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	<title>Fred Stutzman &#187; Thoughts</title>
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	<link>http://fstutzman.com</link>
	<description>Thoughts about information, social networks, and privacy</description>
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		<title>Next Steps</title>
		<link>http://fstutzman.com/2010/08/23/next-steps/</link>
		<comments>http://fstutzman.com/2010/08/23/next-steps/#comments</comments>
		<pubDate>Mon, 23 Aug 2010 17:39:29 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[Thoughts]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2296</guid>
		<description><![CDATA[I&#8217;m pleased to report that I have accepted an offer to join Carnegie Mellon University&#8217;s Heinz College as a post-doctoral fellow.  At Carnegie Mellon, I will be working with Alessandro Acquisti.  I have been following Alessandro&#8217;s excellent work on privacy and technology for many years, so I am thrilled to join his team and have [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;m pleased to report that I have accepted an offer to join <a href="http://www.cmu.edu/index.shtml">Carnegie Mellon University&#8217;s</a> <a href="http://www.heinz.cmu.edu/index.aspx">Heinz College</a> as a post-doctoral fellow.  <a href="http://fstutzman.com/wp-content/uploads//2010/08/heinz_college.gif"><img class="size-full wp-image-2297 alignright" style="margin-left: 10px;" title="heinz_college" src="http://fstutzman.com/wp-content/uploads//2010/08/heinz_college.gif" alt="" width="257" height="85" /></a> At Carnegie Mellon, I will be working with <a href="http://www.heinz.cmu.edu/~acquisti/">Alessandro Acquisti</a>.  I have been following Alessandro&#8217;s excellent work on privacy and technology for many years, so I am thrilled to join his team and have him as a mentor.</p>
<p>Alessandro&#8217;s team has <a href="http://www.heinz.cmu.edu/~acquisti/research.htm">extensive experience studying privacy in online social networks</a>.  Alessandro and Ralph Gross wrote one of the earliest (and most cited) Facebook privacy papers: <em><a href="http://www.heinz.cmu.edu/~acquisti/papers/acquisti-gross-facebook-privacy-PET-final.pdf">Imagined Communities: Awareness, Information Sharing, and Privacy on the Facebook</a>.</em> Last summer, the team published a truly head-turning study, showing that <a href="http://www.heinz.cmu.edu/~acquisti/ssnstudy/">information gleaned from social network profiles could be used to predict social security numbers</a>.  Most recently, Alessandro&#8217;s work was featured in Jeffrey Rosen&#8217;s New York Times Magazine article <em><a href="http://www.nytimes.com/2010/07/25/magazine/25privacy-t2.html?pagewanted=all">The Web Means the End of Forgetting</a></em>.</p>
<p>I look forward to building on my current areas of research &#8211; privacy, identity and support in social networks &#8211; while being exposed to new opportunities and new challenges at CMU.  Speaking of challenges, the next challenge is a dissertation defense (later this fall) and then a move to Pittsburgh.  It has been a while since I&#8217;ve been to Pittsburgh, so I&#8217;m open to advice!</p>
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		<title>Smaller, better, slower</title>
		<link>http://fstutzman.com/2010/06/30/smaller-better-slower/</link>
		<comments>http://fstutzman.com/2010/06/30/smaller-better-slower/#comments</comments>
		<pubDate>Wed, 30 Jun 2010 18:12:03 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Software]]></category>
		<category><![CDATA[Thoughts]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2237</guid>
		<description><![CDATA[On the O&#8217;Reilly Radar Blog, Linda Stone posted an interesting expansion on comments in the recent Economist article featuring Freedom.  Stone had been bearish on the general idea of Freedom and its ilk: Ms Stone says Freedom and other such programs are “a first step”, since anyone who installs and uses one of them is [...]]]></description>
			<content:encoded><![CDATA[<p>On the <a href="http://radar.oreilly.com/2010/06/glenn-fisher-recently-posted-o.html">O&#8217;Reilly Radar Blog</a>, <a href="http://lindastone.net">Linda Stone</a> posted an <a href="http://radar.oreilly.com/2010/06/glenn-fisher-recently-posted-o.html">interesting expansion on comments</a> in the <a href="http://www.economist.com/node/16295664">recent Economist article</a> featuring <a href="http://macfreedom.com">Freedom</a>.  Stone <a href="http://www.economist.com/node/16295664">had been bearish</a> on the general idea of Freedom and its ilk:</p>
<blockquote><p>Ms Stone says Freedom and other such programs are “a first step”, since  anyone who installs and uses one of them is admitting that there is a  problem, and “something needs to shift”. But the next step is to go  beyond a software crutch, Ms Stone says, and to learn to change one’s  behaviour without the need for full-screen modes and internet-disabling  utilities.</p></blockquote>
<p><a href="http://radar.oreilly.com/2010/06/glenn-fisher-recently-posted-o.html">In the blog post</a>, she expands on the general concept:</p>
<blockquote><p>I&#8217;m not opposed to using technologies to support us in reclaiming our  attention.  But I prefer passive, ambient, non-invasive technologies  over parental ones.  Consider the Toyota Prius.  The Prius doesn&#8217;t stop  in the middle of a highway and say, &#8220;Listen to me, Mr. Irresponsible  Driver, you&#8217;re using too much gas and this car isn&#8217;t going to move  another inch until you commit to fix that.&#8221; Instead, a display engages  us in a playful way and our body implicitly learns to shift to use less  gas.</p>
<p>With technologies like Freedom, we re-assign the role of tyrant to the  technology.  The technology dictates to the mind.  The mind dictates to  the body.  Meanwhile, the body that senses and feels, that turns out to  offer more wisdom than the finest mind could even imagine, is ignored.</p></blockquote>
<p>I&#8217;d suggest reading the whole post &#8211; it&#8217;s good and very thought provoking &#8211; but I take issue with the central premise of Stone&#8217;s argument, that it&#8217;s just a matter of time until we &#8220;create personal technologies that are prosthetics  for our beings.&#8221;</p>
<p>Here&#8217;s my argument:  There&#8217;s no question that Freedom is a tyrant: but Freedom doesn&#8217;t control you, it controls technology.  And I have to believe that to many industry insiders, this is an uncomfortable direction for technology to take.</p>
<p>It is not controversial to claim that the dominant ideology of computing in the modern era has been &#8220;bigger, better, faster.&#8221;  In fact, this ideology &#8211; the connection between technological progress and advancement as a civilization &#8211; has stuctured the way we think about ourselves and other societies for hundreds of years.  In the epilogue to his excellent book <em>Machines as the Measures of Men</em>, Michael Adas writes:</p>
<blockquote><p>The long-standing assumption that technological innovation was essential to progressive social development came to be viewed in terms of a necessary association between mechanization and modernity.  As Richard Wilson has argued, in American thinking, the &#8220;machine and all of its manifestations &#8211; as an object, a process, and ultimately a symbol &#8211; became the fundamental fact of modernism.&#8221;</p></blockquote>
<p>Since the origins of the computing industry, Ruth Schwartz Cowan argues in <em>A Social History of Technology</em>, the focus has been squeezing productivity out of  machines and operators.  This logic of practice was inscribed to the industry &#8220;because the government [the dominant early contractor of the computing industry], fighting the protracted cold war with the Soviet Union, believed that it would need better and better computation facilities&#8230;&#8221;</p>
<p>This constant drive towards efficiency has many rewards: Transistors that are orders of magnitude cheaper than ones produced just years prior, Terabyte disks that sit on desktops, and the iDevices that I so covet.  My argument does not downplay the value of such advances, and to do so would be foolish.</p>
<p>Rather, I argue that the drive towards bigger, better, faster has left us with devices that are out of sync with our work patterns.  To address the growing divergence between our devices and work practice, we&#8217;ve constructed and attempted to empiricize the concept of multi-tasking.  Multi-tasking, as we now know, has decreasing marginal effectiveness as task complexity increases.  Multi-tasking fails most those who need it most.</p>
<p>Flipping through the last ten years of CHI, CSCW, and GROUP proceedings, we see an array of systems built to support multi-tasking, to facilitate remote work, to <em>prostheticise</em> our beings.  In these technologies we see the march towards progress, efficiency: bigger, better, faster.</p>
<p>Freedom joins these technologies in the march towards progress and efficiency, but with a different value set: smaller, better, slower.</p>
<p>In the past five or ten years, the devices we use for work have exploded in complexity.  No longer a word processor or spreadsheet, our computers are now televisions, game machines, and &#8211; most importantly &#8211; a portal to an always-on channel of social exchange.  Yet because these changes have been realized in code as opposed to form, we think of the device as static.  A computer is just a computer.  Rather, I see devices that are increasingly beginning to fail the market, with disastrous consequences for productivity, progress, and self-worth.</p>
