follow the networks: open data and digital methods for journalism

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Follow the Networks: Open Data and Digital Methods for Journalism 21st April 2015, UC Berkeley Liliana Bounegru | lilianabounegru.org | @bb_liliana Jonathan Gray | jonathangray.org | @jwyg

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Page 1: Follow the Networks: Open Data and Digital Methods for Journalism

Follow the Networks:Open Data and Digital Methods

for Journalism

21st April 2015, UC Berkeley Liliana Bounegru | lilianabounegru.org | @bb_liliana

Jonathan Gray | jonathangray.org | @jwyg

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Data Journalism Handbook: http://datajournalismhandbook.org/

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Data Journalism MOOC: http://datajournalismcourse.net/

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School of Data: http://schoolofdata.org/

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1. Open Data2. Digital Methods3. Networks

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1. Open Data

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https://okfn.org/

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What is open data?

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The Open Definition (2005):http://opendefinition.org

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Open Government Data Principles (2007):https://public.resource.org/8_principles.html

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Legal and technical re-usability of (government) information

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What does this mean in practise?

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Open data licenses / legal statements

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UK Open Government Licence:https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/

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Machine readable formats

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Data portals

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Data.govhttp://data.gov

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Data.gov.ukhttp://data.gov.uk

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data.gov.x

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Data Catalogshttp://datacatalogs.org/

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What kinds of data?

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A selection of themes and topics from national(UK and US) and local (Glasgow) open data portals

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CCTV Camera Locations - Runnymede Borough Councilhttp://data.gov.uk/dataset/cctv-camera-locations

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Organogram and staff pay data for DEFRAhttp://data.gov.uk/dataset/staff-organograms-and-pay-defra/

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CO2 emissions by different sub-groups in manufacturing sector, 2000 to 2008http://data.gov.uk/dataset/co2-emissions-by-different-sub-groups-in-manufacturing-sector-2000-to-2008/

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Animals frozen, including type and quantityhttp://data.gov.uk/dataset/animals-frozen-including-type-and-quantity-pcc/

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Who cares about open data?

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From niche tech/legal circles to international political stage.

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Open Government Advocates in Sebastopol, California (January 2009)

Government data shall be considered

open if it is made public in a way that complies with the

following principles…

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President Obama’s Open Government Initiative (January 2009)

My Administration is committed to creating an unprecedented level of

openness in Government.

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Prime Minister David Cameron’s “Transparency Revolution” (May 2010)

I want our government to be one of the most open and transparent in the world.

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Open Government Partnership (September 2011)

We embrace principles of transparency and open

government with a view toward achieving greater prosperity, well-

being, and human dignity in our own countries and in an increasingly

interconnected world.

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G8 Open Data Charter (June 2013)

Open data sit at the heart of a global movement to create

more accountable, efficient, responsive, and effective governments

and businesses, and to spur economic growth.

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UN “Data Revolution” (August 2014)

Data are the lifeblood of decision-making and the raw

material for accountability.

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Data for journalism?

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Open Data

vs.

Freedom of Information?

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Why does open data matter?

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Farm Subsidy: http://farmsubsidy.openspending.org/

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Open Spending: http://openspending.org/

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Engaging with open data initiatives.

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For example, data about…

• Public finance • Contracts • Campaign finance • Elections • Companies • Lobbying • Pollution • Environment • Events and crises

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Journalists can publish open data too.

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InfoAmazonia: http://infoamazonia.org/

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New forms of journalistic collaboration around data?

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Influence Mapping: http://influencemapping.org/

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2. Digital Methods

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http://digitalmethods.net

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Repurposing online devices and platforms for social and political research.

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Rogers, R. (2013) Digital Methods.Cambridge, MA: MIT Press.

Winner of 2014 Outstanding Book Award given by the International Communication Association.

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Digital Methods Initiative - Tools.http://tools.digitalmethods.net

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“The Twitter Capture and Analysis Toolset(DMI-TCAT) captures tweets and allows for

multiple analyses (hashtags, mentions, users, search, ...).”

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Borra, E. & Rieder, B. (2014) “Programmed method: developing a toolset for capturing and analyzing tweets”. Aslib Journal of Information Management. Vol. 66 No. 3: 262-278.

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TCAT: https://wiki.digitalmethods.net/Dmi/ToolDmiTcat

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TCAT: https://wiki.digitalmethods.net/Dmi/ToolDmiTcat

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“Netvizz is a tool that extracts data from different sections of the Facebook platform

(personal profile, groups, pages) for research purposes.”

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Rieder, B. (2013). Studying Facebook via data extraction: the Netvizz application. In WebSci '13 Proceedings of the 5th Annual ACM Web Science Conference (pp. 346-355). New York: ACM.

