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	<title>clouin.com</title>
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	<link>http://clouin.com</link>
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		<title>When Will Groupon Tip?</title>
		<link>http://clouin.com/when-will-groupon-tip</link>
		<comments>http://clouin.com/when-will-groupon-tip#comments</comments>
		<pubDate>Tue, 21 Dec 2010 00:45:09 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[coupons]]></category>
		<category><![CDATA[Customer acquisition]]></category>
		<category><![CDATA[Customer loyalty]]></category>
		<category><![CDATA[Google]]></category>
		<category><![CDATA[Groupon]]></category>
		<category><![CDATA[Mobile Retail]]></category>
		<category><![CDATA[Online Retail]]></category>
		<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://clouin.com/?p=918</guid>
		<description><![CDATA[TweetGroupon is really catching on like wildfire, despite doomsayers&#8217; claims of low barriers to entry, and unsustainable business model (like New Yorker&#8217;s column by James Surowiecki). The Groupon team has hit such a sweet spot of viral customer acquisition and high-margin revenue that it felt comfortable rejecting Google&#8217;s $6 billion offer. With growing brand recognition [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton918" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fwhen-will-groupon-tip&amp;text=When%20Will%20Groupon%20Tip%3F&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fwhen-will-groupon-tip" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><div><span style="font-family: Verdana; color: #000000; font-size: 10;">Groupon is really catching on like wildfire, despite doomsayers&#8217; claims of low barriers to entry, and unsustainable business model (like <a title="Groupon Clipping" href="http://www.newyorker.com/talk/financial/2010/12/20/101220ta_talk_surowiecki" target="_blank">New Yorker&#8217;s column</a> by James Surowiecki). The Groupon team has hit such a sweet spot of viral customer acquisition and high-margin revenue that it felt comfortable rejecting Google&#8217;s $6 billion offer. With growing brand recognition and network effect, Groupon is reaching escape velocity and only heavyweights, like Amazon (via LivingSocial?), Google or Facebook, still have the scale to effectively compete with them, as they capture the<a title="What's driving Groupon's value?" href="http://battellemedia.com/archives/2010/12/thinking_out_loud_whats_driving_groupon" target="_blank"> remains of the Yellow Pages&#8217; business</a>. </span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;"><br />
</span></div>
<p><img class="alignleft size-full wp-image-922" style="margin-right: 10px; margin-bottom: 10px;" title="Groupon_4C" src="http://clouin.com/wp-content/uploads/Groupon_4C.png" alt="" width="379" height="167" /></p>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">Groupon&#8217;s main challenge and opportunity is to outgrow their current &#8211; and by all measure expensive &#8211; value proposition focused on customer acquisition and empower small businesses to nurture customer relationship and build loyalty. Only by expanding their focus to lifetime customer value and not just acquisition will Groupon be able to justify its high costs to business owners and preserve its margins. </span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;"><br />
</span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">There are many paths and opportunities for Groupon to do so, ranging from traditional to more tech-savvy approaches, including:</span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">- enabling small businesses to set up, manage and tailor their own loyalty programs, and/or subcontract Groupon to do so (since many of them have little experience managing these programs); the Groupon Stores and the &#8220;follow&#8221; feature for store seems like a natural precursor; a Groupon credit card would be another one;</span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">- enabling more effective yield management for schedule-based small businesses, such as hair dressers, nail salons, spas, etc.; these businesses have to effectively manage their spare/ excess capacity and would love to be able adjust customer offers with their real time level of (in)activity;</span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">- build an ecosystem of third-party providers to address the opportunities above and others; a Groupon app store could eventually become a one-stop-shop for small businesses to manage all customer lifecycle and related activities (including accounting, customer support, etc.);</span></div>
<div><span style="font-family: Verdana; color: #000000; font-size: 10;">- partner/ merge with Foursquare &#8211; as <a title="Foursquare Groupon Combo" href="http://networkeffect.allthingsd.com/20101214/forget-goopon-why-a-groupon-foursquare-combo-makes-more-sense/" target="_blank">has been suggested many times over</a> &#8211; and combine Foursquare&#8217;s mobile engagement platform with their monetization platform.</span></div>
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		<item>
		<title>Checking In at the Check Out Counter</title>
		<link>http://clouin.com/checking-in-at-the-check-out-counter</link>
		<comments>http://clouin.com/checking-in-at-the-check-out-counter#comments</comments>
		<pubDate>Wed, 29 Sep 2010 05:09:15 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[Checkin]]></category>
		<category><![CDATA[Location Based Services]]></category>
		<category><![CDATA[Mobile Retail]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[Recommendation]]></category>

		<guid isPermaLink="false">http://clouin.com/?p=599</guid>
		<description><![CDATA[Tweet Foursquare, Gowalla, Facebook Places and Yelp &#8211; among others &#8211; have popularized the concept of “checking in” at a particular location on a smartphone &#8211; basically broadcasting one’s location to friends, followers and/or business owners over a particular application or multiple social networks. Multiple variations on the theme exist, most notably with game mechanics, [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton599" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fchecking-in-at-the-check-out-counter&amp;text=Checking%20In%20at%20the%20Check%20Out%20Counter&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fchecking-in-at-the-check-out-counter" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p><a href="http://clouin.com/wp-content/uploads/2010/09/checkinapps1.png"><img class="alignleft size-full wp-image-601" style="margin-right: 10px; margin-bottom: 10px;" title="checkinapps" src="http://clouin.com/wp-content/uploads/checkinapps1.png" alt="" width="259" height="161" /></a></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Foursquare, Gowalla, Facebook Places and Yelp &#8211; among others &#8211; have popularized the concept of “checking in” at a particular location on a smartphone &#8211; basically broadcasting one’s location to friends, followers and/or business owners over a particular application or multiple social networks. Multiple variations on the theme exist, most notably with game mechanics, such as leaderboards, levels, badges, etc. that incentivize user engagement and social emulation.