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	<title>James's Musings &#187; Venture-Backed Business</title>
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	<link>http://www.jamesbeldock.com</link>
	<description>James G. Beldock's blog</description>
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		<title>Don&#8217;t Look Now: The World *ISN&#8217;T* Ending!</title>
		<link>http://www.jamesbeldock.com/2008/10/18/the-world-isnt-ending/</link>
		<comments>http://www.jamesbeldock.com/2008/10/18/the-world-isnt-ending/#comments</comments>
		<pubDate>Sun, 19 Oct 2008 05:19:09 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Society]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>
		<category><![CDATA[economy]]></category>
		<category><![CDATA[Silicon Valley]]></category>
		<category><![CDATA[Venture Capital]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=133</guid>
		<description><![CDATA[When I&#8217;m not procrastinating by writing blog posts, I&#8217;m the CEO of a Silicon Valley technology company.  For the past few weeks, while the credit crisis wrought havoc on Wall Street and some of my colleagues were forced to face the reality that the already anemic IPO market, channeling Punxsutawney Phil, was likely to go back [...]]]></description>
			<content:encoded><![CDATA[<p>When I&#8217;m not <del>procrastinating by</del> writing blog posts, I&#8217;m the CEO of <a href="http://www.shotspotter.com/" target="_blank">a Silicon Valley technology company</a>.  For the past few weeks, while the credit crisis wrought havoc on Wall Street and some of my colleagues were forced to face the reality that the <a href="http://www.wealthdaily.com/articles/ipo-billions-shelved/1187" target="_blank">already anemic IPO market</a>, channeling <a href="http://animal.discovery.com/convergence/groundhog/history/history.html" target="_blank">Punxsutawney Phil</a>, was likely to go back into its hole for another <del>six weeks</del> year<del></del><del></del>, we had mostly remained unassaulted by the crisis.  Sure, those running consumer-focused businesses were already feeling the impact of plummeting consumer confidence, but fundamentally we were confident that our venture capital investors were smart enough not to act like lemmings and assume that, just because the public markets are in trouble, so was their portfolio.  After all, Silicon Valley focuses on the long term, right?  It&#8217;s smarter, more creative, perhaps even iconoclastic . . . <em>right??</em></p>
<p>Not so.  Enter Sequoia Capital&#8217;s <a href="http://venturebeat.com/2008/10/10/the-sequoia-rip-good-times-presentation-get-your-copy-here/" target="_blank">&#8220;RIP Good Times&#8221; presentation</a>.  Within a day, eight people had forwarded it to me, along with notes taken by a briefly-anonymous Sequoia portfolio CEO.  Shortly thereafter came the <a href="http://www.techcrunch.com/2008/10/09/benchmark-capital-advises-startups-to-conserve-capital/" target="_blank">Benchmark Letter</a>, which another investor and our corporate counsel both forwarded to me.  And the <a href="http://kara.allthingsd.com/20081009/irony-alert-bubble-making-venture-capitalists-start-popping-them/" target="_blank">Ron Conway email</a>.  The argument is that revenues and earnings will fall off the table (thus perhaps justifying the fact that today&#8217;s S&amp;P 500 is trading at a pretty low average P/E of 10.5), thus necessitating tectonic readjustments to spending.</p>
<p>And there it was: in one great, coordinated movement, Silicon Valley panicked.  It was as if the Valley remembered 2000-2001 and couldn&#8217;t sleep.  A friend of mine, at a Seqoia company, worked the weekend and executed a 40% layoff earlier this week.  <a href="http://www.averagetech.com/2008/10/18/hi5-layoffs-10-to-15-percent-of-staff/" target="_blank">Hi5 cut staff</a>, <a href="http://www.techcrunch.com/layoffs/" target="_blank">Zillow and Adbrite did the same</a>, and <a href="http://news.cnet.com/8301-17939_109-10068701-2.html" target="_blank">the list goes on and on</a>.  One day everything is fine;  the next, the world is ending.  Trader mentality hit Sand Hill Road.  With the zeal of the converted, a paroxysm of cost-cutting swept Valley CEOs.</p>
<p>This &#8220;stampede for the exits&#8221; mentality of supposedly long-term investors here in the Valley makes zero sense.  One of my Directors correctly pointed out that Moritz <em>et al.</em> at Sequoia were undoubtedly &#8220;firing for effect,&#8221; and I&#8217;m sure they were, but tell that to the employees laid off by my friend&#8217;s Sequoia-backed company.  The problem with making rapid adjustments to early stage companies is that <em>the adjustments themselves effect the business</em>.  There&#8217;s a <a href="http://plato.stanford.edu/entries/qt-uncertainty/" target="_blank">Heisenberg Uncertainty Principle</a> in startups:  trimming too fast or too precipitously will injure the company far more deeply than it would a larger, established company.  Why?  Because start-ups in particular rely on their employees to go the extra mile, think the impossible is possible, burn the midnight oil, and invent the ingenious.  They also rely on their employees <em>knowing</em> they&#8217;re involved in something special, relishing their creative environment, and collaborating with their colleagues.  (For which, of course, they <em>need to have colleagues&#8230;!)</em> Take all that away, and a start-up is just a thinly-staffed, under-capitalized company with no track record or proven market.</p>