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Netvizz: https://tools.digitalmethods.net/netvizz/facebook/netvizz/

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The Issue Crawler: “A software tool that locates and visualizes networks on the web”

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Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler

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Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler

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Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler

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Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler

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Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler

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“Gephi is an interactive visualization and exploration platform for all kinds of networks

and complex systems, dynamic and hierarchical graphs.”

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Gephi: http://gephi.org

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Three examples…

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Mapping dominant topics and countries in UN climate negotiations

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– Leo Hickman, “Can carbon offsetting ever be truly green?”,The Guardian, 3rd September 2008.

“In what seems like a flash, the climate-change debate has lurched from talk of mitigation to

one of adaptation.”

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The Atlantic (2014) “The UN's New Focus: Surviving, Not Stopping, Climate Change”.Available at: http://www.theatlantic.com/international/archive/2014/04/the-uns-new-focus-surviving-not-

stopping-climate-change/359929/

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“Adaptation turn”

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Can the shift from mitigation to adaptation be observed in the UNFCCC negotiations?

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Findings

Mitigation is more dominant - the majority of the clusters are about mitigation.

Mitigation is much more diverse and distributed.

Adaptation is a much more tightly clustered topic and highly connected to other topics.

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Findings

Both adaptation and mitigation are highly visible in negotiations.

Adaptation financing has been central to

climate negotiations from the outset.

There is a noticeable shift towards adaptation during the period we examined.

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Which countries intervene most in UN climate negotiations and how do these interventions

evolve over time?

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Graphing the number of interventions in the negotiations of the 21 most active countries based on daily summaries from the Earth

Negotiations Bulletin (ENB)

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Findings

Notable stability in presence and intervention of countries.

Notable exceptions include Bolivia and Philippines who are becoming more prominent

in recent negotiations.

Most active are China (representing G77), United States and Europe.

Countries tend to be more active when they host the negotiations.

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Venturini, T., Baya-laffite, N., Cointet, J., Gray, I., Zabban, V., & De Pryck, K. (2014) “Three Maps and Three Misunderstandings  : A Digital Mapping of Climate Diplomacy.” Big Data and Society, 2014, 1(1).

Available at: http://medialab.sciences-po.fr/publications/misunderstandings/

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Wired Italia (2014) “Cambiamenti del clima: 20 anni di conferenze”. March 2014. No. 60.

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Wired Italia (2014) “Cambiamenti del clima: 20 anni di conferenze”. March 2014. No. 60.

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Wired Italia (2014) “Cambiamenti del clima: 20 anni di conferenze”. March 2014. No. 60.

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Wired Italia (2014) “Beautiful Information, in mostra le migliori infografiche di Wired”.Available at: http://www.wired.it/attualita/media/2014/03/04/beautiful-information-infografiche-wired/

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Wired Italia (2014) “Beautiful Information, in mostra le migliori infografiche di Wired”.Available at: http://www.wired.it/attualita/media/2014/03/04/beautiful-information-infografiche-wired/

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Mapping the rise of the far right in Europe with the web and social media

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The Guardian (2013) “The rise of far right parties across Europe is a chilling echo of the 1930s”.Available at: http://www.theguardian.com/commentisfree/2013/nov/15/far-right-threat-europe-integration

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Huffington Post (2014) “Sudden Rise of Far Right Groups in EU Parliament Rings Alarm Bells Across Europe”. Available at: http://www.huffingtonpost.com/elinadav-heymann/sudden-rise-of-far-right-

_b_5512961.html

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New York Times (2014) “Populist Party Gaining Muscle to Push Britain to the Right”.Available at: http://www.nytimes.com/2014/05/08/world/europe/populist-party-gaining-muscle-to-push-

britain-to-the-right.html

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What are the recruitment methods of far right groups?

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Are current recruitment counter-measures proving effective?

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What kinds of issues are most active amongst far right groups?

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How are far right extremist groups connected to populist right and other right wing groups?

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Profiles for 13 European countries.

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1. List of links per country

2. Analyse links between them

3. Study issues and actors

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Findings

New issues (e.g. environment, anti-globalisation and rights), principles and

recruitment techniques.

Counter-measures are outdated.

Islamophobia is located primarily in the North.

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Greece: blood and soil and organic markets

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Rogers, R. et al (2013) “Right-Wing Formations in Europe and Their Counter-Measures: An Online Mapping”. Digital Methods Initiative. https://wiki.digitalmethods.net/Dmi/RightWingPopulismStudy

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Hungary: horse and yurt recruitment festivals

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Rogers, R. et al (2013) “Right-Wing Formations in Europe and Their Counter-Measures: An Online Mapping”. Digital Methods Initiative. https://wiki.digitalmethods.net/Dmi/RightWingPopulismStudy

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Taking back the yurt?

