<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>BBH Labs &#187; data</title>
	<atom:link href="http://bbh-labs.com/category/data/feed" rel="self" type="application/rss+xml" />
	<link>http://bbh-labs.com</link>
	<description>Marketing Skunkworks - new models around technology, entertainment and brands</description>
	<lastBuildDate>Fri, 03 Feb 2012 14:47:55 +0000</lastBuildDate>
	<language>en</language>
	<sy:updatePeriod>hourly</sy:updatePeriod>
	<sy:updateFrequency>1</sy:updateFrequency>
	<generator>http://wordpress.org/?v=3.0</generator>
		<item>
		<title>Internet Trends &#8211; Mary Meeker&#8217;s 2011 report</title>
		<link>http://bbh-labs.com/internet-trends-mary-meekers-2011-report</link>
		<comments>http://bbh-labs.com/internet-trends-mary-meekers-2011-report#comments</comments>
		<pubDate>Fri, 21 Oct 2011 14:07:29 +0000</pubDate>
		<dc:creator>Mel Exon</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[digital]]></category>
		<category><![CDATA[Mary Meeker]]></category>
		<category><![CDATA[media]]></category>
		<category><![CDATA[strategy]]></category>
		<category><![CDATA[trends]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=9839</guid>
		<description><![CDATA[Author: Adam Powers, Head of UX, BBH London KPCB Internet Trends (2011)(function() { var scribd = document.createElement("script"); scribd.type = "text/javascript"; scribd.async = true; scribd.src = "http://www.scribd.com/javascripts/embed_code/inject.js"; var s = document.getElementsByTagName("script")[0]; s.parentNode.insertBefore(scribd, s); })(); This week ex-Morgan Stanley research analyst, now at KPCB, Mary Meeker delivered her latest Internet Trends presentation. As always, Mary’s distillation of trends [...]]]></description>
			<content:encoded><![CDATA[<p><strong>Author: Adam Powers, Head of UX, BBH London</strong></p>
<p><a title="View KPCB Internet Trends (2011) on Scribd" href="http://www.scribd.com/doc/69309864/KPCB-Internet-Trends-2011" style="margin: 12px auto 6px auto; font-family: Helvetica,Arial,Sans-serif; font-style: normal; font-variant: normal; font-weight: normal; font-size: 14px; line-height: normal; font-size-adjust: none; font-stretch: normal; -x-system-font: none; display: block; text-decoration: underline;">KPCB Internet Trends (2011)</a><iframe class="scribd_iframe_embed" src="http://www.scribd.com/embeds/69309864/content?start_page=1&#038;view_mode=slideshow&#038;access_key=key-1wrx3q4bqmhb2rr8mjge" data-auto-height="true" data-aspect-ratio="1.33333333333333" scrolling="no" id="doc_15812" width="100%" height="600" frameborder="0"></iframe><script type="text/javascript">(function() { var scribd = document.createElement("script"); scribd.type = "text/javascript"; scribd.async = true; scribd.src = "http://www.scribd.com/javascripts/embed_code/inject.js"; var s = document.getElementsByTagName("script")[0]; s.parentNode.insertBefore(scribd, s); })();</script></p>
<p>This week ex-Morgan Stanley research analyst, now at KPCB, Mary Meeker delivered her latest Internet Trends presentation. As always, Mary’s distillation of trends is always good value and genuine insights are peppered throughout.</p>
<p>For the time starved amongst you, here are some highlights:</p>
<p><strong>World view:</strong></p>
<p>• Though still with some ground to make up, it’s striking the number of Chinese and Russian internet companies popping into the global top 25.</p>
<p>• What’s more, between 2007 and 2010 China accumulated 246million new internet users – that is more than <em>exist </em>within the USA.</p>
<p><strong>Mobilising the people:</strong></p>
<p>• Mary notes that even in recessionary times breakthrough technology and services can breakout. One need only look at the extraordinary first weekend sales of Apple’s iPhone 4S to confirm this.</p>
<p>• 2010 QTR 4 saw more mobile devices (which includes Tablets) sold than PCs and signs that Smartphone sales outstripping feature phone sales in US/EU</p>
<p>• That said. still enormous unconverted user base with 835 million Smartphone users against 5.6 billion mobile device subscribers.</p>
<p>• Apple getting plenty of headlines right now, but it’s Android mobile devices with the remarkable quarter on quarter ramp up – jumping from 20million to 150million units shipped in between quarters 7 and 11 post-launch.</p>
<p>• Global mobile success story continues with app/ad revenue up by a factor of 17 between 2008 and 2011 to a figure of $12billion.</p>
<p><strong>Touchy, feely:</strong></p>
<p>• Meeker calls out the latest trend in the evolution of human computer interaction being from text command lines to graphical user interfaces (GUI) to natural user interfaces. Yes, Steve gets a name check too.</p>
<p><strong>Cash is no longer king?:</strong></p>
<p>• E-commerce story continues to be one of growth through tough economic times but plenty of room to grow.</p>
<p>• Again the big story is growth in mobile commerce with ebay and PayPal doubling or more their gross mobile sales/payments since 2010.</p>
<p>• The uplift in mobile e-commerce activity has been of particularly benefit to local commerce through the plethora of location aware discount offer aggregators.</p>
<p><strong>Power to the people:</strong></p>
<p>• Meeker identifies overarching mega-trend as the empowerment of people via connected devices.</p>
<p>• She references the Twitter traffic patterns post Japanese earthquake, the fact that 200million Indian farmers currently receive government subsidy payments via mobile devices and 85% of global population are now covered by commercial wireless signals versus 80% being on electricity grid.</p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/internet-trends-mary-meekers-2011-report/feed</wfw:commentRss>
		<slash:comments>2</slash:comments>
		</item>
		<item>
		<title>Introducing: BBH Asia-Pacific Data Snapshots</title>
		<link>http://bbh-labs.com/introducing-bbh-asia-pacific-data-snapshots</link>
		<comments>http://bbh-labs.com/introducing-bbh-asia-pacific-data-snapshots#comments</comments>
		<pubDate>Tue, 26 Apr 2011 12:29:38 +0000</pubDate>
		<dc:creator>Mel Exon</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[digital]]></category>
		<category><![CDATA[Asia-Pacific]]></category>
		<category><![CDATA[Data Snapshots]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[social media]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=8861</guid>
		<description><![CDATA[Author: Simon Kemp (@eskimon), Engagement Planner, BBH Asia Pacific &#38; BBH Labs The digital landscape across Asia-Pacific has seen significant change in recent months, with enthusiasm for social media driving the broader adoption of a wide range of connected services and tools. Although Internet penetration levels remain low in many Asian countries, the sheer size [...]]]></description>
			<content:encoded><![CDATA[<p><strong>Author: Simon Kemp (<a title="@eskimon" href="http://twitter.com/eskimon" target="_blank">@eskimon</a>), Engagement Planner, BBH Asia Pacific &amp; BBH Labs</strong></p>