<p>There&#8217;s another, more profound risk, however:  react too strongly and Heisenberg will assure your startup <em>misses the market opportunity it&#8217;s not expecting</em>.  The problem with over-optimizing, particularly in venture-backed companies, is that they will miss the unexpected, creative opportunity, either because they are so busy dealing with the ramifications of precipitous cost-cutting or because they will be so under-staffed and so hyper-focused on cash flow that they will have neither the energy nor the creative spirit to do something daring when the opportunity presents itself.</p>
<p>Does this mean we should be spending profligately and ignoring the broader dynamics of the economy?  Of course not.  No CEO in his or her right mind would do so.  But the fact remains that what makes Silicon Valley great is certainly not its ability to play the part of proverbial &#8220;tail&#8221; to the economic dog which wags it.  <em>Every one of us should take a careful look at our spending</em>, our sales forecasts, and make <em>sensible business decisions</em> based on what we see.  (In our case, we see changes coming and are adjusting for them.  We&#8217;re cutting where we need to, investing where we can afford to, and otherwise treating the shake-up as an opportunity to test every single one of our assumptions.  And, yes, if one of those assumptions changes and we see a problem, then we&#8217;re going to cut spending.)  But lay off 40% of staff just because someone gave a presentation?</p>
<p>Fortunately, voices of sanity have begun to speak up.  My friend and colleague <a href="http://www.pascalsview.com/about.html" target="_blank">Pascal Levensohn</a> (full disclosure: also now an investor and Board member in my company) wrote <a href="http://www.pascalsview.com/pascalsview/2008/10/putting-additional-context-around-sequoias-message.html" target="_blank">an excellent post today putting context around the Sequoia presentation</a>.  And none other than the <a href="http://www.forbes.com/lists/2008/10/billionaires08_Warren-Buffett_C0R3.html" target="_blank">Sage of Omaha</a> himself is <a href="http://www.nytimes.com/2008/10/17/opinion/17buffett.html?ref=opinion" target="_blank">going long on US equities</a>.  All of us running businesses under these economic circumstances are well-served to create a back-up plan (the &#8220;survival plan&#8221;), take a whack at expenses wherever and whenever possible (hey, shouldn&#8217;t we be doing that all the time anyway?), test every single assumption in our models, and perhaps think long and hard before hiring additional staff.  But then we should go back to work, build amazing businesses, and remember that Silicon Valley is about the future and we&#8217;re in charge of creating it.</p>
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		<title>In Memoriam: Keith Benjamin</title>
		<link>http://www.jamesbeldock.com/2008/07/30/in-memoriam-keith-benjamin/</link>
		<comments>http://www.jamesbeldock.com/2008/07/30/in-memoriam-keith-benjamin/#comments</comments>
		<pubDate>Thu, 31 Jul 2008 01:24:34 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[Venture-Backed Business]]></category>
		<category><![CDATA[friends]]></category>
		<category><![CDATA[in memoriam]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=72</guid>
		<description><![CDATA[I am profoundly saddened to report the passing of friend and colleague, Keith Benjamin, whom we lost yesterday at the far-too-young age of 49.  While Keith will undoubtedly be remembered for the ineffable creativity which permeated his life, he will no doubt also be remembered even more for his undying devotion to his family.  I [...]]]></description>
			<content:encoded><![CDATA[<p>I am profoundly saddened to report the passing of friend and colleague, Keith Benjamin, whom we lost yesterday at the far-too-young age of 49.  While Keith will undoubtedly be remembered for the ineffable creativity which permeated his life, he will no doubt also be remembered even more for his undying devotion to his family.  I remember fondly running into the Benjamins as they were out for a walk in Cow Hollow (San Francisco) perhaps five months ago.  There was nothing particularly special about the encounter—just two families out enjoying the day who happened to run into each other.  But for all the presentations I&#8217;ve given to Keith&#8217;s firm and the meetings I&#8217;ve participated in with him, what I will remember most fondly is the image of Keith out with his family on a Sunday afternoon enjoying the early spring weather.  Keith, we will miss you.</p>
