://www.youtube-nocookie.com/v/D1R-LwHbld4?version=3&amp;hl=en_US" /><param name="allowFullScreen" value="true" /><param name="allowscriptaccess" value="always" /><embed type="application/x-shockwave-flash" width="500" height="300" src="http://www.youtube-nocookie.com/v/D1R-LwHbld4?version=3&amp;hl=en_US" allowscriptaccess="always" allowfullscreen="true"></embed></object><strong> </strong></p>
<p><strong> </strong></p>
<p style="text-align: center;"><span style="color: #808080;"><span style="font-size: xx-small;">Be the <del>Brad Pitt</del> Billy Beane of the Social and Mobile Web</span></span></p>
<p>What do Kontagent data scientist <a href="http://www.linkedin.com/pub/martin-colaco/3/891/428" target="_blank">Martin Colaco</a> and <a href="http://en.wikipedia.org/wiki/Billy_Beane" target="_blank">Billy Beane</a> have in common?</p>
<p>On  the surface, probably not much. But, when it comes to analytics, Beane  changed the game for baseball. Colaco could be doing the same for  business.</p>
<p><a href="http://www.moneyball-movie.com/">Moneyball</a> is based on Michael Lewis’s book, <em><a href="http://www.amazon.com/Moneyball-Art-Winning-Unfair-Game/dp/0393057658" target="_blank">Moneyball: The Art of Winning an Unfair Game</a></em>. Faced  with a relatively meager budget, Oakland Athletics manager Billy Beane  (played by Brad Pitt) uses a groundbreaking, sabermetric approach—the  specialized analysis of baseball through objective, empirical evidence  that measures in-game activity—to recruit a competitive baseball team.  (Read more on<a href="http://entertainment.howstuffworks.com/sabermetrics.htm" target="_blank"> how sabermetrics works</a>.)</p>
<p>Beane  goes against convention, taking advantage of more empirical gauges of  player performance to build a team that could successfully compete in  Major League Baseball. He analyzes stats that are not generally  considered top priority in the traditional scouting process. While most  managers pored over stats like running speed, stolen bases and batting  averages, the sabermetric approach, developed by baseball statistician  Bill James, predicts other factors are better indicators of a player’s  offensive success, e.g., on-base and slugging percentages.</p>
<p>Beane basically stared the “old guard” of baseball recruiting in the face and said, “Suck it.” And it worked.</p>
<p>Using  sabermetrics, the Oakland A’s were able to put together a competitive  team on a $41 million salary; by comparison, the New York Yankees spent  more than $125 million in payroll in the same 2002 season. It paid off:  the Athletics led a 20-game winning streak, and Beane shifted the  paradigm of baseball scouting forever.</p>
<p>When  it comes to Web business analytics, it’s not a bad idea to take a page  out of the Moneyball book. Sometimes you have to look at data through <a href="http://kaleidoscope.kontagent.com/2011/10/17/welcome-to-the-kontagent-kaleidoscope-a-blog-on-big-data-patterns-in-social-mobile-and-web-2/">a  different lens</a> in order to better make predictions and optimize  opportunities. In baseball, Beane approached player stats differently  and got different results. In business, data scientists like Colaco say  there’s a similar shift happening in the world of Web 3.0.</p>
<p><span id="more-115"></span><strong>Moneyball lesson #1: Challenge the status quo.</strong><br />
There’s  a scene in Moneyball where Beane and his scouts are arguing over which  players to recruit. His scouts want the highly sought-after players.  Beane can’t afford them. Frustrated, he says, “You guys are talking the  same non-sense. We’ve got to think differently.” Thinking differently,  it turned out, made all the difference in the world.</p>
<p>It’s  a good lesson to remember when it comes to business. With the explosion  of social and mobile applications, we have to move away from the “old  guard” of analytics and begin measuring KPIs around virality,  engagement, retention, and monetization. It’s no longer about page  views; it’s about users.  What are these users doing within your applications? Every click of  every action of every second. How can we use that information to win?  We’ve got to think differently.</p>
<p><strong>Moneyball lesson #2: You <em>can</em> compete with the New York Yankees.</strong><br />
