UvA-DARE (Digital Academic Repository) Political Research in the Digital Age Rogers, R.A. Published in: International Public Policy Review Link to publication Citation for published version (APA): Rogers, R. (2014). Political Research in the Digital Age. International Public Policy Review, 8(1), 73-87. General rights It is not permitted to download or to forward/distribute the text or part of it without the consent of the author(s) and/or copyright holder(s), other than for strictly personal, individual use, unless the work is under an open content license (like Creative Commons). Disclaimer/Complaints regulations If you believe that digital publication of certain material infringes any of your rights or (privacy) interests, please let the Library know, stating your reasons. In case of a legitimate complaint, the Library will make the material inaccessible and/or remove it from the website. Please Ask the Library: http://uba.uva.nl/en/contact, or a letter to: Library of the University of Amsterdam, Secretariat, Singel 425, 1012 WP Amsterdam, The Netherlands. You will be contacted as soon as possible. UvA-DARE is a service provided by the library of the University of Amsterdam (http://dare.uva.nl) Download date: 18 Jun 2017 Downloaded from UvA-DARE, the institutional repository of the University of Amsterdam (UvA) http://hdl.handle.net/11245/2.156451 File ID Filename Version uvapub:156451 ipprmag2014 final SOURCE (OR PART OF THE FOLLOWING SOURCE): Type article Title Political Research in the Digital Age Author(s) R.A. Rogers Faculty FGw: Amsterdam School for Cultural Analysis (ASCA) Year 2014 FULL BIBLIOGRAPHIC DETAILS: http://hdl.handle.net/11245/1.446869 Copyright It is not permitted to download or to forward/distribute the text or part of it without the consent of the author(s) and/or copyright holder(s), other than for strictly personal, individual use, unless the work is under an open content licence (like Creative Commons). UvA-DARE is a service provided by the library of the University of Amsterdam (http://dare.uva.nl) (pagedate: 2015-02-19) UCL Department of Political Science INTERNATIONAL PUBLIC POLICY REVIEW INTERNATIONAL PUBLIC POLICY REVIEW June 2014 ◆ volume 8 ◆ nº 1 June 2014 ◆ volume 8 ◆ nº 1 WILL GERMANY HELP FIGHT HUMAN TRAFFICKING? CREATING INTERNATIONAL INSTITUTIONS FIT FOR TODAY 2014: THE YEAR IN REVIEW A policy window to combat legalised prostitution’s unanticipated effects. by Kristina Lunz Institutional design must evolve to cope with the realities of global governance. by Ian Goldin The School of Public Policy faculty reviews the year’s most important events. by Jonathan Kennedy, Colin Provost and Christine Reh PAGE 31 PAGE 69 PAGE 97 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 3 6/16/14 9:34 AM CONTENTS June 2014 ◆ volume 8 ◆ nº 1 Conflict and Post-War Development 5» RWANDA’S LEGACY: IMPLICATIONS FOR THE CENTRAL AFRICAN REPUBLIC by Lara Macdonald 7» 25 » by Stuart S. Yeh by Kerri-Anne Drechsler BUILDING A GLOBAL INSTITUTION TO FIGHT CORRUPTION AND ADDRESS THE ROOTS OF INSURGENCY THE CENTRIPETALIST APPROACH TO ELECTORAL DESIGN: PREVENTING THE RECURRENCE OF WAR IN PAPUA NEW GUINEA Institutional Design and Global Justice 32 » WILL GERMANY HELP FIGHT HUMAN TRAFFICKING? by Kristina Lunz 37 » THE ROLE OF INTERNATIONAL INSTITUTIONS IN GLOBAL INEQUALITIES 42 » THE US PIVOT TO ASIA: A SHOW OF BRAINS OR BRAWN? by Robert Johansen by Aled Goddard Environmental Governance 46 » 51 » by Lucy Phillips by Aydan Sarikaya THE CHALLENGES OF ARCTIC GOVERNANCE CLIMATE SECURITY AND THE RISK SOCIETY Political Economy 54 » WHAT’S IN YOUR LATTE? by Harriet Bradley 1 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 1 57 » 63 » by Musa Afolagbade Banwo by Anouk van den Akker FACTORS AFFECTING THE POVERTY REDUCTION POTENTIAL OF MICROFINANCE PREVENTION AND DISRUPTION OF THE ILLICIT FINANCIAL FLOWS OF SOMALI PIRATES International Public Policy Review ◆ June 2014 6/16/14 9:34 AM Special Features 69 » 73 » 89 » by Ian Goldin by Richard Rogers by Steven Rathgeb Smith CREATING INTERNATIONAL INSTITUTIONS FIT FOR TODAY POLITICAL RESEARCH IN THE DIGITAL AGE PUBLIC POLICY AND VOLUNTARY ORGANIZATIONS Spotlight on 95 » THE UCL INSTITUTE OF GLOBAL GOVERNANCE by Tom Pegram School of Public Policy Faculty 97 » 2014 IN REVIEW by Jonathan Kennedy, Colin Provost and Christine Reh Calendar 101 » POLICY & PRACTICE 2013–2014 International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 2 2 6/16/14 9:34 AM ◆ Special Features ◆ POLITICAL RESEARCH IN THE DIGITAL AGE by Richard Rogers Professor of New Media and Digital Culture, Department Chair of Media Studies at the University of Amsterdam and