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The check in concept for consumer engagement has caught on like fire and start-ups are now racing to bring it to everything from websites &#8211; e.g. <a title="Onetruefan's review on Techcrunch" href="techcrunch.com/2010/09/27/onetruefan-is-the-foursquare-for-websites/ " target="_blank">OneTrueFan</a> and <a title="Badgeville's presentation at TechCrunch Disrupt Conference" href="http://techcrunch.com/2010/09/28/gripe/" target="_blank">BadgeVille</a> &#8211; to entertainment &#8211; e.g. Philo and Miso &#8211; to social shopping.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Social shopping experiments with check in break down in three categories:</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">- checking in at a retail store for offers (e.g. store discounts, coupons, loyalty programs), such as <a title="Checkpoints' presentation at TechCrunch Disrupt Conference" href="http://techcrunch.com/2010/09/27/checkpoints/" target="_blank">Checkpoints</a> and <a title="Shopkick's review on TechCrunch" href="http://techcrunch.com/2010/08/03/shopkick-best-buy/" target="_blank">Shopkick</a>;</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">- checking in products out via a barcode scan, such as <a title="Barcode Hero review by TechCrunch" href="http://techcrunch.com/2010/08/16/barcode-hero/" target="_blank">Barcode Hero</a> and <a title="Snapdragon's presentation at TechCrunch Disrupt Conference" href="http://techcrunch.com/2010/09/27/snapdragon/" target="_blank">Snapdragon</a>, for social sharing and offers on products and brands;</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">- augmenting the shopping experience, such as <a title="Stickybits' review on ReadWriteWeb" href="http://www.readwriteweb.com/archives/stickybits_portal_to_another_dimension_or_graffiti.php" target="_blank">Stickybit</a>s &#8211; that creates online forums for each scanned product where consumers can exchange.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Results from early pilots and <a title="Clickz study on location based services" href="http://www.clickz.com/clickz/column/1731118/what-advertising-strategies-work-with-social-apps" target="_blank">studies</a> in this field indicate that rewarding users for taking specific actions has been most successful at stimulating user engagement with the app and their partner brands and retailers. As a result, retailers are expected to shift an increasing share of their direct marketing budgets to these platforms, to the tune of <a title="ABI Study and RWW story" href="http://www.readwriteweb.com/archives/how_to_make_your_location-based_app_a_success_reward_people_for_activities.php" target="_blank">$1.8 billion by 2015</a>.</span></p>
]]></content:encoded>
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		<title>Google Won&#8217;t Replicate Nexus One Experiment</title>
		<link>http://clouin.com/google-wont-replicate-nexus-one-experiment</link>
		<comments>http://clouin.com/google-wont-replicate-nexus-one-experiment#comments</comments>
		<pubDate>Sat, 15 May 2010 00:40:27 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[GOOG]]></category>
		<category><![CDATA[Google]]></category>
		<category><![CDATA[Nexus One]]></category>
		<category><![CDATA[Online Retail]]></category>

		<guid isPermaLink="false">http://clouin.com/?p=588</guid>
		<description><![CDATA[Tweet Google has just announced that it is pulling the plug on their Nexus One web store and web-only distribution model. The lack of distribution arrangement with a tier-one network &#8211; in terms of subsidies, network compatibility and cross-channel distribution &#8211; kind of cornered the Nexus One into a rather small niche &#8211; early-adopter consumers, [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton588" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fgoogle-wont-replicate-nexus-one-experiment&amp;text=Google%20Won%26%238217%3Bt%20Replicate%20Nexus%20One%20Experiment&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fgoogle-wont-replicate-nexus-one-experiment" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> Google has just <a title="Google's announcement" href="http://googleblog.blogspot.com/2010/05/nexus-one-changes-in-availability.html" target="_blank">announced</a> that it is <a title="TechCrunch's take on Nexus One store closure" href="http://techcrunch.com/2010/05/14/googles-nexus-one-store/" target="_blank">pulling the plug</a> on their <a title="Nexus One web store" href="http://www.google.com/phone" target="_blank">Nexus One web store</a> and web-only distribution model.</span></p>
<p><img class="size-full wp-image-589 alignnone" style="margin-right: 10px;" title="screen-shot-2010-05-14-at-44430-pm" src="http://clouin.com/wp-content/uploads/screen-shot-2010-05-14-at-44430-pm.png" alt="screen-shot-2010-05-14-at-44430-pm" width="493" height="159" /></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The lack of distribution arrangement with a tier-one network &#8211; in terms of subsidies, network compatibility and cross-channel distribution &#8211; kind of cornered the Nexus One into a rather small niche &#8211; early-adopter consumers, willing to buy the handset online, (most likely) at full price, and (initially at least) without the benefit of 3G for AT&amp;T customers.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The web store sports a minimalistic design and look and feel, which does a great job at conveying sophistication and simplicity. However, it doesn’t provide the type of information that consumers are now expecting from any serious retailers, including customer testimonials and reviews. The <a title="Nexus One Youtube Channel" href="http://www.youtube.com/googlenexusone#g/p" target="_blank">Nexus One Youtube channel</a> is equally disappointing, because Google could have use consumer generated videos to address the lack of physical retail presence. Finally, the limited set of accessories might have also curbed the Nexus One’s appeal, especially compared to the well-endowed iPhone.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Even though Google hyped the web-only distribution model as equally revolutionnary as the Nexus One handset, it now feels like Google was above all trying to showcase a compelling Android handset to accelerate Android’s trajectory rather than disrupt mobile distribution models.</span></p>
]]></content:encoded>
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		<item>
		<title>hulu Makes it Personal</title>
		<link>http://clouin.com/hulu-makes-it-personal</link>
		<comments>http://clouin.com/hulu-makes-it-personal#comments</comments>
		<pubDate>Fri, 14 May 2010 02:23:22 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[Advertising]]></category>
		<category><![CDATA[collaborative filtering]]></category>
		<category><![CDATA[hulu]]></category>
		<category><![CDATA[Media recommendation]]></category>
		<category><![CDATA[netflix]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[Recommendation]]></category>

		<guid isPermaLink="false">http://clouin.com/?p=577</guid>
		<description><![CDATA[Tweethulu has just rolled out a new release that introduces new (and welcome) levels of personalization to their service: personalized recommendations to help users discover new shows Ad Tailor &#8211; a “like” button for ads Finding shows on hulu was notoriously difficult &#8211; mostly parsing through an endless list with limited sorting options &#8211; thereby [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton577" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fhulu-makes-it-personal&amp;text=hulu%20Makes%20it%20Personal&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fhulu-makes-it-personal" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><a title="hulu" href="http://hulu.com" target="_blank">hulu</a> has just rolled out a <a title="hulu's new release" href="http://blog.hulu.com/2010/05/13/pardon-our-dust/" target="_blank">new release</a> that introduces new (and welcome) levels of personalization to their service:</span></p>