<p>Freedom has always been about control.  It was first designed to reclaim space &#8211; to return the pre-internet state of a coffee shop that has suddenly gone wi-fi.  Only through extensive use have I realized that Freedom is about pushing back at the device itself, a device that has failed the work market in a drive toward progress.</p>
<p>In closing, Linda Stone asks &#8220;What tools, technologies, and techniques will it take for personal  technologies to become prosthetics of our full human potential?&#8221;  First, we must understand that we, humans, are not the problem.  Second, we must reconsider our relationships with our devices, and examine with open minds where our devices have failed us.  Third, we must change the ideology of the productivity industry, moving away from bigger, better and faster and towards smaller, better, and slower.</p>
<p>Of course, this is easier said than done.  And it will almost certainly come from outside industry, which is constrained by its dominant logic of practice.  But I can&#8217;t help but think that we&#8217;re at the beginning of something big.</p>
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		<title>On Twitter and Ethnicity</title>
		<link>http://fstutzman.com/2010/05/03/on-twitter-and-ethnicity/</link>
		<comments>http://fstutzman.com/2010/05/03/on-twitter-and-ethnicity/#comments</comments>
		<pubDate>Tue, 04 May 2010 02:36:14 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Noticed]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[surveys]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2126</guid>
		<description><![CDATA[A few days ago, I stumbled upon a post from the blog Business Insider that asked &#8220;Why Is Twitter More Popular With Black People Than White People?&#8221; Drawing on data from Edison Research, the writer proposed a number of explanations for why &#8220;black people represent 25% of Twitter users, roughly twice their share of the [...]]]></description>
			<content:encoded><![CDATA[<p>A few days ago, I stumbled upon a post from the blog Business Insider that asked &#8220;<a href="http://www.businessinsider.com/twitter-study-results-2010-4">Why Is Twitter More Popular With Black People Than White People?</a>&#8221;  Drawing on <a href="http://www.edisonresearch.com/twitter_usage_2010.php">data from Edison Research</a>, the writer proposed a number of explanations for why &#8220;black people represent 25% of Twitter users, roughly twice their share of the population in general.&#8221;  This factoid has now been reported by the <a href="http://www.nytimes.com/2010/05/10/technology/10drill.html?ref=technology">New York Times</a>, the <a href="http://www.sfgate.com/cgi-bin/article.cgi?f=/g/a/2010/04/30/businessinsider-twitter-study-results-2010-4.DTL">San Francisco Chronicle</a>, <a href="http://www.theatlantic.com/personal/archive/2010/05/not-black-enough/39806/">The Atlantic</a>, as well as a number of <a href="http://www.shadowandact.com/?p=22625">prominent</a> <a href="http://www.disinfo.com/2010/05/why-is-twitter-more-popular-with-black-people-than-white-people/">blogs</a>.  It&#8217;s also <a href="http://search.twitter.com/search?q=Twitter+is+More+Popular+With+Black+People">going viral in the Twittersphere</a>.</p>
<p>I&#8217;m loathe to trust bloggers getting survey data right, so I <a href="http://info.edisonresearch.com/download-twitter-usage-in-america-2010/?utm_campaign=Edison-Site&amp;utm_source=Edison%20Site">requested a copy of the report</a> from Edison Research (<a href="http://info.edisonresearch.com/Default.aspx?app=LeadgenDownload&amp;shortpath=docs%2fTwitter_Usage_In_America_2010.pdf">available here</a>).  At first glance, the data looks good &#8211; the research was conducted by Arbitron, it employs a landline/mobile random digit dialing (RDD) frame, with about 1,750 people age 12 and older interviewed.  &#8220;National probability&#8221; studies of this sort are generally considered valid for population estimates.</p>
<p>Without getting into too much detail, a study&#8217;s validity is dependent on the sampling method and sample size (among many other things).  In terms of method, RDD is not a true equal-probability of selection method, but both industry and academia consider it &#8220;good enough&#8221; when the sample is weighted to known totals.  As for size, a sample of 1750 people allows us to make claims about a large population at an error rate of about plus or minus 3 percent.</p>
<p>Let&#8217;s cut to the chase: Where did the Edison Research interpretation go wrong?  In the report, Tom Webster states:</p>
<blockquote><p><strong>The percentage of Twitter users who are African-American currently stands at roughly 25%</strong>, which is approximately double the percentage of African-Americans in the current U.S. population. Indeed, many of the “trending topics” on Twitter on a typical day are reflective of African-American culture, memes and topics.</p></blockquote>
<p>From this, we are to believe that of all Twitter users, 25% are African-American.  Not only is this surprising considering current population estimates, but also because Twitter is a global service.  Let&#8217;s explore how Edison got to this 25 percent number (conveniently rounded up from 24 percent).</p>
<p>In the phone interview, Edison asked all respondents 12+ (n=1750) if they &#8220;currently ever use[d] Twitter.&#8221;  7% of respondents said yes, approximately 123 people.  Of those 123, Edison then asked how often they used Twitter.  85% of those respondents (105 people) indicated they used Twitter at least once a month, and were thus recoded as &#8220;Monthly Twitter Users.&#8221;  <strong>Herein lies the problem: It was from these 105 individuals (not the 1750 total respondents) that Edison based its estimates of Twitter use.</strong></p>
<p><a href="http://fstutzman.com/wp-content/uploads//2010/05/Screen-shot-2010-05-03-at-10.02.35-PM.png"><img class="alignright size-full wp-image-2135" style="margin-left: 10px;" title="Screen shot 2010-05-03 at 10.02.35 PM" src="http://fstutzman.com/wp-content/uploads//2010/05/Screen-shot-2010-05-03-at-10.02.35-PM.png" alt="" width="350" /></a>Let&#8217;s return to sampling error.  Because random samples are asymptotically efficient, a sample of 1750 can speak to a population of hundreds of millions almost as well as a sample of 2000, 3000, or even 5000.  But a sample of 105 people speaking to the very large userbase (self reported at 100 million) of Twitter?<strong> </strong> Not so efficient.  The margins of error are approximately +/- 10% at an alpha of .05, +/- 12.5 at an alpha of .01.  And these margins assume true equal probability of selection, and no nonresponse bias.  With weighting for proportionality, it is almost certain these margins increase substantially (1).</p>
<p>Let&#8217;s explore what this means practically.  First, Edison Research can&#8217;t speak to all Twitter users, because all Twitter users weren&#8217;t potentially included in the sample.  Edison can, however, speak to USA Twitter use, from its sample of 105 monthly users.  If we assume that only 5 million Twitter users in the USA use the service every month, Edison is still using 105 people to speak about these 5 million people (the margins of error don&#8217;t change).  Unfortunately, this is highly unreliable.</p>
<p>The <a href="http://factfinder.census.gov/servlet/ADPTable?_bm=y&amp;-geo_id=01000US&amp;-qr_name=ACS_2008_3YR_G00_DP3YR5&amp;-ds_name=&amp;-_lang=en&amp;-redoLog=false&amp;-format=">American Community Survey finds</a> that approximately 13.1% of the US population self identifies as Black or African American.  At an alpha of .05, the range of potentially true estimates of African-American Twitter use in the US is actually anywhere from 14% to 34%.  At an alpha of .01, this estimate ranges anywhere from 11% to almost 38%, causing us to reject the hypothesis that the estimate is not attributable to sampling error or random effects.  If we then include weights in our estimates of error (likely the case because Edison&#8217;s sample over-represents people under 24), the growth in error causes us to fail to reject the null hypothesis at the .05 level as well.  <strong>We just can&#8217;t trust that the demographics of Twitter actually do vary from current population estimates</strong>.</p>
<p>Is Twitter &#8220;disproportionately&#8221; African American, White, Hispanic, or Green?  The simple fact is that from this data, we can&#8217;t say so with confidence.  If Edison had been a little more forthcoming with their sample sizes, it might be more likely that the blogger/journalist who reported these data would have sensed something wrong.  But I wouldn&#8217;t bank on it, because it seems like Edison Research was pushing this spin from the get-go.</p>
<p>A final note: as I was researching/considering this piece, it was interesting to see the &#8220;spin&#8221; being placed on this &#8220;fact&#8221; around the blogosphere.  Of course, you had your standard racist comments/tweets of the &#8220;there goes the neighborhood&#8221; variety, but there also appeared to be a large swath of users who were heralding this as a point of pride.  Before you examine my subconscious racist motives for examining this question, please just know <a href="http://fstutzman.com/2009/08/05/teens-dont-tweet-or-how-to-read-a-web-panel/">I like</a> <a href="http://fstutzman.com/2009/06/01/second-class-citizens-on-the-social-web/">getting surveys</a> <a href="http://fstutzman.com/2009/06/04/rethinking-twitter-and-gender-differences/">right</a>.  And if Edison wanted to get this right, they could start by giving us a topline cross-tab of ethnicity, Twitter use, and the respective margins of error.</p>
<p><em>Ugh, footnotes on a blog!</em></p>