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Counter-Jihadist groups on social media

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The Guardian (2012) “Far-right anti-Muslim network on rise globally as Breivik trial opens”. Available at: http://www.theguardian.com/world/2012/apr/14/breivik-trial-norway-mass-murderer

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Hope Not Hate (2012) “Counter-Jihad Report”.Available at: http://www.hopenothate.org.uk/counter-jihad/

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Are different Counter-Jihadist groups in Europe connected? If so how?

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Digital Methods Initiative. “Counter-Jihadist Networks: Mapping the Connections Between Facebook Groups in Europe.”

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Digital Methods Initiative. “Counter-Jihadist Networks: Mapping the Connections Between Facebook Groups in Europe.”

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Findings

Facebook is an important medium for extremist groups.

Three main clusters based on geographical proximity.

European Counter-Jihadist groups are networked and transnational.

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Digital Methods Initiative. “Counter-Jihadist Networks: Mapping the Connections Between Facebook Groups in Europe.”

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Who are the new leaders?

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Findings

Offline leaders are active on Facebook.

There are also new emerging online leaders.

New technique for identifying online leaders.

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Mapping the influence ofclimate skeptics online

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BBC News (2007) “BBC switches off climate special”. Available at:http://news.bbc.co.uk/1/hi/sci/tech/6979596.stm

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– Richard Rogers, Digital Methods(Cambridge, MA: MIT Press, 2013), pp.7-8

“The skeptics were increasingly at the top of the news. […] Are the skeptics at the top of the

web too?”

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Who talks about climate skeptics?

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Climate Skeptics

S. Fred Singer Robert Balling Sallie Baliunas

Patrick Michaels Richard Lindzen

Steven Milloy Timothy Ball

Paul Driessen Willie Soon

Sherwood B. Idso Frederick Seitz

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Climate Skeptic Organisations

American Enterprise Institute American Legislative Exchange Council

Center for Science and Public Policy Committee for a Constructive Tomorrow

Competitive Enterprise Institute Frontiers of Freedom

Marshall Institute Heartland Institute

Tech Central Station

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Google Scraper: https://wiki.digitalmethods.net/Dmi/ToolGoogleScraper

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Findings

Influence of climate skeptics in media is disproportionate given their relatively marginal

influence in key spaces.

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Digital Methods Initiative (2007) “Climate Change Skeptics”.Available at: https://wiki.digitalmethods.net/Dmi/ClimateChangeSkeptics

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3. Networks

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The rise of networks

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Mark Lombardi’s “Narrative Structures” (1990-2000)

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Josh On’s “They Rule” (2005)

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Muckety: http://www.muckety.com/

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Little Sis: http://littlesis.org/

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Networks have yet to have their “breakthrough moment” in journalism

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“Follow the Networks” project atTow Center for Digital Journalism, Columbia University.

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How are networks concepts and analysis being used in journalism?

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A proposed classification of narrative functions for networks in journalism

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Five different ways in which networks have been used in journalism

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1. Showing networks around a single actor

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Washington Post, “Top Secret America” (2010)

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Thomson Reuters, “Connected China” (2013)

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2. Revealing hubs or authorities (key actors)

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New Scientist, “The Stem Cell Wars” (2010)

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JoongAng Ilbo, “Park Young-joon at the Center ofPresident Lee Myung-bak’s Human Resources Network” (2002)

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3. Showing scale, complexity and topology of a network

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Thomson Reuters, “Connected China” (2013)

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New York Times, “Among the Oscar Contenders, a Host of Connections” (2013)

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4. Showing alliances and oppositions

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Global News, “Visualizing the split on Toronto City Council” (2012)

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5. Showing evolution of networks over time

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Global News, “Visualizing the split on Toronto City Council” (2012)

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How might networks concepts and analysis be used in journalism in the future?

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Functions of network analysis in the newsroom

• Presentational or storytelling device • Story discovery • Exploratory analysis of complex networks

and big databases • Newsroom knowledge management • Internal reference resource

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Opportunities

• New insights into large and complex systems

• More network analysis, rather than just network mapping

• New data and methods for tracing networks using social media and hyperlink analysis

• Identifying new sources for interviews • Researchers and journalists collaborating to

tell stories about complex topics

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Challenges

• Lack of awareness • Lack of flagship projects • Time, resource and budget constraints • Lack of technical capacity and tooling • Speed of tools and methods • Lack vocabulary for talking about network

analysis

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Thank You!Liliana Bounegru | lilianabounegru.org | @bb_liliana

Jonathan Gray | jonathangray.org | @jwyg