<ul>
<li>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">personalized recommendations to help users discover new shows</span></p>
</li>
<li>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Ad Tailor &#8211; a “like” button for ads</span></p>
</li>
</ul>
<p><img class="alignleft size-full wp-image-578" style="margin-right: 10px;" title="screen-shot-2010-05-13-at-71255-pm" src="http://clouin.com/wp-content/uploads/screen-shot-2010-05-13-at-71255-pm.png" alt="screen-shot-2010-05-13-at-71255-pm" width="135" height="349" /></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Finding shows on hulu was notoriously difficult &#8211; mostly parsing through an endless list with limited sorting options &#8211; thereby limiting cross-pollination and discovery. Any form of filtering &#8211; apparently based on previously watched shows &#8211; is indeed an improvement, even though quite a few shows I’ve already watched showed up.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Recommendations might feel like an afterthought to hulu, since exclusive content will always be a primary draw for users. Moreover, Netflix set a pretty high bar in terms of <a title="Netflix prize" href="http://clouin.com/2008/netflix’s-million-dollar-baby-due-the-day-after-tomorrow/" target="_blank">efforts and money spent</a> developing their own recommendation engine. Nevertheless, hulu could step up its game a bit in this field and improve their chances at cross-pollinating audiences and fan bases. For instance, they could/ should encourage users to share their Netflix history and ratings. They could also add a Facebook “like” button to show pages and actual shows.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The <a title="Hulu asks viewers which ads are actually relevant" href="http://media.venturebeat.com/2010/05/13/hulu-ad-tailor/" target="_blank">Ad Tailor</a> is an intriguing concept &#8211; akin to the Digg ads. There’s immediate value for hulu in increasing their ads targeting, by adding a direct feedback loop. There will be even more value for hulu if/when it starts tie user preferences about shows and movies with ads.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Overall, a <a title="A Complete Guide to What’s New on Hulu" href="http://newteevee.com/2010/05/13/a-complete-guide-to-whats-new-on-hulu/" target="_blank">worthy update</a>, although <a title="Hulu not switching to HTML 5 for the iPad" href="http://www.crunchgear.com/2010/05/13/hulu-not-switching-to-html-5-for-the-ipad/" target="_blank">iPad owners still won&#8217;t be able to watch their favorite shows from their favorite gadget</a>.</span></p>
]]></content:encoded>
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		<item>
		<title>RedLaser Brings Focus to Mobile Retail Apps with 2M Downloads</title>
		<link>http://clouin.com/redlaser-brings-focus-to-mobile-retail-apps-with-2m-downloads</link>
		<comments>http://clouin.com/redlaser-brings-focus-to-mobile-retail-apps-with-2m-downloads#comments</comments>
		<pubDate>Wed, 12 May 2010 01:04:25 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[codebar scanning]]></category>
		<category><![CDATA[coupons]]></category>
		<category><![CDATA[Location Based Services]]></category>
		<category><![CDATA[Mobile Retail]]></category>

		<guid isPermaLink="false">http://clouin.com/?p=533</guid>
		<description><![CDATA[TweetThe barcode scanning app RedLaser has just announced that their iPhone/Android app was downloaded over 2 million times, with half of their users being active over the last month. In a field that includes quite a few free alternatives, such as ShopSavvy and pic2shop, RedLaser’s success seems to owe to both greater accuracy and a more [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton533" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fredlaser-brings-focus-to-mobile-retail-apps-with-2m-downloads&amp;text=RedLaser%20Brings%20Focus%20to%20Mobile%20Retail%20Apps%20with%202M%20Downloads&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fredlaser-brings-focus-to-mobile-retail-apps-with-2m-downloads" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The barcode scanning app <a title="RedLaser" href="http://redlaser.com/" target="_blank">RedLaser</a> has just announced that their iPhone/Android app was downloaded over 2 million times, with half of their users being active over the last month.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><img class="alignleft" style="margin: 5px;" title="RedLaser logo" src="http://www.fonehome.co.uk/wp-content/uploads/2010/05/redlaser.jpg" alt="" width="191" height="191" />In a field that includes quite a few free alternatives, such as <a title="Big in Japan" href="http://www.biggu.com/" target="_blank">ShopSavvy</a> and <a href="http://www.pic2shop.com/index.html">pic2shop</a>, RedLaser’s success seems to owe to both greater accuracy and a <a title="UX Mag - How UX can drive sales in mobile apps" href="http://uxmag.com/strategy/how-ux-can-drive-sales-in-mobile-apps" target="_blank">more intuitive user experience</a>.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Overall, this success is an early confirmation of the potential for <a title="Mobile Retail - Coming to any Store near You" href="http://clouin.com/2009/mobile-retail-coming-to-any-store-near-you/" target="_blank">blending always-on Internet access with the brick-and-mortar shopping experience</a>.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">With twice as many users as Foursquare, the potential seems limitless from social shopping to real-time coupons, even <a title="RedLaser on a Roll: 2 Million Downloads, 950K Active Users and 50 Million Product Scans" href="http://www.mobilecrunch.com/2010/05/10/redlaser-on-a-roll-2-million-downloads-950k-active-users-and-50-million-product-scans/" target="_blank">though most retailers have yet to make the plunge</a>.</span></p>
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		<item>
		<title>Mobile Retail &#8211; Coming to any Store near You</title>
		<link>http://clouin.com/mobile-retail-coming-to-any-store-near-you</link>
		<comments>http://clouin.com/mobile-retail-coming-to-any-store-near-you#comments</comments>
		<pubDate>Tue, 17 Feb 2009 06:45:16 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[Comparison shopping]]></category>
		<category><![CDATA[Mobile Retail]]></category>
		<category><![CDATA[Online Retail]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[apps]]></category>
		<category><![CDATA[iPhone]]></category>
		<category><![CDATA[mobile comparison shopping]]></category>
		<category><![CDATA[mobile internet]]></category>
		<category><![CDATA[price arbitrage]]></category>

		<guid isPermaLink="false">http://decisionfactory.com/?p=253</guid>
		<description><![CDATA[Forrester’s Sucharita Mulpuru (@smulpuru) has a new research report out with interesting findings about emerging trends in mobile and multi-channel retail. Overall, the report confirms that the mobile web is on the cusp of becoming a game-changer for both web and brick-and-mortar retailers. Smartphone users are becoming as likely to make an online purchase on the go as they are to use their smartphones in the context of a brick-and-mortar purchase.