<p><img class="aligncenter" style="align: center;" src="http://www.jamesbeldock.com/images/Keith.jpg" alt="Keith E. Benjamin" /></p>
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		<title>We Have A Winner!</title>
		<link>http://www.jamesbeldock.com/2008/07/17/we-have-a-winner/</link>
		<comments>http://www.jamesbeldock.com/2008/07/17/we-have-a-winner/#comments</comments>
		<pubDate>Thu, 17 Jul 2008 23:54:21 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=66</guid>
		<description><![CDATA[I&#8217;m tickled to report that ShotSpotter was named to the Always On Global 250 today. (We were one of the AO 100 back in 2006.) The award puts us in pretty good company alongside Twitter, Facebook, GameFly, hi5, Dilithium, Jawbone, Carbonite, and Slide. As the press release on our website explains, inclusion in the AO [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;m tickled to report that ShotSpotter was named to the <a href="http://alwayson.goingon.com/permalink/post/27959" target="_blank">Always On Global 250</a> today.  (We were one of the <a href="http://alwayson.goingon.com/permalink/post/2718" target="_blank">AO 100</a> back in 2006.)  The award puts us in pretty good company alongside <a href="http://www.twitter.com" target="_blank">Twitter</a>, <a href="http://www.facebook.com" target="_blank">Facebook</a>, <a href="http://www.gamefly.com" target="_blank">GameFly</a>, <a href="http://www.hi5.com" target="_blank">hi5</a>, <a href="http://www.dilithium.com" target="_blank">Dilithium</a>, <a href="http://www.jawbone.com" target="_blank">Jawbone</a>, <a href="http://www.carbonite.com" target="_blank">Carbonite</a>, and <a href="http://www.slide.com" target="_blank">Slide</a>.</p>
<p style="text-align: center;"><img class="aligncenter" title="AO Global 250 Winner 2008" src="http://alwayson.goingon.com/themes/tekriti/sb-files/AO%5B1%5DSummit08badge250Winner.jpg" alt="AO Global 250 Winner 2008" width="250" height="288" /></p>
<p>As <a href="http://www.shotspotter.com/news/pressreleases/2008/pr_071808_AlwaysOn.html" target="_blank">the press release on our website</a> explains, inclusion in the AO Global 250 &#8220;signifies major developments in the creation of new  business opportunities in the global technology industries.&#8221;  And, hey, if AO&#8217;s founder, <a href="http://www.greatertalent.com/AnthonyPerkins" target="_blank">Tony Perkins</a> (of <a href="http://www.redherring.com/" target="_blank">Red Herring</a> fame) gives us his approval, I for one am happy to have it.</p>
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		<title>WSJ Has Its Ear to the Ground About ShotSpotter</title>
		<link>http://www.jamesbeldock.com/2008/05/29/wsj-has-its-ear-to-the-ground-about-shotspotter/</link>
		<comments>http://www.jamesbeldock.com/2008/05/29/wsj-has-its-ear-to-the-ground-about-shotspotter/#comments</comments>
		<pubDate>Thu, 29 May 2008 13:51:09 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[Business]]></category>
		<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Techy Stuff]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>
		<category><![CDATA[Media]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=60</guid>
		<description><![CDATA[The Journal&#8217;s Bobby White ran a great article this morning about ShotSpotter. It does a good job of highlighting how ShotSpotter can help cities reduce violent crime and provide critical forensic evidence of shootings, and it&#8217;s also fair in addressing some of the challenges cities face in using technology like ours amidst ever-tightening budgets.]]></description>
			<content:encoded><![CDATA[<p>The Journal&#8217;s <a href="mailto:bobby.white@wsj.com">Bobby White</a> ran a <a href="http://online.wsj.com/article/SB121203076000928541.html" target="_blank">great article</a> this morning about ShotSpotter.  It does a good job of highlighting how ShotSpotter can help cities reduce violent crime and provide critical forensic evidence of shootings, and it&#8217;s also fair in addressing some of the challenges cities face in using technology like ours amidst ever-tightening budgets.</p>
<p><a href="http://online.wsj.com/article/SB121203076000928541.html"><img class="aligncenter size-medium wp-image-61" style="align:center" title="mk-ap840_shotsp_20080528185616" src="http://www.jamesbeldock.com/wp-content/uploads/2008/05/mk-ap840_shotsp_20080528185616-300x221.gif" alt="" width="300" height="221" /></a></p>
]]></content:encoded>
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		<title>Bubbles, Crashes, and Some _A Cappella_ Brilliance</title>
		<link>http://www.jamesbeldock.com/2007/12/10/bubbles-crashes-and-some-_a-cappella_-brilliance/</link>
		<comments>http://www.jamesbeldock.com/2007/12/10/bubbles-crashes-and-some-_a-cappella_-brilliance/#comments</comments>
		<pubDate>Tue, 11 Dec 2007 07:14:03 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[Fun]]></category>