<p>1. Research consistently demonstrates a negatively correlated relationship between age and nonresponse; young users are more likely to under-respond, increasing their odds of being weighted in a population (and increasing their margins of error).  Research is mixed on the relationship between ethnicity and nonresponse.</p>
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		<title>Social Technology and Teenage Discussion Networks</title>
		<link>http://fstutzman.com/2010/04/22/social-technology-and-teenage-discussion-networks/</link>
		<comments>http://fstutzman.com/2010/04/22/social-technology-and-teenage-discussion-networks/#comments</comments>
		<pubDate>Thu, 22 Apr 2010 18:01:43 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Noticed]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[internet]]></category>
		<category><![CDATA[pew]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2090</guid>
		<description><![CDATA[On Tuesday, the Pew Internet and American Life Project released a new, must-read report on Teens and Mobile Phones.  The project was a collaboration between Pew and the University of Michigan&#8217;s Communication Studies department, and it involves some of the top researchers of teens and technology (Amanda Lenhart, Richard Ling, Scott Campbell and Kristen Purcell). [...]]]></description>
			<content:encoded><![CDATA[<p>On Tuesday, the <a href="http://www.pewinternet.org">Pew Internet and American Life Project</a> released a new, must-read report on <a href="http://www.pewinternet.org/Reports/2010/Teens-and-Mobile-Phones.aspx">Teens and Mobile Phones</a>.  The project was a collaboration between Pew and the <a href="http://www.lsa.umich.edu/comm">University of Michigan&#8217;s Communication Studies</a> department, and it involves some of the top researchers of teens and technology (Amanda Lenhart, Richard Ling, Scott Campbell and Kristen Purcell).</p>
<p>In addition to releasing the great report, Pew <a href="http://twitter.com/Pew_Internet/status/12517265756">did something new by simultaneously releasing</a> the <a href="http://pewinternet.org/Shared-Content/Data-Sets/2009/September-2009-Teens-and-Mobile.aspx">data sets used in the report</a> (if I&#8217;m not mistaken, they&#8217;re usually embargoed a few months).  As someone who pays very close attention to Pew&#8217;s research, I was very pleased to see this &#8211; if I have questions or want to explore something further, I could go right to the data.</p>
<p>One of the questions in the Pew report was a modification of the General Social Survey&#8217;s (GSS) &#8220;discussion networks&#8221; question.  Questions of this sort ask individuals to list how many people with which they can discuss personal matters, which seems to be a good proxy for one&#8217;s close, supportive network.  Using the GSS data, <a href="http://www.chssp.columbia.edu/events/documents/Marsden.pdf">Peter Marsden found</a> in 1987 that Americans, on average, have three discussants.  Replicating the analysis in 2006, <a href="http://asr.sagepub.com/cgi/content/abstract/71/3/353">McPherson and colleagues</a> found that discussion networks had shrunk to an average of two.  There&#8217;s been plenty of criticism of the measure (my favorite being Peter Bearman&#8217;s <a href="http://muse.jhu.edu/login?uri=/journals/social_forces/v083/83.2bearman.html"><em>Headless frogs.</em>.</a> paper, see also <a href="http://asr.sagepub.com/cgi/content/abstract/74/4/657">Fischer, 2009</a>).  Most recently, Hampton and colleagues explored the effect of technology on discussion networks in a great Pew report entitled <a href="http://www.pewinternet.org/Reports/2009/18--Social-Isolation-and-New-Technology.aspx">Social Isolation and New Technology</a>.</p>
<p>One of the great promises of &#8220;social technologies&#8221; is that they connect us to important others.  By participating in a social network site, for example, we&#8217;re able to keep in touch with a broader range of diverse contacts.  Critics are quick to point out that all those ties may be meaningless; in research, we draw distinctions between tie strength.   <a href="http://jcmc.indiana.edu/vol12/issue4/ellison.html">Ellison and colleagues</a> have demonstrated that use of Facebook among undergraduates increases a form of bridging (weak-tie) social capital.  The &#8220;important matters&#8221; question, on the other hand, is more reflective of bonding (strong-tie) relations.  Therefore we can use Pew&#8217;s new data to explore the relationship between use (and intensity of use) of social technologies and a teenager&#8217;s strong-tie supportive network.</p>
<p>First, some important notes.  From hereon I am going to be talking about novel data analysis.  This is a blog post, so I am going to keep the reporting informal.  If you wish to explore my analysis, or re-run it, <a href="http://fstutzman.com.s3.amazonaws.com/Pew_Teens_Analysis.zip">I have included a zip file that contains the questionnaire, data, reasonably commented do-file and output log</a>.  Sorry, R fans, Stata wins for survey analysis; these files are compatible with Stata 11.  The analysis I&#8217;ll be talking about is weighted (individuals as PSU, using PSRAI&#8217;s omnibus weight).  The dependent variable is an overdispersed (mean=~5, variance=~10) count, the proper regression being negative binomial (confirmed with LR test on the alpha).  Finally, the question explored in this analysis is not a direct match to the GSS question, it is actually quite different (GSS is a name generator).  Therefore, the results are not directly comparable, but they are likely informative.  See the Pew report methodology section for a full description of the sample.</p>
<p><strong>Teenage Discussion Networks</strong></p>
<p><a href="http://fstutzman.com/wp-content/uploads//2010/04/Density.png"><img class="alignright size-full wp-image-2091" style="margin-left: 20px;" title="Density plot" src="http://fstutzman.com/wp-content/uploads//2010/04/Density.png" alt="" width="237" height="171" /></a>For the Teens and Mobile Technology study, interviewers spoke to 800 teens age 12-17, asking a range of questions about technology use.  Included in the questionnaire was the question about discussion networks.  In this questions, interviewers asked how many people the individual &#8220;<em>feel[s] very close to and with whom you are frequently in contact to discuss various things, including your personal issues and feelings</em>.&#8221;  The mean response was a little over 5, with a standard deviation of three.  The density plot is included at right.</p>
<p>First, I explored if demographic and socio-economic factors were associated with the size of teenage discussion networks.  Pew collected data on age, gender, family income, parent&#8217;s ethnicity, and total number of kids in the household.  These variables could impact the teen&#8217;s ability to form discussion networks for a variety of reasons, so it is worthwhile to retain them as control variables.  I found only one variable significant: being of &#8220;black, non-hispanic&#8221; parentage.  Compared to teens of &#8220;white, non-hispanic&#8221; parentage, teens of &#8220;black, non-hispanic&#8221; parentage have a lower incidence rate of reported discussants (IRR=.8041, p=0.011, <a href="http://fstutzman.com/wp-content/uploads//2010/04/Model1.pdf">Model1.pdf</a>).</p>
<p>Next, I wanted to explore the effects of internet use, social network site use, and mobile phone ownership on the size of teenage discussion network, controlling for demographic factors.  I found that use of the internet, use of social network site, and ownership of a mobile phone were all positively and significantly (p&lt;.05) associated with the size of the support network (<a href="http://fstutzman.com/wp-content/uploads//2010/04/Model2.pdf">Model2.pdf</a>).  Importantly, ethnicity remained negative and significant, indicating that teens of &#8220;black, non-hispanic&#8221; parentage do not make up the gap in the support network size due to technology use.</p>
<p>Of course, most teens do not use technology in isolation.  In fact, Pew&#8217;s report indicates that most teens use the internet, SNS, and mobile phones in combination.  Therefore, we should explore the effects of these technologies simultaneously to identify the robust contribution to the size of the discussion network.  When we evaluate these simultaneously controlling for demographic factors, we find that internet use and mobile phone use no longer significantly contribute to the size of a teen&#8217;s discussion network.  Use of social network sites, however, remains significant (IRR=1.142, p=.028, <a href="http://fstutzman.com/wp-content/uploads/2010/04/Model3.pdf">Model3.pdf</a>).  It appears that teens who use social network sites are more likely to report larger discussion networks.  This is pretty impressive!</p>
<p>Before we get too excited about the promise of social network sites, let&#8217;s consider what we know about them.  For most teens, the social network site represents an online space for interacting with offline friends.  If use of the social network site really adds people to the core discussion network, where are they coming from?  Couldn&#8217;t an alternate explanation be that individuals who are more social offline are also more social online?  Pew also asked about frequency of offline socialization, and we can enter this measure as a control in our model.  When we do, we see that none of the technologies remain significant, and offline interaction emerges as a significant predictor (IRR=1.074, p=.010, <a href="http://fstutzman.com/wp-content/uploads/2010/04/Model3.pdf">Model3.pdf</a>).  It turns out that teens that are more active with their friends have larger discussion networks, controlling for demographics and social technology use.</p>