<object width="600" height="492"><param name="movie" value="http://static.slideshare.net/swf/ssplayer2.swf?doc=digitalmobileandsocialmediainchinaapril2011-110407224156-phpapp01"/><param name="allowFullScreen" value="true"/><param name="allowScriptAccess" value="always"/><embed src="http://static.slideshare.net/swf/ssplayer2.swf?doc=digitalmobileandsocialmediainchinaapril2011-110407224156-phpapp01"  type="application/x-shockwave-flash" allowscriptaccess="always" allowfullscreen="true" width="600" height="492"></embed></object>
<p>The digital landscape across Asia-Pacific has seen significant change in recent months, with enthusiasm for social media driving the broader adoption of a wide range of connected services and tools.</p>
<p>Although Internet penetration levels remain low in many Asian countries, the sheer size of those countries&#8217; populations means that the numbers must be seen in context; for example, internet penetration in China stands at just 34%, but the number of social media users in that country exceeds the total population of Russia.</p>
<p>It&#8217;s also critical to understand how people in the East access and use the web.<span id="more-8861"></span></p>
<p>We know mobile phones are already an indispensable part of life throughout Asia, and given the faltering state of infrastructure in much of the region, these are often the predominant means of communication and entertainment. Digging into the latest numbers still has the power to give us pause for thought, however. In India, for example, Mobile penetration is 50% higher than TV penetration.</p>
<p>As a consequence, the Asian internet revolution is skipping a step, with many people accessing the web and web-powered utilities uniquely through mobile devices.</p>
<p>In many Asian countries, this entails access via basic &#8216;feature&#8217; phones (i.e. non-smartphones), but as in so many other areas, Asians approach these devices with a remarkable sense of resourcefulness. Simple apps and hacks for social networks like Facebook, Twitter, and their local equivalents abound, and this simplified access is helping to fuel astonishing adoption rates across the region.</p>
<p>Importantly, many tracking studies miss this mobile-only behaviour &#8211; a reality borne out by the fact that the number of Facebook users in Indonesia appears to exceed the total number of internet users.</p>
<p>To help make sense of all this data and the broader Asian picture, BBH Asia-Pacific has been profiling the digital, mobile, and social media landscapes of a number of countries around the region.</p>
<p>You can see the latest China report above, while reports on <a href="http://www.slideshare.net/eskimon/digital-mobile-and-social-media-in-india-april-2011">India</a>, <a href="http://www.slideshare.net/eskimon/facebook-in-southeast-asia-march-2011-data-snapshot-7367023">South-East Asia</a>, <a href="http://www.slideshare.net/eskimon/facebook-in-indonesia-march-2011-data-snapshot">Indonesia</a> and the <a href="http://www.slideshare.net/eskimon/facebook-in-the-philippines-march-2011-data-snapshot">Philippines </a>are all available to view and download via SlideShare <a title="http://bit.ly/BBHsnapshot" href="http://bit.ly/BBHsnapshot" target="_blank">here</a>.</p>
<p>For more info on any of these reports, please leave a comment here or get in touch (<a href="http://twitter.com/eskimon">@eskimon</a>).</p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/introducing-bbh-asia-pacific-data-snapshots/feed</wfw:commentRss>
		<slash:comments>7</slash:comments>
		</item>
		<item>
		<title>The State of the Web 2010</title>
		<link>http://bbh-labs.com/the-state-of-the-web-2010</link>
		<comments>http://bbh-labs.com/the-state-of-the-web-2010#comments</comments>
		<pubDate>Wed, 17 Nov 2010 18:48:23 +0000</pubDate>
		<dc:creator>Griffin Farley</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[digital]]></category>
		<category><![CDATA[media]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[strategy]]></category>
		<category><![CDATA[trends]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=7550</guid>
		<description><![CDATA[Every year Mary Meeker from Morgan Stanley amazes us with her State of the Web presentation, and this year is no exception. The presentation is immensely valuable to our profession because it highlights shifts in internet culture and identifies opportunities for businesses and marketers alike. The most provoking part of the presentation is the Disruptive [...]]]></description>
			<content:encoded><![CDATA[<p>Every year <a href="http://www.morganstanley.com/institutional/techresearch/morgana.html" target="_blank">Mary Meeker</a> from <a href="http://www.morganstanley.com/" target="_blank">Morgan Stanley</a> amazes us with her State of the Web presentation, and this year is no exception. The presentation is immensely valuable to our profession because it highlights shifts in internet culture and identifies opportunities for businesses and marketers alike.</p>
<p>The most provoking part of the presentation is the <em>Disruptive Innovation</em> slide. <a href="http://www.psfk.com/2010/11/mary-meekers-state-of-the-web-and-disruptive-innovation.html?sms_ss=twitter&amp;at_xt=4ce3e7d1d45d1f06,0" target="_blank">PSFK</a> had a great blurb on describing the importance of this theory:</p>
<blockquote><p>Disruptive Innovation is what’s to blame for the success of smaller, nimbler but sometimes cheaper products or services that manage to disrupt the success or complacency of larger, traditional brand players. Think of Amazon’s continued growth and eventual ‘breaking’ of Barnes &amp; Noble, or Netflix’s killing of Blockbuster. Meeker’s presentation lays out two ways in which this disruptive innovation can happen</p></blockquote>
<p>The two ways that Disruptive Innovation can happen. The first is a Low-End Segment Strategy by offering a product or service at a very low cost and then move up market. The second is called a Non-Consumption Strategy which basically means true innovation where consumption didn&#8217;t exist prior to the product being available.</p>
<p>We have the presentation embedded here for your enjoyment. Please tell us what you found interesting? What worries you about this data? What excites you about this data?</p>
<div id="__ss_5800361" style="width: 425px;"><strong><a title="10 Questions Internet Executives" href="http://www.slideshare.net/PerfectMarket/10-questions-internet-executives">10 Questions Internet Executives</a></strong><object id="__sse5800361" classid="clsid:d27cdb6e-ae6d-11cf-96b8-444553540000" width="425" height="355" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0"><param name="allowFullScreen" value="true" /><param name="allowScriptAccess" value="always" /><param name="src" value="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=internettrendspresentation-101116112622-phpapp01&amp;stripped_title=10-questions-internet-executives&amp;userName=PerfectMarket" /><param name="name" value="__sse5800361" /><param name="allowfullscreen" value="true" /><embed id="__sse5800361" type="application/x-shockwave-flash" width="425" height="355" src="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=internettrendspresentation-101116112622-phpapp01&amp;stripped_title=10-questions-internet-executives&amp;userName=PerfectMarket" name="__sse5800361" allowscriptaccess="always" allowfullscreen="true"></embed></object></p>