Director of the Digital Methods Initiative 73 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 73 6/16/14 9:34 AM T Introduction: Computational or digital turn? here is currently a debate at hand over aligning political and social research with the digital age (boyd and Crawford 2012). How to cope with the challenges the Internet and the digital, including newly available online data, bring to research? Concomitant with the rise of the term Big Data, certain methods and tools appear to drive research as well as the complex of what could be called the programmatic agenda, e.g., special issues of journals, funding calls, conference titles, lecture series and so forth. For some, it has been termed the computational turn, meaning the importation of computer science techniques into social research practices (Berry 2011). More dramatically, that turn supposedly comes with paradigm-rending consequences such as pattern-seeking supplanting interpretation (Savage and Burrows 2007; Watts 2007; Lazer et al. 2009). Another, subtly different means of phrasing the arrival of the stickered laptops and hacking workshop culture could be the digital turn, where the study of digital culture informs research that makes use of online data, software and visualizations. To make this distinction between the computational and the digital turns is also a means of resisting a monolithic, or unitary, understanding of the changing nature of research in the digital age (Lovink, 2014). More specifically, there are variegated approaches across the digital humanities, e-social sciences as well as digital media studies that could be seen as having distinctive ontological and epistemological commitments and positionings. Here I briefly situate and discuss a series of digital research practices called cultural analytics, culturomics, webometrics, altmetrics and digital methods, providing short examples of what they could offer in terms of political research (Manovich 2011; Michel et al. 2010; Priem et al. 2010; Rogers 2013). First, each may be differentiated according to their preferred materials as well as methodological outlook, which I have previously described in terms of working with the digitised (materials and methods), the natively digital or some combination (see also Rogers 2009). Second, instead of translating political research practices for the web (e.g., searching for the public sphere in forums, striving to locate public debate in the comment space or undertaking online surveying and polling), the invitation issued by the digital turn is more experimental, and perhaps interdisciplinary. How to repurpose the computational and digital techniques for political studies? Finally, I concentrate on a new space for political expression (Facebook), and briefly put forward an analytics approach to studying engagement, a typical concern in political research that is operationalized as a digital method combining counting and interpretation. International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 74 74 6/16/14 9:34 AM Digitised, Natively Digital or Some Combination o begin, an ontological distinction may be made between the materials “of the medium” and those that have migrated to it (Blood 2007). Blogs, considered of the web, are in this rendering natively digital, whereas a scanned book, made available through Google Books, is a digital newcomer, or digitised material. Another conceptual means of making the distinction are webpages that cannot be printed, but rather screen-grabbed only (Latour 2004). The distinction between the natively digital and the digitised also may be applied to methods. There are those methods that have been migrated to the web, such as online surveys, and those written for it, such as Google’s PageRank (privileging one website over another in a ranking) or Facebook’s EdgeRank (privileging friends over others in terms of closeness). Approaches in digital research thus may be arrayed in terms of which materials are the preferred data (digitised or born-digital) and where the methods are situated (emulated or native) (see table below). T Table One: Situating five approaches to digital humanities and e-social sciences according to their preferred data and method types. Method Digitised Natively Digital Digitised ▶ Culturomics* ▶ Cultural Analytics* ▶ Altmetrics Natively Digital ▶ Webometrics ▶ Digital Methods Data 75 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 75 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM Digital research five ways ver the past decade the methods and techniques developed for digital research (using both digitised as well as online data) have