<p><strong>Some Discussion</strong></p>
<p>It should be noted that Pew&#8217;s report did contain a number of &#8220;technology intensity&#8221; or &#8220;differential technology use&#8221; variables (e.g. how often do you&#8230;).  I included these in my exploratory analysis and none were significant, so I focused on use effects.  In the study of &#8220;social impact of technology&#8221;, there is a long history of attribution error regarding the &#8220;effects of technology.&#8221;  My goals in this analysis were twofold: First, to explore a re-occurring question that is addressable with Pew&#8217;s data (is technology use robustly associated with larger discussion networks), and to explore some alternate hypotheses to the findings (a common theme in &#8220;discussion networks&#8221; research).</p>
<p>What I see in this data is a manifestation of the ubiquity of technology in teenage life.  If our technology is used to connect to those around us, the effects of the technology will be constrained within the social setting.  What we may be seeing here is that teens that are already outgoing are more likely to use social technologies.  That is, the use of the network is built into the everyday processes that would be associated with the growth of a discussion/support network.  This finding is mundane, but it begs the question &#8211; how might we leverage technologies to enable less outgoing teenagers to expand their support networks?</p>
<p>Finally, please treat this post as a rough draft, a work in progress.  The fact I feel it is acceptable to write a blog post like this is evidence I&#8217;ve been in grad school too long, so it is time to get back to my dissertation.</p>
<p><em>Ugh, Citations on a blog!</em></p>
<ul>
<li>Bearman, P. and Parigi, P.  (2004).  Cloning Headless Frogs and Other Important Matters: Conversation Topics and Network Structure.<em> Social Forces, 83</em>(2), 535&#8211;557.</li>
<li>Ellison, N. B., Steinfield, C., and Lampe, C.  (2007).  The Benefits of Facebook &#8220;Friends:&#8221; Social Capital and College Students&#8217; Use of Online Social Network Sites.  <em>Journal of Computer Mediated Communications, 12</em>(4).</li>
<li>Fischer, C. S.  (2009).  The 2004 GSS Finding of Shrunken Social Networks: An Artifact?.  <em>American Sociological Review, 74</em>(4), 657&#8211;669.</li>
<li>Hampton, K., Sessions, L., Her, E. J., and Rainie, L.  (November 4, 2009).  Social Isolation and New Technology.  Pew Internet and American Life Project.  Retrieved November 4, 2009 from http://www.pewinternet.org/Reports/2009/18&#8211;Social-Isolation-and-New-Technology.aspx.</li>
<li>Marsden, P. V.  (1987).  Core Discussion Networks of Americans.  <em>American Sociological Review, 52</em>(1), 122-131.</li>
<li>McPherson, M., Smith-Lovin, L., and Brashears, M.  (2006).  Social Isolation in America: Changes in Core Discussion Networks over Two Decades.  <em>American Sociological Review, 71</em>(3), 353-375.</li>
</ul>
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		<title>Announcing Freedom for Windows</title>
		<link>http://fstutzman.com/2010/04/20/announcing-freedom-for-windows/</link>
		<comments>http://fstutzman.com/2010/04/20/announcing-freedom-for-windows/#comments</comments>
		<pubDate>Tue, 20 Apr 2010 16:45:57 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Noticed]]></category>
		<category><![CDATA[Software]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[freedom]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2086</guid>
		<description><![CDATA[I&#8217;m very pleased to announce that Freedom, my internet-blocking productivity software, is now available for Windows! Over the past two years, countless people have written to me, asking if there is a version of Freedom for Windows.  I hated telling people that they couldn&#8217;t have Freedom.  I&#8217;m happy to report that if you&#8217;ve got a [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://macfreedom.com"><img class="alignleft" style="margin-right: 10px;" title="Freedom" src="http://macfreedom.com.s3.amazonaws.com/images/logos/Freedom_Windows.jpg" alt="" width="185" height="150" /></a>I&#8217;m very pleased to announce that <a href="http://macfreedom.com">Freedom</a>, my internet-blocking productivity software, <a href="http://macfreedom.com/2010/04/freedom-for-windows-2/">is now available for Windows</a>!</p>
<p>Over the past two years, countless people have written to me, asking if there is a version of Freedom for Windows.  I hated telling people that they couldn&#8217;t have Freedom.  I&#8217;m happy to report that if you&#8217;ve got a Windows XP, Vista, or 7 computer, <a href="http://macfreedom.com/download">you too can now experience Freedom</a>.</p>
<p>Want to know a little more about Freedom?  Read about it in the <a href="http://www.nytimes.com/2009/10/25/magazine/25FOB-WWLN-t.html">New York Times Magazine</a>, <a href="http://www.salon.com/mwt/feature/2009/04/01/freedom_traister/index.html">Salon.com</a>, <a href="http://www.usatoday.com/tech/webguide/internetlife/2010-02-10-1Asocialbacklash10_CV_N.htm">USA Today</a>, <a href="http://chronicle.com/wiredcampus/article/3597/computer-program-aims-to-free-scholars-from-computer-distractions">Chronicle of Higher Education</a>, <a href="http://lifehacker.com/400010/freedom-temporarily-unplugs-you-from-online-distractions">LifeHacker</a>, and <a href="http://delicious.com/fstutzman/freedom">others</a>.  I&#8217;m also quite partial to the <a href="http://www.guardian.co.uk/commentisfree/2010/apr/11/internet-google">recent article on Freedom in the Guardian</a> that starts: &#8220;With the help of a lovely man called Fred, I&#8217;m no longer in thrall to SamCam&#8217;s cape and Guido Fawkes.&#8221;</p>
<p>Let me know what you think!</p>
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		<title>Privacy in Social Software</title>
		<link>http://fstutzman.com/2010/04/19/privacy-in-social-software/</link>
		<comments>http://fstutzman.com/2010/04/19/privacy-in-social-software/#comments</comments>
		<pubDate>Mon, 19 Apr 2010 21:55:10 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Research]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[archives]]></category>
		<category><![CDATA[privacy]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2055</guid>
		<description><![CDATA[Last week, I wrote a number of essays critical of Twitter&#8217;s decision to provide a collection of public Tweets to the Library of Congress for permanent archiving.  I argued that by taking user data and putting it into a public archive, Twitter had meaningfully restricted the privacy rights of users.  Some of you agreed with [...]]]></description>
			<content:encoded><![CDATA[<p>Last week, I wrote a number of essays critical of Twitter&#8217;s decision to <a href="http://blogs.loc.gov/loc/2010/04/how-tweet-it-is-library-acquires-entire-twitter-archive/">provide a collection of public Tweets to the Library of Congress for permanent archiving</a>.  I argued that by taking user data and putting it into a public archive, Twitter had <a href="http://fstutzman.com/2010/04/16/is-it-time-to-cancel-your-twitter-account/">meaningfully restricted</a> the <a href="http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/">privacy rights of users</a>.  Some of you agreed with my position, many didn&#8217;t; but all who commented or wrote to me helped shape my thinking.  In this post, I want to provide a little more context on the nature of privacy in systems like Twitter.</p>
<p>Last week, I gave a talk on the <a href="http://www.slideshare.net/fstutzman/friends-only-examining-a-privacyenhancing-behavior-in-facebook">dynamics of privacy in Facebook</a>.  In the research, we modeled a behavior that is increasingly pervasive in Facebook: having a friends-only profile.  I want to draw attention to one slide from the talk:</p>
<p><a href="http://fstutzman.com/wp-content/uploads//2010/04/Screen-shot-2010-04-19-at-10.12.45-AM.png"><img class="alignleft size-full wp-image-2056" title="Facebook Privacy" src="http://fstutzman.com/wp-content/uploads//2010/04/Screen-shot-2010-04-19-at-10.12.45-AM.png" alt="" width="575" /></a></p>
<p>In this slide, the two slopes you see are the growth of Facebook, and the proportion of UNC undergraduates with friends-only profiles.  Now, the data are on different axes, and Excel is fitting the lines, but the trend is meaningful.  With growth in the service we see a correlated turn towards privacy.</p>
<p>While the pattern I observe is only general to Facebook at UNC, other researchers have observed similar patterns of privacy behavior in other social software.  For example, as Friendster scaled,</p>
<blockquote><p>[S]o too did the diversity of the social networks represented. A growing portion of participants found themselves simultaneously negotiating multiple social groups—social and professional circles, side interests, and so on.  (<a href="http://www.danah.org/papers/NoneOfThisIsReal.pdf">boyd, 2007</a>)</p></blockquote>
<p>With the increasing complexity of diverse audiences, individuals turned to a range of strategies to manage their privacy: multiple accounts, limiting disclosure, or simply dropping out of the service.  Regarding Myspace, <a href="http://www.cc.gatech.edu/~webb/Papers/Caverlee_ICWSM_2008.pdf">Caverlee and Webb (2008)</a> reported (bold is mine):</p>
<blockquote><p>Overall, the fraction of private profiles is increasing with time, indicating that new adopters of social networks may be more attuned to the inherent privacy risks of adopting a public Web presence. We find that women favor private profiles 2-to-1 over men, and that (perhaps, counter-intuitively) younger users are more likely to adopt a private profile than older users. <strong>We also find that the more connected a user is in the social network, the more likely she is to adopt a private profile</strong>.</p></blockquote>