Companies  like Zynga, Playdom and CrowdStar aren’t wildly successful just because  they’re in the social gaming space. No, these companies are behemoths  when it comes to data. And, they’ve figured out how to collect, store, analyze and optimize all this data to succeed.</p>
<p>But  what about the little guys who are trying to compete in this space?  They may not have the infrastructure to support such massive amounts of  data (or the hundreds of thousands of dollars needed to get that  infrastructure in place). How do they (think: Oakland A’s) go up against  Zynga (think: New York Yankees with the deep pockets)?! Luckily,  analytics platforms like <a href="http://www.kontagent.com/product/">kSuite</a> by Kontagent now provide the infrastructure needed to access data for organizations of all sizes.</p>
<p>Okay, great—you have access, but now what?</p>
<p><strong>Moneyball lesson #3: Look at the data that really matters; it may not be obvious at first.</strong><br />
In Moneyball, Beane relied on <a href="http://jerrygarrett.wordpress.com/2011/09/24/moneyballs-peter-brand-aka-paul-depodesta/" target="_blank">Yale economics graduate Peter Brand</a> (Jonah Hill) to help him make sense of all of the stats. It was Brand  who took the core data and interpreted it so that Beane could make  better scouting decisions.“Your goal shouldn’t be to buy players; your  goal should be to buy wins,” he says.</p>
<p>The lesson here? Good data is useless if it’s mismanaged.</p>
<p>The  right analytics solution needs to give you not only access to big-data  analytics, but also an easy-to-understand dashboard and support from <a href="http://wikibon.org/blog/role-of-the-data-scientist/" target="_blank">data scientists</a> (your own team of Peter Brands!).</p>
<p>Data  scientists can help you understand what the patterns of data are  telling you to find the users with the greatest potential for  monetization and lifetime value. What might appear obvious could be  deceiving when you slice the information differently. And it’s these  users that you want to understand and develop. It’s these users you need  to understand. In. Order. To. Win.</p>
<p>Call it leveling the playing field.</p>
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<p><span style="color: #808080;"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh.jpg"><img class="alignleft size-thumbnail wp-image-905" title="Catherine Mylinh" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Catherine-Mylinh-134x150.jpg" alt="" width="63" height="71" /></a>About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
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		<title>Moving Beyond Traditional Web Analytics</title>
		<link>http://kaleidoscope.kontagent.com/2011/10/18/moving-beyond-traditional-web-analytics/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=moving-beyond-traditional-web-analytics</link>
		<comments>http://kaleidoscope.kontagent.com/2011/10/18/moving-beyond-traditional-web-analytics/#comments</comments>
		<pubDate>Tue, 18 Oct 2011 21:46:46 +0000</pubDate>
		<dc:creator>Catherine Mylinh</dc:creator>
				<category><![CDATA[Big data]]></category>
		<category><![CDATA[Customer economics]]></category>
		<category><![CDATA[Social analytics]]></category>
		<category><![CDATA[Social Commerce]]></category>
		<category><![CDATA[User analytics]]></category>
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		<category><![CDATA[increase acquisition]]></category>
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		<category><![CDATA[kontagent]]></category>
		<category><![CDATA[marketing]]></category>
		<category><![CDATA[predictive analytics]]></category>
		<category><![CDATA[sales funnels]]></category>
		<category><![CDATA[social analytics]]></category>
		<category><![CDATA[user analytics]]></category>
		<category><![CDATA[Web analytics]]></category>

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		<description><![CDATA[Another great article about moving beyond traditional Web analytics. Fast Company blogger Shawn Graham takes a look at the changing landscape of user analytics; we are now inundated with customer data, but we need to sift through it to figure out what’s meaningful&#8211;and that can be daunting. In Are User Behavior Analytics the Real Predictors...  <a href="http://kaleidoscope.kontagent.com/2011/10/18/moving-beyond-traditional-web-analytics/" title="Read Moving Beyond Traditional Web Analytics">Read more &#187;</a>]]></description>