been couched in a variety of descriptors, with notions of analytics, metrics, -nomics or methods appended, providing rather different emphases in what is being measured. Analytics is most closely associated with the platform industries (Google, YouTube, Facebook, Twitter, Pinterest, Adobe and others), connoting pattern recognition in (user) data. One captures and analyses user (interaction) data, populating dashboards and other interfaces with visualizations aiming to provide “actionable insights,” as the software company Adobe phrases it (Adobe 2014). Metrics are standards of measurement and take their nomenclature from counting techniques in library and information science, including bibliometrics and scientometrics. One is concerned with such measures as impact, salience, and resonance, meaning not only the brute force, but its relative strength and endurance. The choice of the suffix -nomics is perhaps furthest from online industry-science relations, and refers to law, as in the laws of nature, connoting fundamental discovery or basic pursuits. It has in common with the term “methods” a more open-ended epistemology. However one goes about the study, and with whichever approach, methods emphasize a procedure or research protocol with steps. When described as such, digital methods could cover the range of procedures to study digital materials, not merely online methods for studying web data, as I come to after a brief discussion of cultural analytics, culturomics, webometrics and altmetrics, providing means to rework each for political research. Cultural analytics, the first of the named approaches in digital humanities, often uses as its materials digitised collections, such as the covers of a tone-setting magazine like Time or the oeuvre of an artist. It has a preferred piece of software, ImagePlot, which groups images according to formal properties, including hue and saturation. It may be used to make chronologies, such as of the images made of the Gezi Park protests in Istanbul in May and June 2013. Using the technique, one notes the transformation of Turkey’s so-called “tree revolution,” where, as one eyewitness explained it, “the conversion of public space into private space explain[s] why the occupation of Gezi Park is not just meant to save trees, but to save Turkey’s democracy” (see Figure One ong page 81.) (Turkey EJOLT Team 2013). Green imagery gradually declines, yielding to images of protesters being pepper-sprayed and more generally to rights fights. Culturomics, a second digital humanities approach, queries Google’s collection of digitised books (via the Google Ngram Viewer) O International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 76 76 6/16/14 9:34 AM for words, thereby displaying cultural or societal trends, most robustly from English-language books published between 1800 and 2000, though there are collections of books from other languages, too. The outputs are keyword graphs, showing frequency of mentions over time. In technique and visual style, the graphing echoes the earlier Google Insights tool, which showed the incidence of keywords users sought in search queries. Searches may be political, for particular queries may land on right-leaning or left-leaning websites. For example, in the run-up to the American presidential elections in 2012, users who queried for “obamacare” landed predominantly on right-leaning websites, and for “obama student loan forgiveness” on left-leaning sites (see Figure Two on page 83) (Borra and Weber 2012). Keyword query analysis may also include users’ geolocation, thus inviting work on the use of terms by geography. One could consider geolocating hate speech (via queries for particular language) and observing its steadiness or fluctuation longitudinally. In the e-social sciences, webometrics are citation analysis methods using web links (mainly) as if they were academic citations, where a link is treated as an endorsement or impact metric (Thelwall et al. 2005). Webometric approaches are built into software such as IssueCrawler and VOSON that crawl websites, locate linking and visualize relationships as network graphs, thereby showing the characteristics of the network, including the centrality or peripherality of one or more specific actors. It may also show an online strategy, as depicted in the IssueCrawler network graphs made of Barack Obama’s online campaign in 2008 (Venturini 2010). The exceptional star shape of the network is caused by the campaign’s strategy of linking (see Figure Three on page 84). The core of the network is formed by barackobama.com and its subsites, such as latinos. barackobama.com, faith.barackobama.com