<p>And now in Facebook, <a href="http://fredstutzman.com/papers/CHI2010_Stutzman.pdf">our research finds</a> a similar movement towards privacy as the service grows and networks diversify.  One can only suspect that Facebook&#8217;s recent &#8220;<a href="http://daggle.com/facebooks-privacy-upgrade-recommends-private-1550">privacy upgrades</a>&#8221; and <a href="http://blog.facebook.com/blog.php?post=376904492130">changes to the terms of service</a> prohibiting privacy of certain information has something to do with this normative shift.</p>
<p>Looking at the data across systems, I&#8217;d like to speculate that there&#8217;s a general property at work.  In a social software system, as the system grows and diversity of networks increases, so does utilization of privacy.  Here&#8217;s a graph I&#8217;ve constructed illustrating the trend (<a href="http://fstutzman.com/wp-content/uploads//2010/04/SNSPrivacy.png">larger version</a>):</p>
<p><a href="http://fstutzman.com/wp-content/uploads//2010/04/SNSPrivacy.png"><img class="alignleft size-full wp-image-2061" title="SNSPrivacy" src="http://fstutzman.com/wp-content/uploads//2010/04/SNSPrivacy.png" alt="" width="575" /></a></p>
<p>The slope is purposefully convex.  In the early stages of adoption, network use is sparse, so individuals are incentivized to lower privacy, to increase the odds of finding others.  As time passes and the service grows, individuals form dense, small-world clusters.  At this stage, individuals are mainly connected to one another within one context, and there are minimal bridges between contexts.  Therefore, individuals can afford to keep privacy low, due to minimal risk of inadvertent sharing across context.  As the system expands, however, we see a turn back towards privacy as an increasing number of bridges across context are created.  In this moment of <a href="http://www.danah.org/papers/FacebookPrivacyTrainwreck.pdf"><em>context collapse</em></a>, individuals erect barriers of privacy to facilitate continued disclosure.  Here&#8217;s a closer look at the (simulated) networks:</p>
<p><a href="http://fstutzman.com/wp-content/uploads//2010/04/Networks.png"><img class="alignleft size-full wp-image-2068" title="Networks" src="http://fstutzman.com/wp-content/uploads//2010/04/Networks.png" alt="" width="575" height="250" /></a></p>
<p>By linking privacy to context collapse, I argue that mobilization towards privacy is largely a function of perceived audiences (and harms).  This distinction is important because it holds privacy attitudes constant.  Research, both mine and by others, has demonstrated that privacy attitudes do not necessarily predict privacy behaviors.  Awareness of privacy-in-context is actually the key variable causing the dynamic shift towards privacy in social software systems.</p>
<p>Let&#8217;s return our attention to Twitter.  What does your Twitter network look like?  If you&#8217;re an average user, your network probably contains a few offline friends (many, many fewer than Facebook or Myspace) and some celebrities (your definition may vary).  There may also be a few friends you&#8217;ve made on Twitter, who you don&#8217;t know offline.  Chances are, the average Twitter user&#8217;s network looks like the sparse &#8220;Early Adopter&#8221; or &#8220;Small World&#8221; network.</p>
<p>We see evidence in cultural practice that users have sparse networks in Twitter.  Going back to my notes on <a href="http://www.tiara.org/blog/">Alice Marwick&#8217;s</a> AOIR &#8217;09 talk, the culture of celebrity serves a very functional purpose for Twitterers with sparse networks, who wish to connect out of  limiting contexts.  &#8220;Talking&#8221; to celebrities (and finding others who talk to the celebs you talk to) is a way of escaping one&#8217;s sparse world, finding new people to follow in a known context.  Hashtag culture provides further evidence that individuals are trying to talk &#8220;across&#8221; or &#8220;out&#8221; of limited contexts.  If your network is sparse, turning to site-level anchors like hashtags and celebs provides a reliable stream of conversation in networks where conversation is lacking due to structural impediments.</p>
<p>I wonder how long these practices will need to continue.  Just the other day, Twitter announced that <a href="http://www.reuters.com/article/idUSTRE63D46P20100414">100 million people had created accounts</a>.  You can&#8217;t turn the news on without hearing about Twitter.  A large group of people, primed on social software by Facebook, are waiting to join Twitter.  And over the next year or two, they will, raising issues of context collapse, and prompting a turn toward increased privacy among early adopters.</p>
<p>My major problem with the Twitter/LoC agreement is that the people who will be confronted with context collapse and a growing need for privacy have lost meaningful recourse.  As I argued in my last post, <a href="http://fstutzman.com/2010/04/16/is-it-time-to-cancel-your-twitter-account/">it becomes impossible to take back what you&#8217;ve shared</a>, a real and useful privacy strategy.  You&#8217;ll still be able to make your account private, but it seems there&#8217;s little you can do about the Tweets you sent that were archived permanently in the Library of Congress.</p>
<p>Why is this bad?  Let&#8217;s consider a hypothetical.  In 2007, Myspace had 100 million users.  Myspace was growing fast, with many users signing on for the first time.  Myspace users had two options for privacy: public or friends-only.  And a lot more people had public profiles in 2007 then they do today.  How would we feel, now, if Myspace had given all of its public profiles to the Library of Congress for permanent archive in 2007? I can only guess that a bunch of people who had public profiles in 2007 might feel a little uncomfortable about it (cue the &#8220;it&#8217;s their own damn fault&#8221; chorus).</p>
<p>I guess I should feel relief that if Twitter is going to do this to users, at least they are partnering with the LoC (an admirable entity).  But, in reading what LoC staff is saying about this effort, I&#8217;m not comforted.  Of the dataset, <a href="http://blogs.loc.gov/loc/2010/04/how-tweet-it-is-library-acquires-entire-twitter-archive/">LoC Blogger Matt Raymond writes</a> &#8220;I’m certain we’ll learn things that none of us now can even possibly conceive.&#8221; <a href="http://blogs.archives.gov/aotus/?p=172">National Archivist David Ferriero writes</a> &#8220;What will historians be able to glean from our tweets?  We can’t be sure, but it will probably be very interesting&#8221; (while also stating &#8220;Twitter is not for everyone. If you are anything like me, you don’t really care what someone had for breakfast.&#8221;)  It strikes me that the Twitter archive is being treated like a novelty, promising to be an amazing treasure trove when new research methods are developed.</p>
<p>Maybe it&#8217;s all these years of running <a href="http://en.wikipedia.org/wiki/Student%27s_t-test">t-tests</a> (developed 1908), but I&#8217;m skeptical that these Tweets are going to tell us something that we can&#8217;t quite imagine.  Robust methods develop slowly, and are validated over time.  We&#8217;ll probably still be doing text mining, linguistic and sentiment analysis, and content analysis 50 years from now.  One area that is improving rapidly, however, is the identification of individuals in large data sets.  The Netflix dataset was <a href="http://userweb.cs.utexas.edu/~shmat/netflix-faq.html">identified by Narayanan and Shmatikov</a>.  Acquisti and Gross demonstrated they were able to guess <a href="http://www.pnas.org/content/106/27/10975.abstract">people&#8217;s social security numbers from public data</a>.  And old-fashion detective work by Michael Zimmer <a href="http://michaelzimmer.org/2008/10/03/more-on-the-anonymity-of-the-facebook-dataset-its-harvard-college/">identified the</a> <a href="http://michaelzimmer.org/2008/09/30/on-the-anonymity-of-the-facebook-dataset/">T3 Facebook dataset</a>.  Of the future, we know this: It will be easier to connect you to your archived Twitter identity.</p>
<p>So here&#8217;s the thing.  Why won&#8217;t Twitter make the archiving a simple, opt-in process?  Or at least allow people to opt out?  Twitter obviously knows that giving user data to a permanent archive is different from sharing an API or allowing a Google spider &#8211; they wouldn&#8217;t have approached the LoC if this wasn&#8217;t the case.  I may be the only voice shouting about this, but this is a big, watershed moment regarding user privacy.  <a href="http://www.eff.org/">EFF</a>, <a href="http://epic.org/">EPIC</a>, <a href="http://www.aclunc.org/issues/technology/blog/index.shtml">Facebook watchdogs</a> &#8211; where are you?  Let&#8217;s work with Twitter and make this right.</p>
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		<title>Is it time to cancel your Twitter account?</title>
		<link>http://fstutzman.com/2010/04/16/is-it-time-to-cancel-your-twitter-account/</link>
		<comments>http://fstutzman.com/2010/04/16/is-it-time-to-cancel-your-twitter-account/#comments</comments>
		<pubDate>Fri, 16 Apr 2010 22:29:55 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Noticed]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[privacy]]></category>
		<category><![CDATA[twitter]]></category>

		<guid isPermaLink="false">http://fstutzman.com/?p=2024</guid>