		<category><![CDATA[Media]]></category>
		<category><![CDATA[Music]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[Theater]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>
		<category><![CDATA[A Cappella]]></category>
		<category><![CDATA[Humor]]></category>
		<category><![CDATA[San Francisco]]></category>
		<category><![CDATA[Tech Industry]]></category>
		<category><![CDATA[Venture Capital]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=31</guid>
		<description><![CDATA[Every once in a while, a YouTube video gets my attention, as this one has. In the week since its posting, it has begun to go viral, with something on the order of 700,000 viewings. For those of us working in the Tech Industry—especially those of us in Silicon Valley and in the Tech Industry—it [...]]]></description>
			<content:encoded><![CDATA[<p>Every once in a while, a YouTube video gets my attention, as this one has.  In the week since its posting, it has begun to <a href="http://www.techcrunch.com/2007/11/22/the-secret-strategies-behind-many-viral-videos/" target="_blank">go viral</a>, with something on the order of 700,000 viewings.  For those of us working in the Tech Industry—<em>especially</em> those of us in Silicon Valley and in the Tech Industry—it pretty much tells the whole story:</p>
<p><span style="background-color: #aa0000; color: #ffff00">**GRINCH UPDATE 12/18:  Some militant copyright holder has filed a DMCA Takedown request with YouTube, so this wonderful piece of (IMO) fair use parody was temporarily unavailable.  Fortunately, Matt Hempey has created version 1.1, which went online this evening**</span></p>
<p><object width="425" height="373"><param name="movie" value="http://www.youtube.com/v/I6IQ_FOCE6I&#038;rel=0&#038;color1=0x2b405b&#038;color2=0x6b8ab6&#038;border=1"></param><param name="wmode" value="transparent"></param><embed src="http://www.youtube.com/v/I6IQ_FOCE6I&#038;rel=0&#038;color1=0x2b405b&#038;color2=0x6b8ab6&#038;border=1" type="application/x-shockwave-flash" wmode="transparent" width="425" height="373"></embed></object></p>
<p><span style="background-color: #aa0000; color: #ffff00">**GRINCH UPDATE 12/18:  Some militant copyright holder has filed a DMCA Takedown request with YouTube, so this wonderful piece of (IMO) fair use parody was temporarily unavailable.  Fortunately, Matt Hempey has created version 1.1, which went online this evening**</span></p>
<p>As I poked around YouTube to see what other bits of cynical commentary I could find, I found that the group which created this little gem, <a href="http://www.richterscales.com/" target="_blank">The Richter Scales</a>, has been busy singing their unique sharp commentary for a while.  Check out this equally funny piece (which hasn’t quite gone viral—34,000 views since September) about the sub-prime debt melt-down:</p>
<p><object height="355" width="425"><param name="movie" value="http://www.youtube.com/v/ewiXA_he6VQ&amp;rel=1"></param><param name="wmode" value="transparent"></param><embed src="http://www.youtube.com/v/ewiXA_he6VQ&amp;rel=1" type="application/x-shockwave-flash" wmode="transparent" height="355" width="425"></embed></object></p>
<p>This particular one strikes a chord (sorry <img src='http://www.jamesbeldock.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> ) because the song on which it is based, &#8220;There’s a Fine, Fine Line (Between Love and a Waste of Time)” from <a href="http://www.avenueq.com/" target="_blank">Avenue Q</a>, was written by my friend and college classmate, <a href="http://en.wikipedia.org/wiki/Robert_Lopez">Bobby Lopez</a>, who just might just be the youngest composer to win a <a href="http://www.tonyawards.com/en_US/index.html" target="_blank">Tony Award</a> for best score, which he and collaborator Jeff Marx shared in 2004 for Avenue Q.  The world is, indeed small.</p>
<p>And it gets smaller.</p>
<p>With a little more poking, I discovered that The Richter Scales are based right here in San Francisco.  They’re quite the motley crew of former <em>a cappella</em> singers from various universities.  Naturally, since my <a href="http://www.yale.edu/" target="_blank"><em>alma mater</em></a> has something of an <em>a cappella </em>“problem” (15 singing groups on one campus will <a href="http://www.yale.edu/sgc/" target="_blank">do that</a>), I figured I might find a few, and, sure enough, there’s friend Nils Erdmann, a year ahead of me and a member of the elite Senior mens group the Yale <a href="http://www.yale.edu/whiffenpoofs/" target="_blank">Whiffenpoofs</a>.  <em>A cappella</em> singing was maybe the highlight of my undergraduate experience, and my group, <a href="http://www.yale.edu/ootb/" target="_blank">Out of the Blue</a>, is still going strong—some would say <em>stronger</em>, now that that my voice is but a distant memory!—and celebrating its 20th Anniversary this year.  With some 200 or so alumni, there will be a run on hotel rooms in New Haven for the event….)</p>