and students.barackobama. com. The periphery consists mainly of social media sites about Obama, and features his pages on LinkedIn, Facebook, Flickr, etc. The network also crowds out other websites, thereby displaying not the grassroots, new media campaigning style employed by Howard Dean in 2004 (which allowed users to create their own narratives during sponsored meet-ups), but rather a stay-on-message approach (Rogers 2005). Altmetrics inverts traditional scientometrics, counting citations of academic work that appear not in published journals, but rather in blogs, on Twitter or in other online spaces. Counting (and interpreting) references in social media is part of a larger analytical approach to the substance and source commitments of a topical, issue or ideological network, e.g., on Facebook or Twitter. For example, one may note the top 77 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 77 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM referenced content (in this case most linked-to webpages) by Ministrylevel Dutch civil servants on Twitter. It was found that civil servants tend to follow news, politicians and new media and political trend-watchers, as opposed to citizens, who are absent (see Figure Four on page 85). The work that is most referenced, moreover, concerns civil servant use of new media as well as innovative online campaigns and initiatives, meaning the content shared is self-referential and medium-related, in the first instance, rather than otherwise topical. As mentioned above, some may employ the term digital methods to cover the entirety of the digital turn techniques described above, or, increasingly, “mainstream” research techniques (Venturini 2010). More specifically, it refers to repurposing online devices and platforms (such as Google searches, Facebook and Wikipedia) for social and political research that would often have been otherwise improbable. Among DIGITAL METHODS ENCOURAGE A SOCIOLOGICAL OUTLOOK OR IMAGINATION ABOUT RESEARCH OPPORTUNITIES THAT EXIST IN ONLINE CULTURE. the tools developed is the so-called Lippmannian device, a Google Scraper that detects bias or leaning of an actor on the basis of the type of keyword mentions (see Figure Five on page 86). Thus one may query a set of climate change websites for mention of the names of climate change skeptics, thereby finding skeptic-friendly actors (as well as watchdog sites that also follow and mention them). In the above case, Google is repurposed as a research machine rather than its typical use as a consumer information appliance. Conclusion: Following the medium as a starting point for digital research igital Methods, either generally or more specifically as the practice of repurposing devices, are not just toolkits or operating instructions for software packages; they deal with broader questions about how to do research online. They encourage a sociological outlook or D International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 78 78 6/16/14 9:34 AM imagination about research opportunities that exist in online culture by following the medium rather than asking it to do one’s disciplinary bidding. One case in point, by way of conclusion, is the study of political activism. One could critique the rise of slacktivism or clicktivism, online activities that require little in the way of commitment but give one the feeling of having done something for the cause. Alternatively, one might study how liking, sharing and commenting on particular content show engagement, thereby studying (for instance) which videos or photos are currently animating anti-Islam groups and pages in Facebook (see Figure Six on page 87). The study of engagement borrows here from an analytics framework that captures clicks as well as comments, and identifies the content that animates, opening up opportunities for further interpretation. Here the call is to rely at the outset on medium activity measures and ask what might be learned from them. • 79 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 79 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM Sources Ackland, Robert. 2013. Web Social Science: Concepts, Data and Tools for Social Scientists in the Digital Age. London: Sage. Adobe. 2014. “Adobe Analytics.” last modified May 2, 2014, http://www.adobe.com/solutions/digitalanalytics.html, accessed May 2, 2014. Baetens, Tom, Tom Juetten, Jan Maessen, Erik Borra, and Richard Rogers. 2013. De Uitzondering op de Regel: Over Ambtenaren in de Openbaarheid. The Hague: Ministry of Internal Affairs / Emma Communicatie. Berry, David M. 2011. “The Computational Turn: Thinking About the Digital Humanities.” Culture Machine 12: 1-22. Blood, Rebecca. 