Competition is moving inside stores.
Price arbitrage is becoming much easier.
Product and service information is becoming more accessible and more transparent.]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton253" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fmobile-retail-coming-to-any-store-near-you&amp;text=Mobile%20Retail%20%26%238211%3B%20Coming%20to%20any%20Store%20near%20You&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fmobile-retail-coming-to-any-store-near-you" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Forrester’s Sucharita Mulpuru (@<a href="http://twitter.com/smulpuru">smulpuru</a>) has a <a href="http://www.forrester.com/Research/Document/0,7211,47881,00.html">new research</a> report out with interesting findings about emerging <a href="http://twitter.com/smulpuru/statuses/1204622692">trends</a> in mobile and multi-channel retail. Overall, the report confirms that the mobile web is on the cusp of becoming a game-changer for both web and brick-and-mortar retailers. Smartphone users are becoming as likely to make an online purchase on the go as they are to use their smartphones in the context of a brick-and-mortar purchase.</span></p>
<p class="MsoNormal">
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><img class="size-full wp-image-252 aligncenter" style="margin: 5px 10px 10px 0px;" title="Consumers Use Mobile Phones For Multichannel Retail according to Forrester" src="http://clouin.com/wp-content/uploads/forrester_mobile_0902121.gif" alt="Consumers Use Mobile Phones For Multichannel Retail according to Forrester" width="480" height="281" /></span></p>
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Competition is moving inside stores. </span></strong><span style="font-size: 10pt; font-family: Verdana;">A case in point is the <a href="http://www.amazon.com/gp/feature.html?docId=1000291661">Amazon App</a> &#8211; an amazing iPhone app that enables users to take pictures of products they like to see if they could find them through Amazon and add them to their wishlist. With this app, Amazon will not only capture demand from consumers’ casual encounters with products they like, but also prey on shopping malls and department stores.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Price arbitrage is becoming much easier. </span></strong><span style="font-size: 10pt; font-family: Verdana;">Applications like <a href="http://www.biggu.com/">ShopSavvy</a> enables users to scan product bar codes to compare prices online and in nearby stores. Even without these apps, customers use their smartphones to make online purchases with in-store delivery if they find it more advantageous, only heightening cannibalizing within the same franchise.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Product and service information is becoming more accessible and more transparent. </span></strong><span style="font-size: 10pt; font-family: Verdana;">Two popular examples show that retailers&#8217; traditional information advantage is further eroded, with relevant information being delivered in the hands of consumers while they shop. The <a href="http://www.goodguide.com/about/mobile">GoodGuide</a> iPhone app, for instance, delivers ratings about green, healthy and organic products right to your pocket and while you shop. The <a href="http://itunes.apple.com/WebObjects/MZStore.woa/wa/viewSoftware?id=284910350&amp;mt=8">Yelp</a> iPhone app delivers location-based user reviews and pictures of shops and services. </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">The advent of the mobile web ushers new challenges and opportunities for retailers. Empowering their sales force with loyalty program offerings and/or some form of price-matching latitude could help retailers tactically meet these challenges in the short run. Retailers should also consider the upside in mobile interactions, from delivering personalized, social or value-added information to sending location-based time-bound coupons to mobile users.</span></p>
]]></content:encoded>
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		<slash:comments>9</slash:comments>
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		<item>
		<title>Competing with Amazon in a Depressed Environment</title>
		<link>http://clouin.com/competing-with-amazon-in-a-depressed-environment</link>
		<comments>http://clouin.com/competing-with-amazon-in-a-depressed-environment#comments</comments>
		<pubDate>Sun, 01 Feb 2009 02:57:49 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[Online Retail]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[Recommendation]]></category>
		<category><![CDATA[User Experience]]></category>
		<category><![CDATA[via decision factory]]></category>
		<category><![CDATA[Wish list]]></category>
		<category><![CDATA[Amazon]]></category>
		<category><![CDATA[BestBuy]]></category>
		<category><![CDATA[discovery]]></category>
		<category><![CDATA[Distilled]]></category>
		<category><![CDATA[Giftag]]></category>
		<category><![CDATA[open API]]></category>
		<category><![CDATA[Wishlist]]></category>
		<category><![CDATA[Zappos]]></category>

		<guid isPermaLink="false">http://decisionfactory.com/?p=237</guid>
		<description><![CDATA[Amazon’s success puts increased pressure on competitors to step up, at a time when most online retailers are in survival rather than investment mode.  Retailers actively should be looking at discovery, open APIs, and recommendation to grow their top line in this adverse environment.]