<p>And now it comes full circle:  <em>A cappella</em> singing seems to be somewhat addictive for those of us who indulged in it in college, and just the other night, an old friend from school asked me if I’d sing background on a project her band was working on.  Little did I know the evidence would be caught on tape—complete with a street-side serenade and the resultant reaction from our Mission crowd:</p>
<p><object height="350" width="425"><param name="movie" value="http://www.youtube.com/v/OmGERv1oZO8"></param>  <embed src="http://www.youtube.com/v/OmGERv1oZO8" type="application/x-shockwave-flash" height="350" width="425"></embed></object></p>
<p>And now for the clincher:  The Richter Scales have quite the sense of humor (as witness their great <a href="http://www.richterscales.com/assets/audio/rsrecordings/IHateACappella.mp3" target="_blank">“I Hate A Cappella”</a>), but they’re even tougher on the Tech industry.  Earlier this year, they were <a href="http://www.casa.org/content/view/775/170/" target="_blank">nominated</a> for a CARA award (by <a href="http://www.casa.org/content/view/775/170/" target="_blank">CASA, the Contemporary A capella Society of America</a>, who else?) for <a href="http://www.richterscales.com/assets/audio/rsrecordings/IveGotMail.mp3" target="_blank">“I’ve Got Mail”</a>.</p>
<p>Enjoy.<span style="background-color: #aa0000; color: #ffff00">**If the Grinch lets you.**</span></p>
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		<title>Age *DOES* Matter: On the Demographics of Social Networks (I)</title>
		<link>http://www.jamesbeldock.com/2007/11/24/age-does-matter-on-the-demographics-of-social-networks-i/</link>
		<comments>http://www.jamesbeldock.com/2007/11/24/age-does-matter-on-the-demographics-of-social-networks-i/#comments</comments>
		<pubDate>Sun, 25 Nov 2007 07:31:17 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[Technology]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>
		<category><![CDATA[social networks]]></category>
		<category><![CDATA[web 2.0]]></category>

		<guid isPermaLink="false">http://www.jamesbeldock.com/?p=30</guid>
		<description><![CDATA[Recently, I&#8217;ve become intrigued by the demographics of social network websites. By now, of course, they&#8217;re nothing new. The early networks (Classmates.com as early as 1995, SixDegrees.net in 1997) pale in their relative success to the second generation of social network sites: Friendster started in 2002, then came LinkedIn and MySpace, and of course Facebook [...]]]></description>
			<content:encoded><![CDATA[<p>Recently, I&#8217;ve become intrigued by the demographics of social network websites.  By now, of course, they&#8217;re nothing new.  The early networks (<a href="http://www.classmates.com">Classmates.com</a> as early as 1995, <a href="http://www.sixdegrees.net">SixDegrees.net</a> in 1997) pale in their relative success to the second generation of social network sites:  <a href="http://www.friendster.com" target="_blank">Friendster </a>started in 2002, then came <a href="http://www.linkedin.com" target="_blank">LinkedIn </a>and <a href="http://www.myspace.com" target="_blank">MySpace</a>, and of course <a href="http://www.facebook.com" target="_blank">Facebook </a>which now has boasts a shocking 55 million members and was founded by a Harvard undergraduate in 2004.  All of these sites predicate their success to some extent on the <a href="http://www.marketingterms.com/dictionary/network_effect/" target="_blank">Network Effect</a>, a term coined by <a href="http://www.cisco.com/univercd/cc/td/doc/cisintwk/ito_doc/ethernet.htm" target="_blank">Ethernet</a> inventor <a href="http://www.ibiblio.org/pioneers/metcalfe.html" target="_blank">Robert Metcalfe</a>, which describes the phenomenon that a network becomes incrementally more valuable to its users each time an additional member joins the network. (Specifically, Metcalfe&#8217;s Law states that the value of a network with <em>n</em> nodes is proportional to <em>n<sup>2</sup></em>.)</p>
<p>For various reasons, Facebook has become my social network of choice.  In the gross network size sumo match, it wins handily (55 million users at last count), and Facebook keeps growing in my consciousness, so I got curious: <u><strong>Just who is using these sites? Is the demographic changing?</strong></u></p>
<p>For starters, I was convinced I could predict the likelihood of a person being a Facebook member based on their age.  <strong><u>Could I?  You betcha!</u>  </strong>It took some digging, but after a couple of days of running searches and compiling statistics, I had solid data supporting the hypothesis.  (See below for methodological notes.)  Here, for example, are the gross number of Facebook members who voluntarily associated themselves with specific graduating classes at four top US universities:</p>
<div style="text-align: center"><img src="http://www.jamesbeldock.com/images/GrossMembership.jpg" height="341" width="475" /></div>