<div style="padding: 5px 0 12px;">View more <a href="http://www.slideshare.net/">presentations</a> from <a href="http://www.slideshare.net/PerfectMarket">Perfect Market</a>.</div>
</div>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/the-state-of-the-web-2010/feed</wfw:commentRss>
		<slash:comments>2</slash:comments>
		</item>
		<item>
		<title>Why Our Misuse Of Metrics May Be A Cultural Issue</title>
		<link>http://bbh-labs.com/why-our-misuse-of-metrics-may-be-a-cultural-issue</link>
		<comments>http://bbh-labs.com/why-our-misuse-of-metrics-may-be-a-cultural-issue#comments</comments>
		<pubDate>Wed, 20 Oct 2010 14:47:13 +0000</pubDate>
		<dc:creator>Saneel Radia</dc:creator>
				<category><![CDATA[People]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[culture]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[transformational change]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=7226</guid>
		<description><![CDATA[We&#8217;ve discussed &#8220;wind tunnel marketing&#8221; quite a bit recently. As a result, we&#8217;ve been thinking more and more about one particular facet of the issue: the misuse of metrics and data. Few industries more regularly confuse their objectives and metrics than marketing. I&#8217;m referring to when marketers take digital proxy indicators of progress, and make them [...]]]></description>
			<content:encoded><![CDATA[<div>
<div>
<div>
<p><img src="http://farm1.static.flickr.com/202/440119001_ac5a98b357_z.jpg?zz=1" alt="" /></p>
<p>We&#8217;ve discussed <a href="http://bbh-labs.com/wind-tunnel-marketing-in-todays-campaign" target="_blank">&#8220;wind tunnel marketing&#8221;</a> quite a bit recently. As a result, we&#8217;ve been thinking more and more about one particular facet of the issue: the misuse of metrics and data. Few industries more regularly confuse their objectives and metrics than marketing. I&#8217;m referring to when marketers take digital proxy indicators of progress, and make them the destination, even when they&#8217;re multiple degrees removed from the objective. This is distinct from our <a href="http://bbh-labs.com/so-what-exactly-might-adaptive-brand-marketing-be" target="_blank">use of data to adapt our efforts</a>. Maybe it’s karma for collectively turning to display advertising in the late 90’s to save our business, unknowingly opening the Pandora’s box of click-thru-rates that’s held us back for over a decade since.</p>
<p>We reject the notion that is due to some psychological need for validation. If it’s about validation, there can only be an empty feeling elicited from the knowledge that the metric isn’t the objective. Thus began our Inception-esque voyage into the psyche of marketers.</p>
<p>Operating under the assumption we’re rational at some level, it was easy to see the correlation between this seemingly irrational behavior and a code of conduct prevalent throughout our industry: self-preservation. Maybe most professions exhibit this behavior to some degree, but the level of self-preservation in marketing is extreme. Scientifically speaking, Cover Your Ass Syndrome is an epidemic amongst us. It couldn’t simply be that opportunistic, self-preservation obsessed humans just naturally tend to find their way to marketing, right? We couldn’t possibly be like baby geese following the first thing that moves, in our case another human that shows as much self-centered focus as ourselves— suddenly and inexplicably asking “what do you do for a living and how can I start?”</p>
<p>Perhaps we’re victims (wait, is that the self-preservation talking? We’re in too deep to tell). Maybe this misuse of metrics isn’t, in fact, innate survival behavior to ensure we’re not left holding the bag when things go wrong. Perhaps this is a learned behavior we’ve created as a result of our environment. Our environmental analysis turned up three factors that seem to be directly responsible for our rampant metrics abuse. The first is the obvious reality of impatience, prevalent throughout shareholder demands and modern human nature. Let’s put that one aside as it’s been discussed ad naseum via analysis of <a href="http://www.google.co.uk/search?q=average+tenure+of+a+cmo" target="_blank">CMO tenures</a> and the <a href="http://www.google.co.uk/search?q=modern+capitalist+markets+are+impatient" target="_blank">fault of modern capitalist markets</a>. It’s the next two factors that are more interesting- and more productive- to analyze. At the surface, they don’t appear linked to our misuse of metrics, but in fact they are due to their impact on behavior and culture within marketing organizations, from clients to agencies. Both are addressable, but would require an organization’s senior leadership to operate in very non-standard ways.</p>
<p><strong>1. Pre-defined Bonuses</strong></p>
<p>When companies define bonuses of marketing executives based on specific metrics like site visits or total audience engagement or- gasp- product sales, it’s human nature to pursue that bonus at any cost. In fact, the existence of black and white bonuses regularly takes a metric for success and makes it someone’s personal objective. What’s best for the company, calculated risk taking and long-term innovation planning go out the window when considered against school tuitions or new drapes.</p>
<p>Although controversial in many business cultures, why not solve this environmental issue by creating subjective bonuses&#8211; ones where employees are judged on rational, subjective contribution to the company? Did the risks they take make sense? Did their approach add some broader value? If the objective is what’s best for your initiative, rather than a metric that is only one of many proxies for that success, shouldn’t a bonus be tied to that?</p>
<p>Compensation subjectivity makes people uncomfortable, but with good leadership in place at a company, it’s likely a more intelligent option. Those that truly want what’s best for the organization will trust their leaders.</p>
<p><strong>2. Crediting Systems</strong></p>
<p>In today’s marketing landscape, the way ideas manifest is complicated. All the various executions of an idea involve more moving pieces, multiple partners and blurrier lines between disciplines. Yet, somehow we employ the same crediting system- from awards to inter-company recognition- as we did 30 years ago.</p>
<p>Our credit list may be extensive, but it’s still partitioned by execution: creative, strategy, production, media (assuming media people even get credit). This is true external to the organization (award shows, press releases), but also true internally at most organizations (departments, recognition).</p>
<p>Why? If lines are blurry, why must we categorize contribution? If this sounds ridiculous, please interview young talent in our industry. They have a tough time defining their role by agency verticals and almost always pride themselves on their organic contributions to an agency output. We love that, and in fact look for <a href="http://bbh-labs.com/are-you-ready-to-form-voltron-on-the-value-of-t-shaped-people" target="_blank">T-shaped individuals</a> when hiring.</p>