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton518" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fcompeting-with-amazon-in-a-depressed-environment&amp;text=Competing%20with%20Amazon%20in%20a%20Depressed%20Environment&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fcompeting-with-amazon-in-a-depressed-environment" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p><span style="font-size: 10pt; font-family: Verdana;"><img class="alignleft size-full wp-image-238" style="margin: 5px 10px 10px 0px;" title="deathstar" src="http://clouin.com/wp-content/uploads/deathstar.jpg" alt="deathstar" width="65" height="284" />Amazon’s results this week were in sharp contrast with the overall health of the retail sector. As <a href="http://twitter.com/phclouin/status/1066651779">highlighted</a> during the holiday seasons, Amazon ruthlessly grabbed market share in an overall <a href="../2008/12/11/online-holiday-sales-catch-up-but-margins-will-suffer/">down retail market</a> and turned a <a href="http://venturebeat.com/2009/01/29/amazon-defies-retail-downturn/">respectable profit</a> on its very solid execution. </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Amazon’s success builds on </span></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; -x-system-font: none;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">a strong brand that keeps customer acquisition costs low;</span></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; -x-system-font: none;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">aggressive pricing that kept the brand at the forefront of many shopping comparison engines; and </span></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-family: &quot;Times New Roman&quot;; font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; -x-system-font: none;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">an experience that nurtures superior customer loyalty throughout the entire shopping cycle, from personalized recommendations to customer reviews.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Amazon’s success puts <a href="http://blog.shop.org/2009/01/29/hunker-down-at-your-own-peril/">increased pressure</a> on competitors to step up, at a time when most online retailers are in survival rather than investment mode.  Retailers actively should be looking at three crucial areas to grow their top line in this adverse environment.<br />
</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><br />
</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Build an online shopping experience that fosters discovery </span></strong></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><img class="alignleft size-full wp-image-241" style="margin: 5px 10px 5px 0px;" title="zappos" src="http://clouin.com/wp-content/uploads/zappos.png" alt="zappos" width="65" height="171" />Retailers have to better capture consumers mind before they have actually made their mind on a particular product. <span> </span>Google delivers very precise results when users search for an exact product – bringing competitors one click away from each others, with price becoming the only differentiator. Google is however inefficient at helping users shop a product category, such as a camera or clothes. </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Retailers have to rethink how they can leverage their expertise to build a strong funnel from discovery to conversion. Zappos has just released a new way of <a href="http://explore.zappos.com/">exploring</a> their catalog that enables customers to intuitively compare and explore shoes and accessories based on colors and shape. Distilled Clothing showcases its <a href="http://www.distilledclothing.com/collection/4">collection</a> with an arresting use of videos that keeps the viewer engaged and wanting more.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><br />
</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Expand your reach online and offline</span></strong></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><img class="alignleft size-full wp-image-242" style="margin: 5px 10px 5px 0px;" title="distilled" src="http://clouin.com/wp-content/uploads/distilled.png" alt="distilled" width="65" height="202" /></span><span style="font-size: 10pt; font-family: Verdana;">BestBuy has been experimenting for quite some time to expand its reach online and offline. Last year, it started supporting microformats on its website to help build a critical mass of products to tag with <a href="http://www.giftag.com/">Giftag</a> – their social wishlist browser plugin and service. Giftag follows <a href="http://www.amazon.com/wishlist/universal/ref=cm_wl_uwl">Amazon’s</a> path of helping users share their wish list of products they want to buy, while keeping its finger on the</span><span style="font-size: 10pt; font-family: Verdana;"> pulse of consumer trends.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">With mobile internet becoming pervasive, offline and online shopping are converging. Users are increasingly using their mobile devices to <a href="http://lifehacker.com/5130053/use-best-buys-in+store-pickup-to-save-serious-cash">arbitrage</a> between online and offline channels. Multi-channel retailers should however seize on this opportunity to compete with Amazon. <a href="http://remix.bestbuy.com/">Remix</a> – BestBuy’s combined API and affiliate program – does just that. It enables developers to build applications on top of both product catalog, as well as online and offline store inventory. </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><br />
</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal">
<p class="MsoNormal">
<p class="MsoNormal"><strong><span style="font-size: 10pt; font-family: Verdana;">Use recommendation to build long-lasting customer loyalty </span></strong></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"><img class="alignleft size-full wp-image-248" style="margin: 5px 10px 5px 0px;" title="reco" src="http://clouin.com/wp-content/uploads/reco.jpg" alt="reco" width="65" height="200" />We’ve discussed the opportunities and challenges of online recommendation in numerous earlier <a href="../tag/recommendation/">posts</a>. The current economic climate only heightens the need for retailers to nurture their customer relationship and improve on customer retention.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">As previously <a href="../2008/11/19/personalizationwhy-invest-in-personalization-and-recommendation-despite-the-recession/">highlighted</a>, delivering a personalized online experience remains particularly difficult to achieve, because it requires mastering multiple technologies &#8211; user segmentation, content targeting, recommendation, website optimization &#8211; as well as aggregating data across online marketing channels and overcoming internal resistance. Those are reasons however why personalization remains a key source of competitive advantage, as it keeps customers engaged and helps strengthen customer loyalty.</span></p>
]]></content:encoded>
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		<slash:comments>0</slash:comments>
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		<item>