<p>So the number of Facebook members increases as college graduation year increases.  Not terribly surprising, but I was somewhat surprised by the &#8220;spread&#8221; between Harvard and Princeton.  According to this first cut, it appeared that Princeton graduates are less likely to adopt Facebook if they are older, whereas Harvard graduates are somewhat more likely to do so.  Once I corrected for the size of the undergraduate populations of the respective schools, the spread shrank significantly:</p>
<div style="text-align: center"><img src="http://www.jamesbeldock.com/images/NormalizedMembership.jpg" /></div>
<p>There is still a difference between the universities, but the trend is considerably tighter.  (For those wondering why the lines stop earlier for Harvard than for Princeton, and why they don&#8217;t reach as high, see the methodological notes.)  Those who like to look closely at charts will notice that the trend is really surprisingly monotonic:  there just <em>aren&#8217;t that many</em> later years which have lower membership than earlier years. Taking the average makes the trend even more obvious:</p>
<div style="text-align: center"><img src="http://www.jamesbeldock.com/images/AverageMembership.jpg" /></div>
<p>Now it gets interesting.  These data pretty much prove that Facebook usership is seeing exponential demographic growth:  the exponential regression shown above (dotted white line) is by far the most accurate regression for these data (<em>r</em><sup>2</sup>&gt;0.99; nothing else comes close).</p>
<blockquote><p>As an aside, note that members counted in the statistics above graduated college <em>before</em> Facebook, or any of the social networking sites with any real following, launched.  This is particularly interesting because it points to some further areas of research:  what is causing this adoption?  Is this a &#8220;sideways&#8221; look at Metcalfe&#8217;s Law in action?</p></blockquote>
<p><u><strong>So age does matter, if you want to find someone on Facebook!</strong></u></p>
<p>Next question:  what can we make of the differences between adoption rates at different universities? It turns out there are some trends there as well.  For starters, I broadened the focus beyond the admittedly minuscule sample of the four top US universities above.  Arbitrarily, I chose to expand the list to include a few state universities of much larger size, as well as another top private university (MIT).  Here are the total number of members of Facebook who have voluntarily associated themselves with their university networks, along with the respective universities&#8217; undergraduate and total student populations, for comparison:</p>
<div style="text-align: center"><img src="http://www.jamesbeldock.com/images/GrossNetworkSize.jpg" /></div>
<div style="text-align: center"></div>
<p>This chart tells us two important things:  one, on a gross numbers basis, graduates and students at the University of Michigan  would seem to be experiencing the greatest network effect value on Facebook, followed by Harvard and UCLA.  This isn&#8217;t altogether surprising, however, given the relative sizes of the student populations at Michigan and UCLA.   But correct (normalize) these data for size of student population, and an entirely different trend jumps out:</p>
<div style="text-align: center"><img src="http://www.jamesbeldock.com/images/NormalizedNetworkSize.jpg" /></div>
<p>What do these charts say?  If you correct for size of undergraduate population, Stanford University students and graduates are far more likely to be members of Facebook than are the students of these few other universities (59.3% more likely than nearest &#8220;competitor&#8221; Princeton, and 9.5 <em>times</em> more likely than UCLA students).  Perhaps this is to be expected from a university in the heart of Silicon Valley, a mere few minutes&#8217; drive from the venture capitalists who fund so much of the social networking industry.  But the trend is even more interesting when one corrects for the overall student body size:  then Princeton University is the hands-down winner, outstripping nearest competitor Stanford by 42.2% and besting UCLA by 2.7 times.</p>
<p>At first blush, the answers to this second question would seem to fly in the face of the first:  how can Princeton students and graduates be so much more likely to be users of Facebook while still lagging behind the other schools in &#8220;older&#8221; graduate adoption?   As you have no doubt surmised, the difference lies in the activity of the <em>current student population.</em>  What Princeton loses in &#8220;older&#8221; graduate adoption of social networking technology it more than makes up in adoption by its current student body.  Or to put it another way, if you meet someone on Facebook, and she is from Princeton, she&#8217;s likely to be younger than that fellow you met from Harvard!</p>
<p><em>Methodological Notes:</em></p>