<p>It’s when marketers credit by specific discipline that metrics become disproportionately emphasized. We may call it a team effort, but we take a Hollywood approach to “team,” defining it as a collection of individuals. So, digital-era metrics like sharability, clicks and participation must be measured because they reflect individual contribution (“my part of the project”). As a result, we make decisions that emphasize metrics instead of simply contributing to the broader objective. Credit is needed for survival in this marketing habitat. As a result, metrics are exaggerated and the overall objective goes by the wayside, the remaining vestige of community achievement in a market that deals in only individual currency.</p>
<p>At the end of this pseudo-scientific examination, it’s clear the environment is polluted. The result is a cyclical reality that few companies and brands transcend; even fewer do so consistently. The environment impacts the inhabitants and the resulting means of survival requires substituting metrics for objectives. That said, we remain optimistic that in the near future, leadership of marketing organizations will nurture a culture that shifts our archaic approach to incentives and crediting. This will cleanse the environment itself, breaking the cycle of rational argument for or against the use and application of metrics. The work will no doubt benefit as a result. Ironically, the beneficial impact of the change toward correcting our use of metrics may at first go unnoticed.</p>
<p>Hey, maybe we should put a measurement in place for it….</p>
<p><img src="http://www.cfpc.ca/cfp/2007/Mar/_images/Heisenberg.png" alt="" /></p>
<p><a href="http://en.wikipedia.org/wiki/Uncertainty_principle" target="_blank">Heisenberg Uncertainty Principle</a></p>
</div>
</div>
</div>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/why-our-misuse-of-metrics-may-be-a-cultural-issue/feed</wfw:commentRss>
		<slash:comments>5</slash:comments>
		</item>
		<item>
		<title>AdMob Mobile Metrics Report &#8211; April 2010</title>
		<link>http://bbh-labs.com/admob-mobile-metrics-report-april-2010</link>
		<comments>http://bbh-labs.com/admob-mobile-metrics-report-april-2010#comments</comments>
		<pubDate>Mon, 21 Jun 2010 15:35:25 +0000</pubDate>
		<dc:creator>Ben Malbon</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[mobile]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=5457</guid>
		<description><![CDATA[AdMob Mobile Metrics Report &#8211; April 2010 View more presentations from AdMob Inc.]]></description>
			<content:encoded><![CDATA[<div style="width:425px" id="__ss_4319324"><strong style="display:block;margin:12px 0 4px"><a href="http://www.slideshare.net/admobmobile/ad-mob-mobilemetricsapr10" title="AdMob Mobile Metrics Report - April 2010">AdMob Mobile Metrics Report &#8211; April 2010</a></strong><object id="__sse4319324" width="600" height="450"><param name="movie" value="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=admob-mobile-metrics-apr-10-100526120225-phpapp02&#038;stripped_title=ad-mob-mobilemetricsapr10" /><param name="allowFullScreen" value="true"/><param name="allowScriptAccess" value="always"/><embed name="__sse4319324" src="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=admob-mobile-metrics-apr-10-100526120225-phpapp02&#038;stripped_title=ad-mob-mobilemetricsapr10" type="application/x-shockwave-flash" allowscriptaccess="always" allowfullscreen="true" width="600" height="450"></embed></object>
<div style="padding:5px 0 12px">View more <a href="http://www.slideshare.net/">presentations</a> from <a href="http://www.slideshare.net/admobmobile">AdMob Inc</a>.</div>
</div>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/admob-mobile-metrics-report-april-2010/feed</wfw:commentRss>
		<slash:comments>1</slash:comments>
		</item>
		<item>
		<title>Internet Trends 2010, by Morgan Stanley&#8217;s Mary Meeker</title>
		<link>http://bbh-labs.com/internet-trends-2010-by-morgan-stanleys-mary-meeker</link>
		<comments>http://bbh-labs.com/internet-trends-2010-by-morgan-stanleys-mary-meeker#comments</comments>
		<pubDate>Wed, 09 Jun 2010 02:25:34 +0000</pubDate>
		<dc:creator>Ben Malbon</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[interactive]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[Mary Meeker]]></category>
		<category><![CDATA[Morgan Stanley]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=5379</guid>
		<description><![CDATA[The thing we like most about Mary Meeker&#8217;s annual Internet Trends presentation is it&#8217;s just packed with data. The charts are sometimes *too* intense, in fact, carrying too much data. But it&#8217;s always revealing, and usually inspiring. Because it&#8217;s fact, not fiction. Slide 7 is especially impactful. I was born on the left hand side [...]]]></description>
			<content:encoded><![CDATA[<p>The thing we like most about Mary Meeker&#8217;s annual Internet Trends presentation is it&#8217;s just packed with data. The charts are sometimes *too* intense, in fact, carrying too much data. But it&#8217;s always revealing, and usually inspiring. Because it&#8217;s fact, not fiction.</p>
<p>Slide 7 is especially impactful. I was born on the left hand side of the chart, probably around when there were 5 million computing-capable units globally. On the right, just ten years from today, the forecast is for 10 billion+ units. Extraordinary.</p>
<div style="width: 425px;"><strong><a title="Internet Trends 2010 by Morgan Stanley Research" href="http://www.slideshare.net/CMSummit/ms-internet-trends060710final">Internet Trends 2010 by Morgan Stanley Research</a></strong><object width="425" height="355" data="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=msinternettrends060710final-100607133705-phpapp02&amp;stripped_title=ms-internet-trends060710final" type="application/x-shockwave-flash"><param name="id" value="__sse4431496" /><param name="allowFullScreen" value="true" /><param name="allowScriptAccess" value="always" /><param name="src" value="http://static.slidesharecdn.com/swf/ssplayer2.swf?doc=msinternettrends060710final-100607133705-phpapp02&amp;stripped_title=ms-internet-trends060710final" /><param name="name" value="__sse4431496" /><param name="allowfullscreen" value="true" /></object></div>
<div id="__ss_4431496" style="width: 425px;">
<div style="padding:5px 0 12px">View more presentations from <a href="http://www.slideshare.net/CMSummit">CM Summit: Marketing in Real Time</a>.</div>
</div>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/internet-trends-2010-by-morgan-stanleys-mary-meeker/feed</wfw:commentRss>
		<slash:comments>9</slash:comments>
		</item>
		<item>
		<title>Screw Relationships, Let&#8217;s Have a Fling; On Brands &amp; the Privacy Debate</title>
		<link>http://bbh-labs.com/screw-relationships-lets-have-a-fling-on-brands-the-privacy-debate</link>
		<comments>http://bbh-labs.com/screw-relationships-lets-have-a-fling-on-brands-the-privacy-debate#comments</comments>
		<pubDate>Tue, 18 May 2010 13:37:28 +0000</pubDate>
		<dc:creator>Saneel Radia</dc:creator>
				<category><![CDATA[culture]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[social media]]></category>
		<category><![CDATA[facebook]]></category>
		<category><![CDATA[privacy]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=5088</guid>