			<content:encoded><![CDATA[<div id="attachment_41" class="wp-caption alignright" style="width: 241px"><a href="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Mobile-convo2.jpg"><img class="size-medium wp-image-41" title="Social conversations engagement and ROI" src="http://kaleidoscope.kontagent.com/wp-content/uploads/2011/10/Mobile-convo2-254x300.jpg" alt="" width="231" height="265" /></a><p class="wp-caption-text">Your users may be engaged, but are they being monetized?</p></div>
<p>Another great article about moving beyond traditional Web analytics.</p>
<p><a href="http://www.fastcompany.com/" target="_blank">Fast Company</a> blogger <a href="http://www.fastcompany.com/user/shawn-graham" target="_blank">Shawn Graham</a> takes a look at the changing landscape of user analytics; we are now  inundated with customer data, but we need to sift through it to figure  out what’s meaningful&#8211;and that can be daunting.</p>
<p>In <a href="http://www.fastcompany.com/1788485/are-user-behavior-analytics-the-real-predictors-of-customer-engagement" target="_blank">Are User Behavior Analytics the Real Predictors of Customer Engagement?</a>,  Graham credits social gaming start-ups with pioneering the process.  It’s no longer about the page views; game developers have learned to  “rapidly interpret and develop meaningful insights from billions of data  events each day. They [use] customer data to drive engagement, fuel  product development, improve the user experience and <span style="text-decoration: underline;">ultimately increase ROI</span>.”</p>
<p>Other  industries can take advantage of this, too. “Businesses now have an  unprecedented opportunity to deeply understand and optimize their  customer economics,” says Kontagent President and Chief Science  Officer Josh Williams.</p>
<p>Williams  says businesses need to find the levers that “drive effective user  acquisition, engagement, retention and monetization&#8230;by acting on  real-time insights that affect their bottom line.” It will be the only  way to survive in this new Web 3.0 world.</p>
<p><strong>Does customer engagement really lead to increased revenue?</strong><br />
We’d  like to take the old-school vs. new-school analytics topic a step  further. <span id="more-36"></span>Businesses are now measuring engagement, but they could be  missing the point if they’re not tying it back to the user&#8211;and  ultimately, ROI. Engagement alone doesn’t increase revenue. We need to  pinpoint the moment the user becomes a <em>paying</em> customer. But, well before that even happens, we need to predict which users will become customers, and we need to nurture them.</p>
<p>For  example, say you’re shopping for jewelry at an online shopping site.  You find a necklace you’re completely in love with. You share the link  with your Facebook friends or you tweet it for the world to see&#8211;but  you have not purchased the item. <em>That’s customer engagement.</em> A week  later, you find the same necklace for 20% less at <a href="http://www.jewelmint.com/" target="_blank">Jewelmint</a> after seeing an ad on Facebook. You pull out your wallet and make a purchase at Jewelmint. <em>That’s ROI.</em></p>
<p>So,  if you’re that first website, have you missed the beat? Could you have  better nurtured me and turned me into a paying customer? Social games  have mastered the art of nurturing users into paying customers. The rest  of the social industry can pull the same levers to optimize their  customer economics.</p>
<p>This  is the science of user analytics. And it can take thousands&#8211;even  millions&#8211;of events (not page views) to lead to a sale. That’s a whole  lot of data. Do you have the support and insight needed to nurture your  best customers? User analytics is about making sense of that data&#8211;and  acting effectively on it.</p>
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<span style="color: #808080;">About the author: Catherine Mylinh is a member of Kontagent&#8217;s storytelling team, where she is head of content marketing. She credits her journalism and computer science roots—she was once a programmer!—for her love of learning and writing about all things high tech. You can contact Catherine at <a href="http://twitter.com/cat_mylinh" target="_blank">@cat_mylinh</a>.</span></p>
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