		<description><![CDATA[I was pleased to see that my last post on Twitter and the LoC generated excellent discussion both here in the comments and over in Twitter.   I&#8217;ve seen some great defenses of the deal, but unfortunately I&#8217;m not buyin&#8217; quite yet.  I thought I&#8217;d use this post to quickly raise a few more questions and [...]]]></description>
			<content:encoded><![CDATA[<p>I was pleased to see that <a href="http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/">my last post on Twitter and the LoC</a> generated excellent discussion both here <a href="http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/">in the comments</a> and over <a href="http://backtweets.com/search?q=http%3A%2F%2Ffstutzman.com%2F2010%2F04%2F14%2Ftwitter-and-the-library-of-congress%2F">in Twitter</a>.   I&#8217;ve seen some great defenses of the deal, but unfortunately I&#8217;m not buyin&#8217; quite yet.  I thought I&#8217;d use this post to quickly raise a few more questions and concerns.</p>
<p>First, a quick review of some of the conversation <a href="http://blogs.loc.gov/loc/2010/04/how-tweet-it-is-library-acquires-entire-twitter-archive/">about the deal</a>.  <a href="http://twitter.com/michaelzimmer">Zimmer</a> is all over it, raising a number of <a href="http://michaelzimmer.org/2010/04/14/open-questions-about-library-of-congress-archiving-twitter-streams/">great open questions</a>, and exloring how private tweets j<a href="http://michaelzimmer.org/2010/04/14/how-your-private-tweets-might-be-included-in-the-library-of-congress-public-archive/">ust might end up in the LoC&#8217;s archive</a>.  The Atlantic has <a href="http://www.theatlanticwire.com/opinions/view/opinion/Waxing-Philosophical-on-Library-of-Congresss-Twitter-Archive-3246">rounded up opinions</a>, particularly an <a href="http://www.thebigmoney.com/blogs/sausage/2010/04/14/wait-who-says-my-tweets-belong-google-or-library-congress?page=full">interesting conversation</a> <a href="http://www.thebigmoney.com/blogs/sausage/2010/04/14/twitter-not-place-speak-your-mind-its-place-write-your-mind">going on</a> at <a href="http://www.thebigmoney.com/blogs/sausage/2010/04/14/spare-us-faux-outrage-nothing-comes-free-not-even-tweets">The Big Money</a>.  Also notable is a <a href="http://news.bbc.co.uk/2/hi/technology/8621297.stm">BBC interview</a> with Twitter&#8217;s general counsel, though it skips over privacy issues.  Now that I think of it, skipping over privacy issues might be the theme of this essay.</p>
<p>One of the central problems with this deal are the set of assumptions around public Tweets.  Particularly, because the Tweets are &#8220;<a href="http://michaelzimmer.org/2010/04/14/how-your-private-tweets-might-be-included-in-the-library-of-congress-public-archive/">already public</a>&#8220;, individuals lose all rights to the content.  In my last post, I drew explored some ways in which content shared in <a href="http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/">public actually wasn&#8217;t public content</a>.  For example, <em>practically obscure</em> public content that is meant for a select audience.  In this post, I want to challenge another assumption that people make about public content: that it lives forever.</p>
<p>If there&#8217;s one thing that social media has taught us, it is that if you post anything to the web, it stays there forever.  Of course, this is <strong>empirically false</strong>.  Companies go out of business, databases corrupt, servers crash, indexes get expunged, identifiers get mixed up, and even with the best intentions and good backups, data are lost.  Think about the Google search results for your name.  Are they the same they were 1, 3, or 5 years ago?  While it is likely that you could tell me tons about new results that have come online over that time period, could you tell me about the ones that have gone offline?</p>
<p>So let&#8217;s just take a second and put the assumption that the internet is a giant cache to bed.  The internet is dynamic, fragile, and designed to lose things.  The internet has probably forgotten more about you than it remembers.  The next question generally brought up is &#8220;What about Google!&#8221;  If you want an answer to that question, send out a Tweet and then delete it.  Wait a few days and search for it.  The Tweet is gone, because Google isn&#8217;t in the business of sending you to 404&#8242;s.  Thank the market for that one.  After we knock down the Google straw man, the next assumption generally covers the suspicious &#8220;other&#8221; person who is stalking you and creating a giant portfolio of everything you do.  I hate to pop everyone&#8217;s bubble, but unless you&#8217;re a really, really significant public figure, this person doesn&#8217;t exist for you.</p>
<p>So why is it that we all assume that the content we share publicly will be around forever?  I think this is a classic case of selection on the dependent variable.  When we Google ourselves, we are confronted with <em>what&#8217;s there</em> as opposed to what&#8217;s not there.  The stuff that goes away gets forgotten, and we concentrate on things that we see or remember (like a persistent page about us that we don&#8217;t like).  In reality, our online identities decay, decay being a stochastic process.  The internet is actually quite bad at remembering.</p>
<p>The Library of Congress, on the other hand, is quite good at remembering.  Magnificently good at it, most likely the best in the world.  And that is what&#8217;s troubling.  Up until Twitter sent its archives over to the Library of Congress, Twitter users could realistically expect they could make things go away.  They could delete Tweets.  They could change their account name.  They could remove their account.  Without consulting their users, privacy advocates, rights organizations, or any other voices of reason, Twitter has summarily taken these very real privacy remedies away from their users.</p>
<p>This gets me to what is so frustrating about Twitter&#8217;s move: <strong>a frighteningly cavalier attitude towards shipping around the data of tens of millions of consumers</strong>.  Twitter has literally passed the personal information of millions of users to a permanent, public archive without so much as pre-notification, consultation, or the opportunity for debate.  And while even though it <a href="http://www.libertyvoice.net/2010-04/how-twitter%E2%80%99s-grant-to-the-library-of-congress-could-be-copyright-okay/">appears legal for the LoC to have the data</a>, big questions remain regarding whether Twitter has actually <a href="http://twitter.com/tos">violated its own contract with users</a>.  How can I meaningfully own my content after it has been shipped to a government archive?</p>
<p>In all my years of using Twitter, the idea of canceling my account has never even vaguely crossed my mind.  Until last Wednesday, that is.</p>
<p><em><strong>Update</strong></em>: <a href="http://www.prospect.org/cs/articles?article=the_library_of_congress_is_now_following_you_on_twitter">American Prospect has a great interview</a> with Martha Anderson of the Library of Congress.  Regarding the deal:</p>
<blockquote><p>The agreement has been signed, but we still have a lot of technical details to work out &#8212; how we&#8217;ll technically transfer it, and when.</p></blockquote>
<p>Regarding opt-out:</p>
<blockquote><p>You know, I don&#8217;t know. I think that&#8217;s a question for Twitter. There&#8217;s several questions about that which they are still working out. We asked them to deal with the users; the library doesn&#8217;t want to mediate that.</p></blockquote>
<p>Regarding user information:</p>
<blockquote><p>I think that&#8217;s one of the big issues for us to understand in terms of privacy. And there&#8217;s a lot of work going on, especially over at [the National Institutes of Health] about how to anonymize data and still make it useful. We&#8217;re really big on partnering with people to learn what they&#8217;re learning, so I think that&#8217;s an area we&#8217;ll look into. In serving it, what can we do to make it useful to research but not identify personal information?</p></blockquote>
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		<title>Twitter and the Library of Congress</title>
		<link>http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/</link>
		<comments>http://fstutzman.com/2010/04/14/twitter-and-the-library-of-congress/#comments</comments>
		<pubDate>Wed, 14 Apr 2010 21:59:58 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[privacy]]></category>
		<category><![CDATA[twitter]]></category>

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		<description><![CDATA[I&#8217;m currently at the CHI conference, which is commanding all of my attention, but the news about Twitter and the Library of Congress is too big to ignore (see also Zimmer, RWW).  Quoting the LoC: Have you ever sent out a “tweet” on the popular Twitter social media service? Congratulations: Your 140 characters or less [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;m currently at the <a href="http://chi2010.org">CHI conference</a>, which is commanding all of my attention, but the news about <a href="http://www.loc.gov/tweet/how-tweet-it-is.html">Twitter and the Library of Congress</a> is too big to ignore (see also <a href="http://michaelzimmer.org/2010/04/14/open-questions-about-library-of-congress-archiving-twitter-streams/">Zimmer</a>, <a href="http://www.readwriteweb.com/archives/twitters_entire_archive_headed_to_the_library_of_c.php">RWW</a>).  Quoting the LoC:</p>
<blockquote><p>Have you ever sent out a “tweet” on the popular Twitter social media service? Congratulations: Your 140 characters or less will now be housed in the Library of Congress.</p></blockquote>