		<description><![CDATA[Author: Saneel Radia (@saneel), Director of Media Innovation, BBH New York I’ve written about social media flings before, but all the recent buzz about privacy issues got me thinking about this subject again. Brands are obsessed with friends and fans in social media environments when a much more relevant (and achievable) goal would be a [...]]]></description>
			<content:encoded><![CDATA[<p>Author: Saneel Radia (@saneel), Director of Media Innovation, BBH New York</p>
<p><a rel="attachment wp-att-5091" href="http://bbh-labs.com/screw-relationships-lets-have-a-fling-on-brands-the-privacy-debate/pillow"><img class="aligncenter size-full wp-image-5091" title="pillow" src="http://bbh-labs.com/wp-content/uploads/2010/05/pillow.jpg" alt="pillow" width="500" height="311" /></a></p>
<p>I’ve written about social media flings <a href="http://www.denuology.com/stop-overthinking-it-the-quickest-brand-entry/" target="_blank">before</a>, but all the recent buzz about privacy issues got me thinking about this subject again. Brands are obsessed with friends and fans in social media environments when a much more relevant (and achievable) goal would be a less committed relationship: a fling. Why ask so much from a consumer when most brands fail to deliver on expectations anyway? The number of brands I’ve met with an editorial calendar and iterative community management strategy is so few, I can count them on one hand. Yet, the gathering of fans / followers / cults prods aimlessly on, justified via the value of earned media. The idea of talking to a million people whenever you want &#8212; that’s just too good to not pursue, right?</p>
<p>I just don’t get it. Maybe I’m too demanding as a consumer, but I have a tough time with the “in or out” invitation posed by most brands. I was talking to <a href="http://twitter.com/hashembajwa" target="_blank">@hashembajwa</a> about this recently and he cited the following example: “I love and am loyal to Virgin Atlantic, but that doesn’t mean I want to hear from them at any point other then when I have London on my mind.”</p>
<p>That comment really struck me. For him, it was about context. And that’s really what a fling is. It’s like a camp friend— that kid you were super close with at camp. You couldn’t imagine a scenario at camp he or she wasn’t a part of. But, once you got back home,  regardless of promises to call and write, it didn’t happen. It just wasn’t relevant to stay in touch back in your normal life. But hey, next time you were at camp, you two picked up right where you left off, no? That’s the perfect camp friend.</p>
<p>So why aren’t brands OK with relationships like that? Context isn’t such a bad thing. It’s what good media planning is all about. And if the main arguments for these ludicrous fan numbers I hear brands chasing is rooted in earned media, it seems only rational they would evaluate said media based on quality, as they do with all media.</p>
<p>And that’s the rub.</p>
<p>You see, context of any kind is where brands face the privacy issue square in the face. They need to know as much about a person as possible to have these flings. Most brands on Twitter, for example, wait until you’ve called them out by name before @-replying because they fear otherwise their tweets will be viewed as spam. It’s the same expectation you’d have as a consumer in Facebook. What if a brand waited until your status was relevant to them to reach out to you? “@hashembajwa, I see you you’re excited about dinner in London, would you like some help planning your trip? – Love, Virgin.” Scary for many people. But enticing as a brand. And that’s why most brands are going to sit quietly while Facebook takes its lumps and sorts out privacy on their behalf. I guess they’ll depend on creating their own <a href="http://bbh-labs.com/if-you-want-a-conversation-say-something-interesting" target="_blank">context via campaigns</a>, but that’s pretty darn hard.</p>
<p>So, if you’re a brand with something at stake here, would you step in? I can’t imagine brand managers want any part of that conversation, but I think it’s important they have one. Without some understanding of what the pros and cons of the privacy issue are, Facebook is left alone as big, bad brother. In reality, lots of brands would help consumers tremendously if given the opportunity via this type of context. Yet no brands are stepping up, even as a collective, to help consumers understand if there is another side to the privacy issue. How can we expect consumers to make an objective decision about something when they aren’t hearing any upside?</p>
<p>Because, talking to a million fans about camp while they’re in school might feel like a relationship, but I’d argue making out with them while they’re at camp is a lot more social.</p>
<p>Or at the very least, it’s more fun.</p>
<p><a rel="attachment wp-att-5091" href="http://bbh-labs.com/screw-relationships-lets-have-a-fling-on-brands-the-privacy-debate/pillow"><img class="aligncenter size-full wp-image-5091" title="pillow" src="http://bbh-labs.com/wp-content/uploads/2010/05/pillow.jpg" alt="pillow" width="500" height="311" /></a></p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/screw-relationships-lets-have-a-fling-on-brands-the-privacy-debate/feed</wfw:commentRss>
		<slash:comments>21</slash:comments>
		</item>
		<item>
		<title>When The Process Becomes The Story: On Open Source &amp; Creativity</title>
		<link>http://bbh-labs.com/when-the-process-becomes-the-story-on-open-source-creativity</link>
		<comments>http://bbh-labs.com/when-the-process-becomes-the-story-on-open-source-creativity#comments</comments>
		<pubDate>Wed, 07 Apr 2010 14:15:36 +0000</pubDate>
		<dc:creator>Ben Malbon</dc:creator>
				<category><![CDATA[creativity]]></category>
		<category><![CDATA[crowdsourcing]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[Chris O'Shea]]></category>
		<category><![CDATA[John Resig]]></category>
		<category><![CDATA[Jonathan Harris]]></category>
		<category><![CDATA[jQuery]]></category>
		<category><![CDATA[open source]]></category>
		<category><![CDATA[openFrameworks]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=4752</guid>
		<description><![CDATA[Posted by Zach Blank, Creative Technologist, BBH New York We are so consumed by the communities that Facebook, Twitter, Foursquare (and our local knitting website) foster that we often forget to take a step back and think about the lessons to be learned from these communities. Within each of these online ecosystems, participants, aware of [...]]]></description>
			<content:encoded><![CDATA[<p>Posted by <a href="http://twitter.com/zachianblank" target="_blank">Zach Blank</a>, Creative Technologist, BBH New York</p>
<p>We are so consumed by the communities that Facebook, Twitter, Foursquare (and our local knitting website) foster that we often forget to take a step back and think about the lessons to be learned from these communities. Within each of these online ecosystems, participants, aware of it or not, share some of their most intimate secrets with the world. Conversations about relationships, ridicule for certain social behavior from the night before, bragging about their new iPad, and most importantly simply being open all seem commonplace.</p>