		<title>Apple App Store&#8217;s Untapped Potential</title>
		<link>http://clouin.com/apple-app-stores-untapped-potential</link>
		<comments>http://clouin.com/apple-app-stores-untapped-potential#comments</comments>
		<pubDate>Sat, 13 Dec 2008 05:32:29 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[discovery]]></category>
		<category><![CDATA[Media recommendation]]></category>
		<category><![CDATA[User Experience]]></category>
		<category><![CDATA[App Store]]></category>
		<category><![CDATA[Apple]]></category>
		<category><![CDATA[apps]]></category>
		<category><![CDATA[iPhone]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[Recommendation]]></category>
		<category><![CDATA[ringtones]]></category>
		<category><![CDATA[segmentation]]></category>
		<category><![CDATA[user feedback]]></category>

		<guid isPermaLink="false">http://decisionfactory.com/?p=200</guid>
		<description><![CDATA[TweetApple has quietly released a few changes to its iPhone App Store on iTunes, in an attempt to alleviate some of the growing pains around its app ecosystem. The App Store has recently hit 10,000 apps and is expected to accept many more. &#8220;Most popular&#8221; lists and 19 high-level categories are hardly up to the [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton480" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fapple-app-stores-untapped-potential&amp;text=Apple%20App%20Store%26%238217%3Bs%20Untapped%20Potential&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fapple-app-stores-untapped-potential" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">Apple has quietly released a few changes to its iPhone App Store on iTunes, in an attempt to alleviate some of the growing pains around its app ecosystem. The App Store has recently hit 10,000 apps and is expected <a href="http://www.mobilecrunch.com/2008/12/12/pull-my-finger-is-back-in-the-app-store-signifies-new-genre-of-apps/">to accept many more</a>. <span> </span></span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><img class="alignleft size-full wp-image-229" style="margin: 5px 10px 0px 0px;" title="apple_gallery-big-05" src="http://clouin.com/wp-content/uploads/apple_gallery-big-05.jpg" alt="" width="65" height="252" /><span style="font-size: 10pt; font-family: Verdana;">&#8220;Most popular&#8221; lists and 19 high-level categories are hardly up to the task of helping consumers find new apps. Limited discovery is hampering the App Store’s <a href="http://www.alleyinsider.com/2008/12/apple-300-million-app-store-downloads">growth and monetization</a> and could have a <a href="http://furbo.org/2008/12/09/ring-tone-apps/">depressing effect</a> on the ecosystem.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">There are however quite a few opportunities for Apple to improve discovery and bring the overall shopping experience on the App Store away from simply being a “port” of the iTunes Musicstore:</span></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><strong><span style="font-size: 10pt; font-family: Verdana;">Improve discovery through experience</span></strong></p>
<p class="MsoNormal" style="margin-left: 1.5in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">Enable free trials – free trials are critical to bring feature-rich and higher priced apps to the ecosystem.</span></p>
<p class="MsoNormal" style="margin-left: 1.5in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">Add videos and user video reviews – text and screenshots do little justice to an app’s capabilities, design, and overall user experience;</span></p>
<p class="MsoNormal"><img class="alignleft size-full wp-image-233" style="margin: 5px 20px 10px 0px;" title="taptap3" src="http://clouin.com/wp-content/uploads/taptap3.png" alt="" width="65" height="268" /></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><strong><span style="font-size: 10pt; font-family: Verdana;">Improve discovery through richer feedback and needs analysis</span></strong></p>
<p class="MsoNormal" style="margin-left: 1.5in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">Categories and search are limited tools for demand generation;</span></p>
<p class="MsoNormal" style="margin-left: 1.5in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">Amazon-style recommendations and discovery needs to be more ubiquitous and prominent on the App Store to enable genuine comparison between apps;</span></p>
<p class="MsoNormal" style="margin-left: 1.5in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;">Blending the feedback process about apps much with the user experience on the iPhone could open up a much more personalized experience</span></p>
<p class="MsoNormal" style="margin-left: 1in; text-indent: -0.25in;"><span style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><span style="font-size: 10pt; font-family: Verdana;"><strong>Improve discovery through finer segmentation and filtering</strong></span><span style="font-size: 10pt; font-family: Verdana;"> – </span><span style="font-size: 10pt; font-family: Verdana;">the free vs. paid segmentation is dragging all paid iPhone apps down in the <a href="http://www.alleyinsider.com/2008/12/estimating-apple-iphone-app-sales-so-far-50-100-million-in-revenue-aapl">ringtones pricing range</a>; there are <a href="http://blogs.oreilly.com/iphone/2008/11/iphone-apps-over-100.html">only 14 apps</a> over $100 (out of 10,000) and there are still <a href="http://venturebeat.com/2008/12/12/a-slight-tweak-in-the-app-store-promotes-paid-apps/">relatively few games</a> at a price comparable to that of a typical game console.</span></p>
]]></content:encoded>
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		<item>
		<title>Netflix’s Million Dollar Baby Only Expected the Day After Tomorrow?</title>
		<link>http://clouin.com/netflix%e2%80%99s-million-dollar-baby-due-the-day-after-tomorrow</link>
		<comments>http://clouin.com/netflix%e2%80%99s-million-dollar-baby-due-the-day-after-tomorrow#comments</comments>
		<pubDate>Thu, 11 Dec 2008 19:50:24 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[collaborative filtering]]></category>
		<category><![CDATA[Media recommendation]]></category>
		<category><![CDATA[Personalization]]></category>
		<category><![CDATA[Recommendation]]></category>
		<category><![CDATA[Clerkdogs]]></category>
		<category><![CDATA[curated recommendations]]></category>