<p><a href="http://blog.twitter.com/2010/04/tweet-preservation.html">According to Biz Stone</a>, Twitter will begin transferring all of their public tweets, after a six-month embargo, to a permanent, public archive at the Library of Congress.  Let me say something (probably) unpopular: I&#8217;m a little horrified.</p>
<p>If you talk to people about things shared online, you generally run into two assumptions.  The first is that things shared publicly are meant for the general public.  The second is that things shared publicly are meant for posterity.  Both of these assumptions are dangerous.  Some of my <a href="http://fredstutzman.com/research.html">recent work</a> has identified that people do share privately in public, and that individuals do engage in the grooming (i.e. removal) of content shared publicly.  <a href="http://www.danah.org/papers/talks/2010/SXSW2010.html">danah&#8217;s</a> <a href="http://www.danah.org/papers/talks/MacArthur2008.html">found this</a>.  So have lots of others.  If there&#8217;s anything we should know by now about social media, is that a deterministic, one-size-fits-all approach to privacy is a bad approach to privacy.</p>
<p>This is what makes Twitter&#8217;s &#8220;gift&#8221; troubling.  It assumes that all content shared publicly is truly public and for posterity.  Let&#8217;s consider some edge cases.  Bob has two Twitter accounts, one for work and a personal account.  Both are public, but the only way people find out about his personal account is that he tells people the obscure handle.  Bob wants to be practically obscure &#8211; private in public &#8211; without going to all the trouble of setting up complicated privacy controls.  So what happens, two years from now, when Bob accidentally discloses his handle in the wrong context, and he needs to remove some Tweets?</p>
<p>There&#8217;s probably a certain class of reader that looks at Bob and says, well, Bob&#8217;s out of luck.  There&#8217;s Google cache and third party tools and a whole host of other ways tweets are preserved.  The difference I&#8217;d argue is that these tools have certain properties &#8211; they react to API calls, they decay, etc. &#8211; that make them qualitatively different from a professionally managed archive.  Through the creation of a permanent, public, third-party archive, Twitter changes the privacy-management strategies that are going to be available to users in the future.  This is critical, because if Bob can&#8217;t trust his down-the-road privacy management strategy, Bob might share less today.</p>
<p>This is a great opportunity to plug the work of Helen Nissenbaum, whose most recent book <em><a href="http://www.amazon.com/Privacy-in-Context/dp/0804752370">Privacy in Context</a></em> extends the argument for privacy as <strong>contextual integrity</strong>.  Nissenbaum argues that disclosures have contextual expectations, and that shifting these expectations constitutes a meaningful violation of privacy and freedom.  Even though the tweets are public, it is a fallacy to assume that digital content shared in public was created with an understanding that the content would end up in a third-party, government-managed archive.  Facebook&#8217;s helped us demonstrate again and again that privacy is both <a href="http://fstutzman.com/2006/09/07/how-facebook-broke-its-culture/">qualitative and quantitative</a>.</p>
<p>Practically, there are some questions that Twitter needs to address about this move.  First, Twitter&#8217;s terms of service specifies that:</p>
<blockquote><p>You retain your rights to any Content you submit, post or display on or through the Services. By submitting, posting or displaying Content on or through the Services, you grant us a worldwide, non-exclusive, royalty-free license (with the right to sublicense) to use, copy, reproduce, process, adapt, modify, publish, transmit, display and distribute such Content in any and all media or distribution methods (now known or later developed).</p></blockquote>
<p>The way I read this is that as long as your content is on Twitter, Twitter can do what they want with it.  Fine.  But what if you remove your content from Twitter?  Wouldn&#8217;t Twitter&#8217;s licensing of your content to the LoC also expire?  Twitter needs to address exactly how we can pull our content out of the archive when we want.  <a href="http://michaelzimmer.org/2010/04/14/open-questions-about-library-of-congress-archiving-twitter-streams/">Michael Zimmer thinks</a> that Twitter users won&#8217;t have the ability to remove tweets from LoC, so how will Twitter rectify this in the terms of service?</p>
<p>A broader question is why Twitter didn&#8217;t just build this as an opt-in service.  Or even, less preferably, an opt-out service.  Is the collection so important that it is worth compromising user privacy?  I&#8217;ve got a feeling that there are certain assumptions around &#8220;public&#8221; content and the feel-good vibe of the Library of Congress that led to a lack of critical thinking about the implications of this move.  It&#8217;s time for Twitter to start sharing more information, opening up an earnest conversation about this move.</p>
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		<title>Facebook Again to Test Privacy Boundaries</title>
		<link>http://fstutzman.com/2010/03/29/facebook-again-to-test-privacy-boundaries/</link>
		<comments>http://fstutzman.com/2010/03/29/facebook-again-to-test-privacy-boundaries/#comments</comments>
		<pubDate>Mon, 29 Mar 2010 15:03:05 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Noticed]]></category>
		<category><![CDATA[Thoughts]]></category>
		<category><![CDATA[facebook]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[privacy]]></category>

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		<description><![CDATA[I&#8217;ve been paying attention to the discussion regarding Facebook&#8217;s proposed changes to the privacy policy (so has Michael Zimmer, TechCrunch, RWW and VentureBeat).   The most controversial is a proposal for Facebook to automatically share personal information with third party websites.  The mechanics go something like this: If you&#8217;re logged in to Facebook, and you visit [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve been paying attention to the discussion regarding Facebook&#8217;s <a href="http://www.box.net/shared/89ebnd71i9">proposed changes</a> to <a href="http://blog.facebook.com/blog.php?post=376904492130">the privacy policy</a> (so has <a href="http://michaelzimmer.org/2010/03/29/yet-again-facebook-misunderstands-privacy/">Michael Zimmer</a>, <a href="http://techcrunch.com/2010/03/26/facebooks-plan-to-automatically-share-your-data-with-sites-you-never-signed-up-for/">TechCrunch</a>, <a href="http://www.readwriteweb.com/archives/facebook_may_share_user_data_with_external_sites_a.php">RWW</a> and <a href="http://digital.venturebeat.com/2010/03/27/facebook-data-sharing/">VentureBeat</a>).   The most controversial is a proposal for Facebook to automatically share personal information with third party websites.  The mechanics go something like this: If you&#8217;re logged in to Facebook, and you visit a third-party site that has an established relationship with Facebook, Facebook will provide the website with your <em>General Information</em>, which is:</p>
<blockquote><p>&#8220;your and your friends’ names, profile pictures, gender, user IDs, connections, and any content shared using the Everyone privacy setting.&#8221;</p></blockquote>
<p>How would this work in practice?  Let&#8217;s imagine that CNN and Facebook team up.  If you&#8217;re logged into Facebook and visit CNN, the website would be able to welcome you by your full name, display gender-relevant content, show you recommendations from the people in your network who also visit CNN, and so on.  Going a little further, if you share your interest information, CNN might be able to dynamically display stories that match your interests.</p>
<p>The level of disclosure proposed in this new policy is similar (or even identical) to the information disclosure required for use of a Facebook app.  The critical difference in the new policy is that while applications require an opt-in, it appears that this new process will require an opt-out.  <a href="http://digital.venturebeat.com/2010/03/27/facebook-data-sharing/">Facebook spokesperson Barry Schnitt</a>:</p>
<blockquote><p>&#8220;The opt-out hasn’t been built yet. We just want people to know they’ll be able to opt out. We’ve made that commitment. There will be an opt-out right when the user gets to the site, and there will be some opt-out functionality on Facebook. But as to where the button will be or how it will look, I don’t know, because they don’t exist right now.&#8221;</p></blockquote>
<p>In theory, there will be two opt-outs.  The first will be the hypothetical button that Schnitt talks about.  The second will be to log out of Facebook and remove the Facebook cookie.  In reality, though, if you&#8217;re a Facebook user, you can never really opt-out, because any time a Facebook friend visits a third party site Facebook will share some of your information with that site.</p>
<p>Although it is a good sign that Facebook has gone on record regarding privacy control, the previous comment reveals Facebook&#8217;s cavalier attitude towards privacy.  Quite literally, they&#8217;re talking about pushing identity information of 400 million people around, yet privacy is treated as an afterthought &#8211; something they&#8217;ll figure out later.  When will companies like Facebook and Google start bringing privacy teams in at the beginning of the design process, rather than at the end?</p>