<p>Coders admirably follow the same model however on a significantly different level. Most, I believe, have taken this notion of community and have truly found the value in it for what they do, and there is much we can learn from that. Coders who have affectionately adopted the <a href="http://en.wikipedia.org/wiki/Open_source" target="_blank">open source</a> mantra are out there sharing their code, encouraging others to take it and well pretty much do whatever they want. The idea is that by making the work available to be built upon and expanded, it will be built upon and expanded into something better and exponentially more worth sharing.</p>
<p>A piece of work created this way, where the sum of the parts is less meaningful than the work in its entirety, or gestalt, becomes very powerful when considered in the context of the open source philosophy. Projects made up of libraries, code blocks, classes, and ideas whose authors individually poured hours into creating are incomparably more notable than their preceding work which undoubtably made it possible. This is the key most important value in open source. And it is that value that can be translated to other media and have the same result.</p>
<p>Open source technology has given birth to a large array of projects, from everyday utilities to intricate and involved interactive art installations. Each has a narrative behind it that has an impact on its own.</p>
<p><a href="http://www.mozilla.org/firefox" target="_blank">Firefox</a> and<a href="http://jquery.com" target="_blank"> jQuery</a> are wonderful examples of utility-based projects driven by the ideals of open source. Firefox, one of the leading web browsers, has a powerful community behind it, thousands-strong, and constantly pushing it forward. The source code and SDK are available to anyone who either wants to tinker with the core of the browser, or develop add-ons to be distributed throughout. jQuery is an example of a company whose purpose has made anyone using the Internet happier, conscience of it or otherwise. It is a Javascript framework which now has hundreds, if not thousands, of plugins creating rich Internet experiences for us all. It started with <a href="http://ejohn.org/" target="_blank">John Resig</a>’s idea and has been progressed exponentially by the community that has organically grown around it.</p>
<p>The story of these projects are most relevant to us in understanding how to use the ideas of open source. The two projects below carry strong narratives of how they evolved, lending a learning experience on a much different level than the end product. Thinking about the path that these projects took and the backstories behind their creation is an exploration of the creative process that went into them; therein lies the most powerful ideas.</p>
<div id="attachment_4754" class="wp-caption aligncenter" style="width: 510px"><a rel="attachment wp-att-4754" href="http://bbh-labs.com/when-the-process-becomes-the-story-on-open-source-creativity/attachment/1"><img class="size-full wp-image-4754" title="1" src="http://bbh-labs.com/wp-content/uploads/2010/04/1.jpeg" alt="1" width="500" height="333" /></a><p class="wp-caption-text">http://www.random-international.com/you-fade-to-light-philips-lum/  </p></div>
<p><a href="http://www.random-international.com/you-fade-to-light-philips-lum" target="_blank">You Fade To Light</a> is a beautiful project by <a href="http://www.random-international.com/" target="_blank">rAndom International</a> (with software created by Chris O’Shea), existing in large part because of people who understand the power of sharing their work and encouraging growth. This project was born out of projects before it, borrowing code, leveraging libraries and frameworks to bring it to life. Audience, a separate project also by <a href="http://www.random-international.com/" target="_blank">rAndom International</a> (in collaboration with Chris O’Shea) adds to the narrative and creates its own. Have a look at that <a href="http://www.openframeworks.cc/gallery/audience" target="_blank">here</a>.</p>
<div id="attachment_4755" class="wp-caption aligncenter" style="width: 610px"><a rel="attachment wp-att-4755" href="http://bbh-labs.com/when-the-process-becomes-the-story-on-open-source-creativity/sketches-5"><img class="size-large wp-image-4755 " title="sketches-5" src="http://bbh-labs.com/wp-content/uploads/2010/04/sketches-5-600x284.jpg" alt="sketches-5" width="600" height="284" /></a><p class="wp-caption-text">http://iwantyoutowantme.org/process.html; A wonderful exploration of the process of creating &#39;I Want You To Want Me&#39; from start to finish</p></div>
<p style="text-align: left;"><a href="http://iwantyoutowantme.org/" target="_blank">I Want You to Want Me</a> (IWYTWM) by Jonathan Harris (<a href="http://number27.org" target="_blank">http://number27.org</a>) and Sep Kamvar (<a href="http://kamvar.org/" target="_blank">http://kamvar.org/</a>) for the 2008 exhibit &#8216;<a href="http://www.moma.org/interactives/exhibitions/2008/elasticmind/" target="_blank">Design and the Elastic Mind</a>&#8216; at MoMA in NYC was created using OpenFrameworks, an open source framework in C++ for artists, interaction designers and creative coders. This beautiful work is in debt to all the work before it. Fortunately the IWYTWM team documented <a href="http://iwantyoutowantme.org/process.html" target="_blank">their process</a>, their narrative. It is a prime example of the power that the evolution of these projects exemplify and the value in sharing them.</p>
<p>So, how can we leverage this power of sharing creativity in our business when we hold our ideas in such high regard and guard them so jealously? There is so much buzz around crowdsourcing at the moment because the &#8216;power of many&#8217; has been proven. That is simply my argument. We need to adopt this powerful idea and understand how to make it relevant and practical for our work. How does the story behind the larger collaborative efforts fit into our business and make our work better?</p>
<p>The easy answer is it doesn’t. But it could.</p>
<p>We can open our ideas and leverage larger collaborative efforts. We need to start with sharing honest explorations of the process behind an idea. Again, IWYTWM illustrates this beautifully, and if we can embrace this idea and run with it we will come out with a whole new level of creative work &#8211; perhaps a new breed of creativity altogether.</p>
<p>We&#8217;d love to see more examples like the ones above. And we&#8217;re always keen to hear what you think.</p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/when-the-process-becomes-the-story-on-open-source-creativity/feed</wfw:commentRss>
		<slash:comments>11</slash:comments>
		</item>
		<item>
		<title>Mapping Twitter Part 2: The Tweet-o-Meter</title>
		<link>http://bbh-labs.com/mapping-twitter-part-2-the-tweet-o-meter</link>
		<comments>http://bbh-labs.com/mapping-twitter-part-2-the-tweet-o-meter#comments</comments>
		<pubDate>Wed, 10 Mar 2010 14:54:21 +0000</pubDate>
		<dc:creator>Ben Malbon</dc:creator>
				<category><![CDATA[data]]></category>
		<category><![CDATA[design]]></category>
		<category><![CDATA[mobile]]></category>
		<category><![CDATA[CASA]]></category>