		<category><![CDATA[data set]]></category>
		<category><![CDATA[movies]]></category>
		<category><![CDATA[Netflix Prize]]></category>

		<guid isPermaLink="false">http://decisionfactory.com/?p=188</guid>
		<description><![CDATA[TweetFor the second year, Netflix has awarded a $50K progress prize. The winning team – BellKor in BigChaos – improved on Netflix’s recommendation algorithm by 9.44%. Although the 10% improvement seems to be getting closer in absolute terms, the last stretch might prove elusive for a little while longer. Is Netflix’s ground-breaking crowdsourcing approach reaching [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton453" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Fnetflix%25e2%2580%2599s-million-dollar-baby-due-the-day-after-tomorrow&amp;text=Netflix%E2%80%99s%20Million%20Dollar%20Baby%20Only%20Expected%20the%20Day%20After%20Tomorrow%3F&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Fnetflix%25e2%2580%2599s-million-dollar-baby-due-the-day-after-tomorrow" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;">For the second year, <a title="Netflix Progress Prize Announcement" href="http://biz.yahoo.com/prnews/081210/aqw507.html" target="_blank">Netflix has awarded</a> a $50K progress prize. The <a title="CrunchGear's Coverage of Netflix Prize" href=" http://www.crunchgear.com/2008/12/10/netflix-yet-to-give-out-1-million/ " target="_blank">winning team</a> – BellKor in BigChaos – improved on Netflix’s recommendation algorithm by 9.44%. Although the 10% improvement seems to be getting closer in absolute terms, the last stretch might prove elusive for a little while longer.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><img class="alignleft size-full wp-image-190" style="margin: 5px 10px 10px 0px;" title="back-to-the-future2221" src="http://clouin.com/wp-content/uploads/back-to-the-future2221.png" alt="" width="105" height="105" /><span style="font-size: 10pt; font-family: Verdana;"><strong>Is Netflix’s ground-breaking crowdsourcing approach reaching a limit?</strong> Netflix has undeniably got a lot of value out of their contest – 10,000s people working and an algorithmic improvement very close to 10% – for only $100K so far. However, the winning method this year – and the likely research directions for next year – have exponential data and computing power requirements – possibly putting the contest out of reach of most casual researchers.</span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;"> </span></p>
<p class="MsoNormal"><img class="alignleft size-full wp-image-191" style="margin: 5px 10px 20px 0px;" title="clerks-movie-01" src="http://clouin.com/wp-content/uploads/clerks-movie-01.jpg" alt="" width="106" height="106" /><span style="font-size: 10pt; font-family: Verdana;"><strong>Are “curated” recommendations superior to pure statistics?</strong> Curated recommendations have received some hype lately – from <a title="Review of TechMeme's hiring of an editor" href="http://clouin.com/2008/12/04/techmemes-human-eye-for-the-straightforward-algorithm/" target="_blank">Techmeme’s hiring of an editor</a> to the <a title="TechCrunch on ClerkDogs" href="http://www.techcrunch.com/2008/12/09/clerk-dogs-takes-a-curated-approach-to-movie-recommendations/" target="_blank">coincidental launch</a> this week of <a title="ClerkDogs" href="http://clerkdogs.com" target="_blank">ClerkDogs </a>– a “clerks-in-a-box” online movie recommendation service? A human touch can certainly rebalance or add a forward-looking perspective to recommendations where data sets are ambiguous (such as clickstream), too small, or lack enough historical data.</span></p>
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		<slash:comments>1</slash:comments>
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		<item>
		<title>Techmeme&#8217;s Human Eye for the Straight Algo</title>
		<link>http://clouin.com/techmemes-human-eye-for-the-straightforward-algorithm-2</link>
		<comments>http://clouin.com/techmemes-human-eye-for-the-straightforward-algorithm-2#comments</comments>
		<pubDate>Thu, 04 Dec 2008 07:28:26 +0000</pubDate>
		<dc:creator>PHC</dc:creator>
				<category><![CDATA[collaborative filtering]]></category>
		<category><![CDATA[Content analysis]]></category>
		<category><![CDATA[Recommendation]]></category>
		<category><![CDATA[Search]]></category>
		<category><![CDATA[Text mining]]></category>
		<category><![CDATA[UGC]]></category>
		<category><![CDATA[cold start]]></category>
		<category><![CDATA[context]]></category>
		<category><![CDATA[datamining]]></category>
		<category><![CDATA[filtering]]></category>
		<category><![CDATA[outliers]]></category>
		<category><![CDATA[product discovery]]></category>
		<category><![CDATA[product recommendation]]></category>
		<category><![CDATA[techmeme]]></category>
		<category><![CDATA[textmining]]></category>

		<guid isPermaLink="false">http://decisionfactory.com/?p=164</guid>
		<description><![CDATA[TweetGabe Rivera of Techmeme fame has sparked a lively debate as he announced he had hired an editor to improve interestingness, reactivity and relevance of his news aggregation website (see VentureBeat, TechCrunch, and ReadWriteWeb). Rivera’s plight echoes Netflix’s challenges at boosting its movie recommendation engine, as algorithmic improvements gradually near their natural asymptote. Techmeme is [...]]]></description>
			<content:encoded><![CDATA[<div id="tweetbutton430" class="tw_button" style=""><a href="http://twitter.com/share?url=http%3A%2F%2Fclouin.com%2Ftechmemes-human-eye-for-the-straightforward-algorithm-2&amp;text=Techmeme%26%238217%3Bs%20Human%20Eye%20for%20the%20Straight%20Algo&amp;related=&amp;lang=en&amp;count=horizontal&amp;counturl=http%3A%2F%2Fclouin.com%2Ftechmemes-human-eye-for-the-straightforward-algorithm-2" class="twitter-share-button"  style="width:55px;height:22px;background:transparent url('http://clouin.com/wp-content/plugins/wp-tweet-button/tweetn.png') no-repeat  0 0;text-align:left;text-indent:-9999px;display:block;">Tweet</a></div><p class="MsoNormal"><img class="alignleft size-full wp-image-165" style="margin: 5px 10px 10px 0px;" mce_style="margin: 5px 10px 10px 0px;" title="bladerunner31" src="http://clouin.com/wp-content/uploads/bladerunner31.jpg" mce_src="http://clouin.com/wp-content/uploads/bladerunner31.jpg" alt="" width="135" height="160" /><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">Gabe