<p><em>All of the data in this posting were collected either by using Facebook&#8217;s <a href="https://register.facebook.com/findfriends.php?tabs&amp;ref=friends" target="_blank">Friend Finder</a> or reviewing the &#8220;Network&#8221; home pages for each of the various universities.  Due to result size limits imposed by Facebook, presumably for performance reasons, queries by class year and university which return more than 500 listings report &#8220;of over 500 found.&#8221;  By paging through the results, it is possible to get beyond 500 and reliably spot results up to about 550 or so hits, but in no case will Facebook display the 551st hit.   Therefore, in all the datasets, any value reported above 500 was treated as an &#8220;overflow&#8221; and was not calculated into averages.  </em></p>
<p><em>There are several potential problems with the above techniques used to quantify class membership.  First, not all members of an undergraduate class are of the same age.  Second, Facebook does not reliably distinguish between undergraduate and graduate class membership when searching (it does, to some extent, when reviewing an individual&#8217;s profile).  Third, Facebook does not distinguish between students, faculty and university staff when calculating the size of its Networks.  Especially for the larger universities—with larger staffs—there is likely to be some impact from this particular source of error.  Finally, affiliation with class years and universities is strictly optional, so there is undoubtedly selection bias present in these figures.  Of particular note is that there are undoubtedly some people who affiliate with a University network but intentionally choose not to divulge their graduation year. </em></p>
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		<title>No Reason to be Board</title>
		<link>http://www.jamesbeldock.com/2006/11/03/no-reason-to-be-board/</link>
		<comments>http://www.jamesbeldock.com/2006/11/03/no-reason-to-be-board/#comments</comments>
		<pubDate>Fri, 03 Nov 2006 07:30:00 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>

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		<description><![CDATA[This evening I attended a seminar led by my friend Pascal Levensohn, the name partner of Levensohn Venture Partners. Pascal is a successful Venture Capitalist and thought leader on board governance in venture-backed businesses, a topic which doesn&#8217;t receive enough attention. Pascal&#8217;s blog contains a narrative history of sorts of his developing thoughts on board [...]]]></description>
			<content:encoded><![CDATA[<p>This evening I attended a seminar led by my friend <a href="http://www.pascalsview.com/about.html">Pascal Levensohn</a>, the name partner of <a href="http://www.levp.com/">Levensohn Venture Partners</a>.  Pascal is a successful Venture Capitalist and thought leader on board governance in venture-backed businesses, a topic which doesn&#8217;t receive enough attention.  <a href="http://www.pascalsview.com/">Pascal&#8217;s blog</a> contains a narrative history of sorts of his developing thoughts on board governance, and it makes for good and important reading for anyone involved in (or thinking of being involved in) a venture-backed business.</p>
<p>The seminar was sponsored by the <a href="http://www.sfjcf.org/groups/blc">Business Leadership Council</a> of the <a href="http://www.sfjcf.org/">Jewish Community Federation of San Francisco, the Peninsula, Marin and Sonoma Counties</a> (nothing like a short name) and was hosted by the Mountain View office of <a href="http://www.fenwick.com/">Fenwick and West LLP</a>.</p>
<p>Pascal discussed the dynamics of VC-backed boards (the fact, for example, that they often vote unanimously; that they can suffer from &#8220;big dog on the block&#8221; syndrome, in which the &#8220;big name VC&#8221; often drives all the decisions; the dangers of strategic money in VC deals; and even the tendency of &#8220;name VCs&#8221; to leave the board and replace themselves with junior partners when a company is in trouble).  Pascal also suggested that VC-backed companies circulate and tabulate a Board effectiveness survey in much the same way that public companies do.  It was refreshing to hear someone state what many CEOs already know:  if CEOs are the single least reviewed and formally evaluated employees in VC-backed companies, then Board of Directors are perhaps the second least reviewed and evaluated aspects of corporate governance.</p>
<p>Now if the Board is responsible for setting the direction and the CEO for steering the ship, and they are the least reviewed and evaluated elements in the company, <span style="font-weight: bold;">what&#8217;s wrong with this picture?</span>  Pascal has published <a href="http://www.levp.com/news/pdf/Board_Governance_White_Paper.pdf">an excellent whitepaper on Board governance</a> which ought to be recommended reading for everyone involved in venture-backed businesses.  Suggestion for intrepid VCs:  provide a copy of this whitepaper as an exhibit to your Term Sheet!</p>
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		<title>ShotSpotter on the Front Page of the Washington Post!</title>
		<link>http://www.jamesbeldock.com/2006/10/23/shotspotter-on-the-front-page-of-the-washington-post/</link>