		<category><![CDATA[NeISS]]></category>
		<category><![CDATA[twitter]]></category>
		<category><![CDATA[UCL]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=4600</guid>
		<description><![CDATA[Came across this today. Tweet-o-Meter (link) is the beta version of a platform created by University College London&#8217;s Centre for Advanced Spatial Analysis. The Tweet-o-Meter supposedly updates every ten seconds (not sure it does quite do that right now), showing the number of tweets in each city per minute. The ambition is to log and [...]]]></description>
			<content:encoded><![CDATA[<p><a rel="attachment wp-att-4601" href="http://bbh-labs.com/mapping-twitter-part-2-the-tweet-o-meter/screen-shot-2010-03-10-at-72228-am"><img class="aligncenter size-large wp-image-4601" title="screen-shot-2010-03-10-at-72228-am" src="http://bbh-labs.com/wp-content/uploads/2010/03/screen-shot-2010-03-10-at-72228-am-600x520.png" alt="screen-shot-2010-03-10-at-72228-am" width="600" height="520" /></a></p>
<p>Came across this today. <a href="http://www.casa.ucl.ac.uk/tom/" target="_blank">Tweet-o-Meter</a> (link) is the beta version of a platform created by University College London&#8217;s <a href="http://www.casa.ucl.ac.uk/" target="_blank">Centre for Advanced Spatial Analysis</a>. The Tweet-o-Meter supposedly updates every ten seconds (not sure it does quite do that right now), showing the number of tweets in each city per minute. The ambition is to log and analyze all geo-located tweets in these major cities. Once logged, they will be used to show Twitter activity over time and space. Various kinds of maps will be the main output. I imagine a variety of delicious visualizations will be forthcoming.</p>
<p>We are possibly attracted partly by the simple analogue-feel, dial-based interface. But we&#8217;re also struck by yet another work-in-progress attempt to bring life to the data spawned by Twitter (see also <a href="http://bbh-labs.com/getting-to-know-your-twitter-followers-why-that-matters" target="_blank">Getting to Know Your Twitter Followers &amp; Why that Matters</a> from earlier this week).</p>
<p>Tweet-o-Meter is part of a broader project called NeISS (<span class="purple"><strong><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">N</a></strong></span><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">ational </a><span class="purple"><strong><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">e</a></strong></span><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">-</a><span class="purple"><strong><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">I</a></strong></span><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">nfrastructure for </a><span class="purple"><strong><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">S</a></strong></span><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">ocial </a><span class="purple"><strong><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">S</a></strong></span><a href="http://www.geog.leeds.ac.uk/projects/neiss/about.php" target="_blank">imulation</a>), another UK Government-funded project. Read more about it <a href="http://www.casa.ucl.ac.uk/news/newsStory.asp?ID=220" target="_blank">here</a>.</p>
<p>And of course it also reminds us of of the work by Google&#8217;s <a href="http://sandbox.aaronkoblin.com/" target="_blank">Aaron Koblin</a> on visualizing SMS messages sent on New Year&#8217;s Eve in Amsterdam in 2007 (see below). We imagine as Tweet-o-Meter moves forward through beta they&#8217;ll need to figure out how to marry Koblin-esque visualizations to their gushing pipe of data. Bringing magic to the mayhem.</p>
<p><object width="600" height="338"><param name="allowfullscreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="movie" value="http://vimeo.com/moogaloop.swf?clip_id=2312662&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=0&amp;color=00ADEF&amp;fullscreen=1" /><embed src="http://vimeo.com/moogaloop.swf?clip_id=2312662&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=0&amp;color=00ADEF&amp;fullscreen=1" type="application/x-shockwave-flash" allowfullscreen="true" allowscriptaccess="always" width="600" height="338"></embed></object>
<p><a href="http://vimeo.com/2312662">Amsterdam SMS messages on New Years Eve</a> from <a href="http://vimeo.com/aaronkoblin">Aaron </a> on <a href="http://vimeo.com">Vimeo</a>.</p>
<p><object width="600" height="338"><param name="allowfullscreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="movie" value="http://vimeo.com/moogaloop.swf?clip_id=2292678&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=0&amp;color=00ADEF&amp;fullscreen=1" /><embed src="http://vimeo.com/moogaloop.swf?clip_id=2292678&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=0&amp;color=00ADEF&amp;fullscreen=1" type="application/x-shockwave-flash" allowfullscreen="true" allowscriptaccess="always" width="600" height="338"></embed></object>
<p><a href="http://vimeo.com/2292678">Amsterdam SMS messages on Queen&#8217;s Day</a> from <a href="http://vimeo.com/aaronkoblin">Aaron </a> on <a href="http://vimeo.com">Vimeo</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/mapping-twitter-part-2-the-tweet-o-meter/feed</wfw:commentRss>
		<slash:comments>2</slash:comments>
		</item>
		<item>
		<title>Getting to know your Twitter followers &amp; why that matters</title>
		<link>http://bbh-labs.com/getting-to-know-your-twitter-followers-why-that-matters</link>
		<comments>http://bbh-labs.com/getting-to-know-your-twitter-followers-why-that-matters#comments</comments>
		<pubDate>Mon, 08 Mar 2010 19:21:54 +0000</pubDate>
		<dc:creator>Ben Malbon</dc:creator>
				<category><![CDATA[awesomeness]]></category>
		<category><![CDATA[data]]></category>
		<category><![CDATA[api]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://bbh-labs.com/?p=4535</guid>
		<description><![CDATA[Last week Aaron Richard (@ralphthemagi) contacted us at BBH Labs with something pretty cool, and we wanted to share it. Aaron was most recently a digital strategist at Big Spaceship in Brooklyn. A while back Aaron created a map showing where @bigspaceship&#8217;s many thousands of followers lived (or claimed to live). I contacted Michael Lebowitz [...]]]></description>
			<content:encoded><![CDATA[<p><a rel="attachment wp-att-4537" href="http://bbh-labs.com/getting-to-know-your-twitter-followers-why-that-matters/screen-shot-2010-03-07-at-121125-pm"><img class="aligncenter size-large wp-image-4537" title="screen-shot-2010-03-07-at-121125-pm" src="http://bbh-labs.com/wp-content/uploads/2010/03/screen-shot-2010-03-07-at-121125-pm-600x283.png" alt="screen-shot-2010-03-07-at-121125-pm" width="600" height="283" /></a></p>
<p>Last week <a href="http://work.ralphthemagician.com/" target="_blank">Aaron Richard</a> (@ralphthemagi) contacted us at BBH Labs with something pretty cool, and we wanted to share it.</p>
<p>Aaron was most recently a digital strategist at <a href="http://www.bigspaceship.com/" target="_blank">Big Spaceship</a> in Brooklyn. A while back Aaron created a map showing where @bigspaceship&#8217;s many thousands of followers lived (or claimed to live). I contacted Michael Lebowitz at BS and asked how they&#8217;d done it . . . a few days later Aaron wrote to us with our very own version of the data, mapped and analyzed. Brilliant.</p>