2002. “Introduction.” In We’ve Got Blog: How Weblogs Are Changing Our Culture, edited by John Rodzvilla, ix-xiii. Cambridge, MA: Perseus. Borra, Erik and Ingmar Weber. 2012. “Political Insights: Exploring Partisanship in Web Search Queries.” First Monday 17. http://firstmonday.org/ojs/index.php/fm/ article/view/4070/3272, accessed May 2, 2014. boyd, danah and Kate Crawford. 2012. “Critical Questions for Big Data: Provocations for a Cultural, Technological, and Scholarly Phenomenon.” Information, Communication & Society 15: 662-679. Foot, Kirsten A. and Steven M. Schneider. 2006. Web Campaigning. Cambridge, MA: MIT Press. Krippendorff, Klaus H. 2012. Content Analysis: An Introduction to its Methodology. London: Sage. Latour, Bruno. 2004. “Paris: Invisible City.” http:// www.bruno-latour.fr/virtual/EN/index.html, accessed May 2, 2014. Lazer, David, Alex Pentland, Lada Adamic, Sinan Aral, Sinan, Albert-László Barabási, Devon Brewer, Nicholas Christakis, Noshir Contractor, James Fowler, Myron Gutmann, Tony Jebara, Gary King, Michael Macy, Deb Roy and Marshall Van Alstyne. 2009. “Computational Social Science.” Science 323: 721-723. Manovich, Lev. 2011. “Trending: The Promises and the Challenges of Big Social Data.” http://www.manovich. net/DOCS/Manovich_trending_paper.pdf, accessed May 2, 2014. Michel, Jean-Baptiste, Yuan Kui Shen, Aviva Presser Aiden, Adrian Veres, Matthew K. Gray, The Google Books Team, Joseph P. Pickett, Dale Hoiberg, Dan Clancy, Peter Norvig, Jon Orwant, Steven Pinker, Martin A. Nowak and Erez Lieberman Aiden. 2011. “Quantitative Analysis of Culture Using Millions of Digitised Books.” Science 331: 176-182. Priem, Jason, Dario Taraborelli, Paul Groth and Cameron Neylon. 2010. “alt-metrics: a manifesto.” http://altmetrics.org/manifesto/, accessed May 2, 2014. Rogers, Richard. 2005. “Old and New Media: Competition and Political Space.” Theory and Event 8 https://muse.jhu.edu/journals/theory_and_event/ v008/8.2rogers.html, accessed May 2, 2014. Rogers, Richard. 2009. The End of the Virtual. Amsterdam: Amsterdam University Press. Rogers, Richard. 2013. Digital Methods. Cambridge, MA: MIT Press. Savage, Mike and Roger Burrows. 2007. “The Coming Crisis of Empirical Sociology.” Sociology 41: 885-899. Thelwall, Mike, Laura Vaughan and Lennart Björneborn. 2005. “Webometrics,” in Annual Review of Information Science and Technology 39, edited by Blaise Cronin, 81-135. Medford, NJ: Information Today. Turkey EJOLT Team. 2013. “Turkey’s Tree Revolution – part 2: Everyday I’m chapulling” EJOLT: Mapping Environmental Justice. http://www.ejolt.org/2013/06/ turkeys-tree-revolution-part-2-everyday-imchapulling/, accessed May 2, 2014. Venturini, Tommaso. 2012. “Building on Faults: How to Represent Controversies with Digital Methods.” Public Understanding of Science 21: 796–812. Watts, Duncan J. 2007. “A Twenty-first Century Science.” Nature 445: 489. International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 80 80 6/16/14 9:34 AM Figure One: Image characterization of top images returned from Google Images, query [Gezi] according to “save the trees” (green outlines) or “bring down the government” (red fills), June 2013. (cc) Digital Methods Initiative, Amsterdam, 2013. 81 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 81 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM 5/29 5/30 5/31 Social media is used to gather support. Several prominent people join the protests. Police raid the encampments. Support is gathered through social media. Second police raid, water cannons and tear gas used, barricades set up, first arrests and detentions. First victim. 6/3 Television game show Kelime Oyunu breaks the media silence and supports protesters. Third victim. 6/6 6/7 6/8 6/9 Fifth victim. AKP supporters welcome Erdoğan, who had just come back from a visit to Africa. Protests continue on Taksim Square with support of major Istanbul football clubs. Erdoğan declares that “patience has its limits,” referring to the Gezi protests. 6/11 6/12 6/13 Police enter Taksim Square after a 10-day detente. Erdoğan raises the possibility of a referendum after meeting with protesters’ representatives. The mothers’ chain protest takes place. 6/10 6/5 Fourth victim (Police Commissioner Mustafa Sari). 6/4 6/2 Second victim (Ethem Sarisülük). 6/1 5/28 5/27 5/26 Peaceful protests start. The image of the "woman in red" appears in the news. PHOTO TIMELINE OF THE 2013 PROTESTS IN TURKEY, 5/25–7/2 International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 82 82 6/16/14 9:34 AM 6/18 Silent protest imitates and supports Erdem Gündüz, the “standing man.” 6/30 Massive march, football team fans join the protest. 