		<comments>http://www.jamesbeldock.com/2006/10/23/shotspotter-on-the-front-page-of-the-washington-post/#comments</comments>
		<pubDate>Mon, 23 Oct 2006 06:06:00 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[Media]]></category>
		<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>

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		<description><![CDATA[I don&#8217;t usually blog about my work directly, if only because there&#8217;s a link to it up above. But it&#8217;s also not every day that your company finds its way onto the front page of a major national newspaper. The article (&#8220;Gunshot Sensors are Giving D.C. Police Jump on Suspects&#8221;) tells the story of the [...]]]></description>
			<content:encoded><![CDATA[<p><a onblur="try {parent.deselectBloggerImageGracefully();} catch(e) {}" href="http://www.washingtonpost.com/wp-dyn/content/article/2006/10/21/AR2006102100826.html"><img style="margin: 0pt 10px 10px 0pt; float: left; cursor: pointer;" src="http://www.jamesbeldock.com/uploaded_images/WashPost-732735.jpg" alt="" border="0" /></a>I don&#8217;t usually blog about my work directly, if only because there&#8217;s a link to it up above.  But it&#8217;s also not every day that your company finds its way onto the front page of a major national newspaper.  The article (<a href="http://www.washingtonpost.com/wp-dyn/content/article/2006/10/21/AR2006102100826.html">&#8220;Gunshot Sensors are Giving D.C. Police Jump on Suspects&#8221;</a>) tells the story of the large deployment of ShotSpotter technology in Washington, DC by the Metropolitan Police Department and the FBI.</p>
<p>So today I&#8217;m going to brag a bit:  ShotSpotter systems are now deployed in cities nationwide, from Los Angeles, CA to Washington, DC, and they&#8217;re saving lives and helping police make arrest.  ShotSpotter systems really do make a difference (60-80% reduction in gunfire rates in coverage areas, 30% reduction in violent crime rates in some areas we cover, we helped FBI and local authorities catch the Ohio Sniper back in 2003-2004), and its gratifying when the press picks up the facts and&#8211;for once&#8211;makes the front page news out of some good news.</p>
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		<title>Civilians Just Don&#8217;t Understand (That Includes Me)</title>
		<link>http://www.jamesbeldock.com/2006/09/04/civilians-just-dont-understand-that-includes-me/</link>
		<comments>http://www.jamesbeldock.com/2006/09/04/civilians-just-dont-understand-that-includes-me/#comments</comments>
		<pubDate>Mon, 04 Sep 2006 04:55:00 +0000</pubDate>
		<dc:creator>James G. Beldock</dc:creator>
				<category><![CDATA[ShotSpotter]]></category>
		<category><![CDATA[Venture-Backed Business]]></category>

		<guid isPermaLink="false">http://jamesbeldock.com/?p=12</guid>
		<description><![CDATA[This week, my company gave a demonstration of our soldier-worn gunshot location system to the US Army at Ft. Jackson, SC, on of the largest training bases in the US Army, and a base formerly commanded by our Vice Chairman, Maj. Gen. (Ret.) Steve Siegfried. The event was something of a turning point for us, [...]]]></description>
			<content:encoded><![CDATA[<p>This week, <a href="http://www.shotspotter.com/">my company</a> gave a demonstration of our soldier-worn gunshot location system to the US Army at <a href="http://www.jackson.army.mil/">Ft. Jackson, SC</a>, on of the largest training bases in the US Army, and a base formerly commanded by our Vice Chairman, Maj. Gen. (Ret.) Steve Siegfried.  The event was something of a turning point for us, and results were excellent, but that&#8217;s not the purpose of this Blog entry.</p>
<p>First some background: One of the features we wanted to demonstrate was that our sensors can filter out the <a href="http://science.howstuffworks.com/sniper8.htm">sonic &#8220;snap&#8221;</a> (really a small <a href="http://www.discovery.com/area/skinnyon/skinnyon.html">sonic boom</a>) created by a bullet as it moves through the air.  Not all bullets create this sonic snap; only supersonic bullets do.  Most military weapons fire supersonic projectiles, including the <a href="http://en.wikipedia.org/wiki/M16_rifle#M16A4">M16-A4</a> rifle, an <a href="http://en.wikipedia.org/wiki/AK-47">AK-47</a>, etc.  So someone standing down-range of a supersonic weapon hears two noises: the sonic snap of the bullet, followed by the muzzle blast of the weapon.  Unfortunately, this sonic snap confuses soldiers, because the noise comes <span style="font-style: italic;">off the bullet</span>, and not from the muzzle of the weapon, and thus the human brain gets confused and doesn&#8217;t correctly figure out the origin of the gunfire.  Our <a href="http://www.shotspotter.com/products/military.html">ShotSpotter sensors </a>can figure out the difference between the two sounds, and we triangulate on the muzzle blast (where the shooter is) and not the sonic snap (where the bullet is</p>
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