Rivera of <a href="http://techmeme.com/" mce_href="http://techmeme.com/">Techmeme</a> fame has sparked a lively debate as he <a href="http://news.techmeme.com/081203/automated" mce_href="http://news.techmeme.com/081203/automated">announced</a> he had hired an editor to improve interestingness, reactivity and relevance of his news aggregation website (see <a title="VentureBeat's article on TechMeme's announcement" href="http://venturebeat.com/2008/12/03/news-aggregator-techmeme-melds-algorithms-and-humans/" mce_href="http://venturebeat.com/2008/12/03/news-aggregator-techmeme-melds-algorithms-and-humans/" target="_blank">VentureBeat</a>, <a title="TechCrunch's article on TechMeme's announcement" href="http://www.techcrunch.com/2008/12/03/techmeme-gives-up-on-fully-automated-news/" mce_href="http://www.techcrunch.com/2008/12/03/techmeme-gives-up-on-fully-automated-news/" target="_blank">TechCrunch</a>, and <a title="ReadWriteWeb's article on Techmeme's announcement" href="http://www.readwriteweb.com/archives/techmeme_becomes_hires_a_human.php" mce_href="http://www.readwriteweb.com/archives/techmeme_becomes_hires_a_human.php" target="_blank">ReadWriteWeb</a>). Rivera’s plight echoes <a title="Netflix Challenge" href="http://www.netflixprize.com/" mce_href="http://www.netflixprize.com/" target="_blank">Netflix’s challenges</a> at boosting its movie recommendation engine, as algorithmic improvements gradually near their natural asymptote. </span></p>
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;"> </span></p>
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<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">Techmeme is good at aggregating news overtime but not at breaking them, pointing to several common datamining and recommendation challenges:</span></p>
<p class="MsoNormal" style="margin-left: 0.5in; text-indent: -0.25in;" mce_style="margin-left: 0.5in; text-indent: -0.25in;"><! [if !supportLists] ><span style="font-size: 10pt;" mce_style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;" mce_style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><! [endif] ><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">“Cold start” – interestingly digg’s social voting approach hasn’t been able to overcome that challenge either – in both cases, the services cannot anticipate news’ propagation and velocity;</span></p>
<p class="MsoNormal" style="margin-left: 0.5in; text-indent: -0.25in;" mce_style="margin-left: 0.5in; text-indent: -0.25in;"><! [if !supportLists] ><span style="font-size: 10pt;" mce_style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;" mce_style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><! [endif] ><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">Context – Techmeme sometimes mixes up headlines and for instance ended up featuring news about Anna Nicole Smith&#8217;s hospitalization after she&#8217;s already been declared dead;</span></p>
<p class="MsoNormal" style="margin-left: 0.5in; text-indent: -0.25in;" mce_style="margin-left: 0.5in; text-indent: -0.25in;"><! [if !supportLists] ><span style="font-size: 10pt;" mce_style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;" mce_style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><! [endif] ><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">Outliers or the “Napoleon Dynamite” problem, <a href="http://www.nytimes.com/2008/11/23/magazine/23Netflix-t.html?ei=5070&amp;emc=eta1&amp;pagewanted=print" mce_href="http://www.nytimes.com/2008/11/23/magazine/23Netflix-t.html?ei=5070&amp;emc=eta1&amp;pagewanted=print">as the New York Times dubs it</a> &#8211; </span><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">identifying newsworthy pieces from uncommon sources before they make it into the mainstream</span><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;"> is also an issue.</span></p>
<p class="MsoNormal">
<p class="MsoNormal">
<p class="MsoNormal"><img class="alignleft size-full wp-image-169" style="margin: 5px 10px 10px 0px;" mce_style="margin: 5px 10px 10px 0px;" title="laugh-rough-robot" src="http://clouin.com/wp-content/uploads/laugh-rough-robot.jpg" mce_src="http://clouin.com/wp-content/uploads/laugh-rough-robot.jpg" alt="" width="136" height="144" /><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">Interestingness and relevance are Techmeme’s other key reasons to bring in a human eye. Techmeme bets that an expert hand can be a better judge than crowdsourced implicit feedback based on clickstream or explicit feedback such as social voting. This approach seems to contradict much of the crowdsourcing mantra, although Techmeme’s case is more about rebalancing than shunning crowdsourcing.</span></p>
<p class="MsoNormal">
<p class="MsoNormal">
<p class="MsoNormal"><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">For online retailers, Techmeme’s move to “curated news aggregation” highlights opportunities to blend human input, datamining, and recommendation: </span></p>
<p class="MsoNormal" style="margin-left: 0.5in; text-indent: -0.25in;" mce_style="margin-left: 0.5in; text-indent: -0.25in;"><! [if !supportLists] ><span style="font-size: 10pt;" mce_style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;" mce_style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><! [endif] ><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">to add context to a product recommendation – based on usage, audience background, as well as internal needs through promotions;</span></p>
<p class="MsoNormal" style="margin-left: 0.5in; text-indent: -0.25in;" mce_style="margin-left: 0.5in; text-indent: -0.25in;"><! [if !supportLists] ><span style="font-size: 10pt;" mce_style="font-size: 10pt;"><span>-<span style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;" mce_style="font-style: normal; font-variant: normal; font-weight: normal; font-size: 7pt; line-height: normal; font-size-adjust: none; font-stretch: normal; font-family: &quot;Times New Roman&quot;;"> </span></span></span><! [endif] ><span style="font-size: 10pt; font-family: Verdana;" mce_style="font-size: 10pt; font-family: Verdana;">to identify new and unexplored relationships between products – for product discovery, up-sell, and outliers.</span>< >< ><--></p>
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