7/2 7/1 6/29 6/28 6/27 6/26 6/25 6/24 6/23 6/22 6/21 6/20 Demonstrations in Taksim Square and in Ankara against the release of police officer Ahnet Sahbaz. Suppression of protesters. Protesters throw flowers at the police; police attacks. Mass demonstrations around Turkey. 6/17 Protest grows, becomes national. 6/19 6/16 Protests and police violence continue. 6/15 6/14 Figure Two: Political Insights, Yahoo! Labs, showing right-leaning and left-leaning queries related to Obama, 2011. Source: Borra and Weber, 2012. 83 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 83 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM Figure Three: Issuecrawler graph of interlinking among Obama-related websites, 2008. Source: Issuecrawler.net, © Govcom.org Foundation, 2008, published in Krippendorff, 2012. International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 84 84 6/16/14 9:34 AM twitter.com/barackobama pride.barackobama.com students.barackobama.com democrats.org dailykos.com migente.com/barack_obama youtube.com/barackobama asianave.com/barack_obama link.brightcove.com eventful.com/barackobama eons.com/barackobama mydd.com mybatanga.com/barackobama myspace.com/barackobama enviros.barackobama.com blackplanet.com/barack_obama veterans.barackobama.com my.barackobama.com faith.barackobama.com tribes.barackobama.com women.barackobama.com glee.com/barack_obama store.barackobama.com linkedin.com/in/barackobama factcheck.barackobama.com barackobama.com go.barackobama.com latinos.barackobama.com flickr.com/photos/barackobamadotcom/ brightcove.com presby.facebook.com/barackobama registrationbyworkingassets.com faithbase.com/barack_obama Betsy Sinclair 11 Mar 2008 - 05:13 11 Mar 2008 - 07:00 off page 2 2 33 Note that http://www.registrationbyworkingassets.com is the Rock the Vote voter registration widget. Joe Biden Hillary Clinton Chris Dodd John Edwards Dennis Kucinich Al Gore Mike Gravel Barack Obama Bill Richardson myspace.com/barackobama - 18 my.barackobama.com - 17 barackobama.com - 16 youtube.com/barackobama - 16 flickr.com/photos/barackobamadotcom/ - 16 democrats.org - 15 twitter.com/barackobama - 15 store.barackobama.com - 15 registrationbyworkingassets.com - 15 factcheck.barackobama.com - 15 eventful.com/barackobama - 15 link.brightcove.com - 15 brightcove.com - 15 migente.com/barack_obama - 15 mybatanga.com/barackobama - 15 linkedin.com/in/barackobama - 15 eons.com/barackobama - 15 blackplanet.com/barack_obama - 15 faithbase.com/barack_obama - 15 presby.facebook.com/barackobama - 15 asianave.com/barack_obama - 15 glee.com/barack_obama - 15 latinos.barackobama.com - 14 veterans.barackobama.com - 14 students.barackobama.com - 14 women.barackobama.com - 14 enviros.barackobama.com - 14 go.barackobama.com - 14 pride.barackobama.com - 14 tribes.barackobama.com - 14 faith.barackobama.com - 14 dailykos.com - 8 mydd.com - 5 Seed URLs http://www.joebiden.com http://www.hillaryclinton.com http://www.chrisdodd.com http://johnedwards.com http://kucinich.us http://www.algore.com http://www.gravel2008.us http://www.barackobama.com http://www.richardsonforpresident.com 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. Actor Rankings (by inlink count from core network and periphery) Map generated from Issuecrawler.net by the Govcom.org Foundation, Amsterdam. Co-Link Map Details Author: Crawl Start: Crawl End: Privilege Starting Points: Co-link Analysis Mode: Iterations: Crawl Depth: Node Count: Democratic Presidential Candidates Figure Four: Extended follow-follower network of Dutch Ministry-level civil servants, March, 2013. Data captured by TCAT, DMI Amsterdam, and Visualization by Gephi. Source: Baetens et al., 2013. 85 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 85 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM Figure Five: Climate change skeptics’ presence in the leading climate change websites, according to google.com, July 2007. Source distance analysis by the Google Scraper, aka the Lippmannian Device. (cc) Digital Methods Initiative, Amsterdam, 2007. International Public Policy Review ◆ June 2014 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 86 86 6/16/14 9:34 AM Figure Six: Most engaged with content in European counter-jihadist networks on Facebook, January 2013. Product of “What does the Internet add? Studying extremism and counter-jihadism online,” International Workshop and Data Sprint, (cc) Digital Methods Initiative, Amsterdam, 2013. 87 IPPR-0001_PolicyReviewJournal_July2014_FINAL_r4.indd 87 International Public Policy Review ◆ June 2014 6/16/14 9:34 AM
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