<p>Shifting topics a little bit, I see this move as notable because it marks Facebook&#8217;s first foray into large-scale warehoused behavioral targeting.  Targeting companies like Doubleclick (owned by Google) routinely mine our travels around the web, allowing third-party consumers to generate targeted recommendations based on our habits.  Because this happens behind the scenes, we&#8217;re less likely to notice it (which doesn&#8217;t make it any less troubling).  Facebook&#8217;s move stands to confront us with behavioral targeting, and they should consider the boundary they&#8217;re confronting.  It may not seem to be a big thing to have a third party website welcome you by your first and last name, but it is a <em>paradigm shift</em> on the web.</p>
<p>TechCrunch argues that it is time to <a href="http://techcrunch.com/2010/03/27/facebook-privacy-connect/">sharpen the pitchforks</a>, in preparation for the major backlash against the service.  Let me explain why this is frustrating.  In my opinion, the role of the privacy team is to navigate the necessary tension between our freedoms to disclose and how companies can ethically and morally profit from our data.  Facebook&#8217;s failures with <strong>Beacon</strong> or Google&#8217;s failure with <strong>Buzz</strong> are not &#8220;wins&#8221; for privacy; rather, they are losses for companies, consumers, and the market.</p>
<p>This brings me back to what is troubling about the &#8220;sharpening pitchforks&#8221; mentality.  It doesn&#8217;t and shouldn&#8217;t have to be this way.  Compared to Doubliclick, Facebook&#8217;s move really isn&#8217;t any more troubling &#8211; if the system is implemented properly.  And if the system is implemented properly, it could be a win &#8211; for consumers, for Facebook, and for third parties.  So how can Facebook navigate this challenge?  Let&#8217;s start with research, sensible design, and a different style of rollout than the traditional ask-for-forgiveness-later approach Facebook seems to believe in.</p>
<p>At Facebook&#8217;s current size and scale, they can&#8217;t afford to get this wrong.  Through research, testing, and a willingness to put the customer first, Facebook could navigate the challenges of this new feature.  But make no mistake, more than anyone, they are in the bulls eye right now.  And if Facebook does decide to play cavalier with privacy, the mobs TechCrunch describe will be waiting.</p>
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		<title>Generations and Technology</title>
		<link>http://fstutzman.com/2010/02/25/generations-and-technology/</link>
		<comments>http://fstutzman.com/2010/02/25/generations-and-technology/#comments</comments>
		<pubDate>Thu, 25 Feb 2010 18:51:52 +0000</pubDate>
		<dc:creator>fred</dc:creator>
				<category><![CDATA[Thoughts]]></category>

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		<description><![CDATA[Recently, the Pew Research Center released an interesting report about Millennials, a group described as &#8220;the American teens and twenty-somethings who are making the passage into adulthood at the start of a new millennium.&#8221;  The report is fairly wide-ranging, covering topics such as values, political and civil engagement, work and education, and technology use.  Using [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.flickr.com/photos/circulating/1664321651/"><img class="alignleft size-medium wp-image-1996" style="margin-right: 10px;" title="1664321651_1973869a8d" src="http://fstutzman.com/wp-content/uploads//2010/02/1664321651_1973869a8d-300x270.jpg" alt="" width="300" height="270" /></a>Recently, the <a href="http://pewresearch.org/millennials/">Pew Research Center</a> released an interesting report about <em>Millennials</em>, a group described as &#8220;the American teens and twenty-somethings who are making the passage into adulthood at the start of a new millennium.&#8221;  The report is fairly wide-ranging, covering topics such as values, political and civil engagement, work and education, and technology use.  Using an RDD frame, the the report provides a useful, comprehensive picture of what makes the milllenials cohort unique.</p>
<p>A few years ago, on recommendation from danah boyd, I read Thomas Hine&#8217;s book <em>The Rise and Fall of the American Teenager</em>.  It is a wonderful history of the evolution of teenage identity.  Particularly interesting was the book&#8217;s social history of the management of teens excluded from the post-Industrial workforce (e.g. the growth of high schools, greater access to college).  In Hine&#8217;s book, the teenage years are cast as something of a holding stage between adolescence and adulthood, a social limbo of sorts.</p>
<p>Early studies of youth, such as James Coleman&#8217;s <em>Adolescent Society</em>, capture society&#8217;s perception of evolving youth cohort as exotic, needing to be managed.  To his credit, Coleman humanized youth, elaborating the social structures in which high school students developed status, affinities and values.  Regardless, the exoticisim of youth is a persistent and ongoing research thread.</p>
<p>Recently, developmental psychologists have argued that the social &#8220;holding stage&#8221; exists up to and beyond age 25 &#8211; a period of elongated &#8220;emergent adulthood.&#8221;  The individuals in this holding stage are interesting for a number of reasons, whether it be spotting emergent social trends, identifying new technologies, forecasting the future of professions.</p>
<p>This brings me to the question of technology.  When we talk about technology adoption, we often frame adoption through a generational lens.  For example:  <em>Social networking is for young people</em>.  <em>Teens don&#8217;t tweet</em>.  And my favorite, the assumption that digital natives have some sort of preternatural understanding of the inner-workings of operating systems and programming languages.</p>
<p>As a researcher studying adoption and use of technology, there is clear evidence that technology use varies by cohort.  Digital natives may not have superhuman computing powers, but it is likely they use some technologies differently (different tools at different levels) than other age-graded groups.  Since adoption of technologies by cohort is a value-laden concept (cf. <em>Teens Don&#8217;t Tweet</em>), I&#8217;ll use this post to highlight a few perspectives on what differentiates cohorts.</p>
<p>I&#8217;ll begin with a story.  When I was in college, the &#8220;social technology&#8221; my cohort used was instant messenger.  In our use of IM, we developed norms and expectations.  We knew what kind of communication was available, we had an idea of who would be present, and we developed codes of behavior.  The culture we created still holds today, many years after college.  And although many of us use newer technologies, the value of the context we created persists.</p>
<p>I would bet, that if we examined our own communication patterns, we&#8217;d find that these cohort-level structures guide a good deal of our use of social technology.  There are some people we email, some people we IM, some people we Facebook, some people we Twitter, and so on.  For some of these people we&#8217;ve fit the communication tool to our need (for example, IM&#8217;ing coworkers), but for others, we fit our relationship to the tool.</p>
<p>The fact that we communicate with different people in different media is not new or controversial.  But I think it is informative, and can help us better understand concepts of &#8220;generations&#8221; or &#8220;cohorts&#8221; and technology use.  If social contexts provide motivation for participation in a cohort-relevant technology, then it stands that participation has lasting (generational) effects.  One reading of this could be that the late-2000&#8242;s cohort will continue to use Facebook not for technical reasons, but for social reasons.  But then again, when do we ever make decisions purely for technology&#8217;s sake, other than counting pixels on the HDTV.</p>
<p>Sociology offers us the <em>life course</em> perspective as a way to understand generations.  Instead of a deterministic, age-graded approach, the life course perspective looks at the contexts, events, and technologies that shape a cohort over time.  Applied to technology, it helps us get past perceptions that technology is &#8220;for the young&#8221; (Club Penguin aside), but that technology represents an intervening effect that shapes the cohort.</p>
<p>The life course perspective allows us to inspect generational use of technology through a lens of access, networks, and motivations.  The technologies cohorts retain represent our social goals, the options available at the time, and the degree to which the technology lets us stay networked.  As we move through life, participation in new cohorts may result in the adoption and maintenance of new technology over time.  And perhaps this illustrates our growing concern with the &#8220;context collapse&#8221; inherent in Facebook; as the technology has become popular, communication cohorts that existed in other technologies have jumped into the single bin of Facebook (my email and IM friends are almost all there, but not my Twitter friends).</p>
<p>When we talk about technology, the question of generations comes up frequently.  By applying a cohort or life course perspective, we can move past deterministic notions of what technologies are appropriate for what generation.   At the same time, this social and contextual understanding may explain some of the reasons that generations retain technology.</p>
<p><a href="http://www.flickr.com/photos/circulating/1664321651/">Image CC A-N-SA by Circulating</a></p>
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