<p>Aaron goes into great detail on his site about how he did this, the problems he encountered, the choices he made in filtering, and so on. In short, he used the publicly accessible <a href="http://apiwiki.twitter.com/Twitter-API-Documentation" target="_blank">Twitter API</a> combined with <a href="http://en.wikipedia.org/wiki/CURL" target="_blank">cURL</a> software to play around with the data shared by our c.12,600 followers on Twitter.</p>
<p>After some fairly smart sounding parsing of the follower base to weed out spammers (or at least people who looked most like spammers) and non-actives (see his post for the detail) Aaron pulled down the following public data on each of the remaining followers.</p>
<ul>
<li>ID</li>
<li>Name</li>
<li>Username</li>
<li>Location</li>
<li>Profile Bio</li>
<li>Profile Picture</li>
<li>Web URL</li>
<li>Privacy Settings</li>
<li># of Followers</li>
<li># of Friends (“following”)</li>
<li>Account Creation Date</li>
<li># of Favorites</li>
<li>UTC Offest</li>
<li>Time Zone</li>
<li>Per-tweet Geolocation Status</li>
<li>Verified User Status</li>
<li># of Tweets</li>
</ul>
<p>He then used one of Google&#8217;s Lab projects, <a href="http://tables.googlelabs.com/Home" target="_blank">Fusion Tables</a>, to geo-code the massive amount of information he had in CSV form.</p>
<p>The result was two forms of map. First, a <a href="http://tables.googlelabs.com/embedviz?viz=MAP&amp;q=select%20col0,col1,col2,col3,col4,col5,col6,col7,col8,col9,col10,col11,col12,col13,col14,col15,col16%20from%20136786%20&amp;h=false&amp;lat=40.84706035607122&amp;lng=-45.87890625&amp;z=3&amp;l=col3" target="_blank">fully interactive Google map</a> (launch it and take a look, click on the dots for detail), and second a<a href="http://tables.googlelabs.com/embedviz?viz=MAP&amp;q=select%20col0,col1,col2,col3,col4,col5,col6,col7,col8,col9,col10,col11,col12,col13,col14,col15,col16%20from%20136786%20&amp;h=true&amp;lat=36.66841891894786&amp;lng=-95.888671875&amp;z=4&amp;l=col3" target="_blank"> heatmap</a> showing concentration of followers by major cities. With the interactive map it&#8217;s possible to click on a follower and see the data that Twitter holds for them (which is a little scary, but I guess comes with the territory).</p>
<p>Aaron also looked at our follower data and pulled put out some insight about our followers, which we found fascinating.</p>
<ul>
<li>Average # of followers: 1,746 | Median: 163</li>
<li>Average # of friends: 982 | Median: 206</li>
<li>Average # of tweets: 987 | Median: 247</li>
<li>6% of followers keep their tweets private</li>
<li>9% have per-tweet geolocation enabled</li>
<li>12 followers are “verified”</li>
</ul>
<p>As Aaron notes, one can see by the deltas between means and medians, all followers are not created equal.</p>
<p>So all this is fascinating to us (for example, to learn that @bigspaceship and @BBHLabs share the same two followers in Iceland . . . hi Islenka and Finnur). But I wanted to see what additional uses might be made of this kind of data and insight. For example, for brands, or for non-profits, or just for individuals. I pinged Aaron a few questions on this theme:</p>
<p>BBH LABS: So Aaron, thanks for this &#8211; this is fantastic. But thinking more broadly of potential uses of this kind of insight for marketers, brands and individuals, how do you think this might be used in a more applied way?</p>
<p>AARON: I think this kind of information can be used for setting better goals. Asking better questions and finding better answers. I think a lot of brand teams have this preconceived notion that they are using social media effectively if they have a lot of fans, followers, etc &#8230; I just don&#8217;t think that&#8217;s true.</p>
<p>BBH LABS: Give us some examples of what you mean.</p>
<p>AARON: The particular data set I pulled for BBH could be used in a number of ways. For example, say you wanted to give away something to a few Twitter followers with the goal of growing your network. Send them an iPod Shuffle, get them to tweet about it, drive a little positive PR. But how would you decide who to give stuff to if you wanted to maximize every give away?  Well, with data like this you could easily find the top 20 people with the most followers and target them. Or look at the top 50 people with the most followers, then look at those with who have the least number of tweets (there&#8217;s something interesting about people with a lot of followers and few tweets, because when they do tweet their message tends to get retweeted a lot and cuts through the clutter).</p>
<p>BBH LABS: And for brands, can you give us an example of how they might make use of this? Maybe to make their stream more relevant? Maybe to get closer to their most valuable customers?</p>
<p>AARON: Sure. You can start to see how you might use this kind of information to challenge large incumbent brands. Imagine you wanted to take on Comcast as a small regional ISP. You could pull the data for everyone who follows <a href="http://twitter.com/comcastcares" target="_blank">Comcast Cares</a> [on Twitter] then look at all the people in your region and start following them or sending them public messages. You could even target the people who are pissed off at Comcast and give them a special offer. <a href="http://twitter.com/delloutlet" target="_blank">Dell Outlet</a> [on Twitter] has +1.5m followers. That&#8217;s 1.5m potential new customers for HP, if they provide the right incentive to get a customer to switch.</p>
<p>BBH LABS: This is only one particular series of API calls, as you point out. What else can you envisage coming out of the Twitter API?</p>
<p>AARON: Absolutely, this is really just one tiny piece of the data that&#8217;s available. I did this more for fun and to get a better idea of how to manage large API pulled data sets than I did to answer a specific question. Twitter has calls for search, tweets, retweets, lists, etc.. If, for example, you wanted to track something like brand mentions you could do that—and not just by using the regular old search.twitter.com or paying for something like radian6 (who&#8217;d never give you the raw data). You could look at all tweets by keyword, replies, retweets, etc., and then figure out who&#8217;s saying these things, where they live, and what (or who) they have in common.</p>
<p>I&#8217;m going to do a followup to this that talks about how to use API data in a more tactical way, using Facebook (and probably Coke) as an example to find the answer to things like, &#8220;What day of the week should I post something in order to maximize likes, comments, etc.?&#8221;</p>
<p>BBH LABS: Thanks again Aaron. Keep us in the loop. We&#8217;re keen to learn more as we go.</p>
<p>&#8212;</p>
<p>If you have any questions for Aaron feel free to post them under this post, or on <a href="http://work.ralphthemagician.com/" target="_blank">Aaron&#8217;s own blog</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://bbh-labs.com/getting-to-know-your-twitter-followers-why-that-matters/feed</wfw:commentRss>
		<slash:comments>16</slash:comments>
		</item>
	</channel>
</rss>

