What Actor-Network Theory (ANT) 
and digital methods can do for data 
journalism research and practice 
21st October 2014, Ghent University 
Liliana Bounegru | lilianabounegru.org | @bb_liliana!
Using ANT and digital methods! 
I. to study data journalism! 
II. to do data journalism
I. Using ANT and digital methods 
to study data journalism
Geeks vs. pundits: ! 
The clash of two 
epistemological cultures
"Nate Silver says this is a 73.6 percent chance that the president is going to win? Nobody in that campaign 
thinks they have a 73 percent chance — they think they have a 50.1 percent chance of winning. And you 
talk to the Romney people, it’s the same thing. . . . Anybody that thinks that this race is anything but a toss-up 
right now is such an ideologue, they should be kept away from typewriters, computers, laptops and 
microphones for the next 10 days, because they're jokes." (Joe Scarborough, MSNBC, 2012)
“I am Nate Silver, the Lord and God of the Algorithm!” (Jon 
Stewart, 2012)
How to study this collision 
with ANT and digital 
methods
“[T]here is nothing specific to social order; (…) there is no 
social dimension of any sort, no social ‘context’, no distinct 
domain of reality to which the label ‘social’ or ‘society’ could 
be attributed; (…) no ‘social force’ is available to ‘explain’ 
the residual features other domains cannot account for (…) 
and (…) society, far from being the context ‘in which’ 
everything is framed, should rather be constructed as one of 
the many connecting elements circulating in tiny conduits” 
– Bruno Latour, Reassembling the Social: An Introduction to Actor-Network 
Theory (2005)
“The social is visible only by the traces it leaves..” 
– Bruno Latour, Reassembling the Social: An Introduction to Actor-Network 
Theory (2005)
“The interest of electronic media lies in the fact 
that every interaction that passes through them 
leaves traces..” 
– Bruno Latour & Tommaso Venturini, “The Social Fabric: 
Digital Traces and Quali-quantitative Methods” (2009)
Digital methods are “methods of the medium” 
designed to repurpose digital objects such as 
tags, likes, links and hashtags to study issues. 
– Digital Methods Initiative
1. An online mapping of 
data journalism
Who speaks about data journalism and what 
issues are at stake? 
What groups and practices are articulated around 
labels associated with data journalism online? 
What visions and values do they promote?
Twitter: co-hashtag analysis, social graph by 
mentions, URL frequency 
Web: Historical Google rankings, hyperlink analysis 
Mailing lists: lexical analysis, social graph by 
replies
2. The life of data in the 
newsroom
“Objects, too, have agency” 
– Bruno Latour, Reassembling the Social: An Introduction to Actor-Network 
Theory (2005)
“[F]ocusing on the objects of journalism […] 
can provide scholars with insights into the 
social, material, and cultural context that 
suffuses our technologically obsessed world.” 
– C.W. Anderson and Juliette De Maeyer, “Introduction: Objects of 
Journalism and the News”, 2014
What journalistic practices, values and visions 
are articulated around the use of data as raw 
material for reporting? 
How are traditional journalistic practices, values 
and norms, transformed?
Ethnography 
Interviews 
Observations 
Internal documents 
Digital methods
3. The politics of 
quantitative methods in 
the newsroom
Where do journalists’ attachments to particular forms of 
quantitative analysis come from? 
How are these commitments articulated? 
How do they shape the process of knowledge production 
and its outcomes? 
What quantitative methods are being left out? (the question 
of alternative histories)
Ethnography 
Secondary literature 
Digital methods
II. Using ANT and digital methods 
to do data journalism!
Controversy mapping for 
journalism!
STS 
researchers 
leading 
digital 
newsrooms 
new ways of 
covering 
complex issues 
+ =
suite of open source tools for capturing, 
analysing and narrating socio-technical 
controversies for journalism
Examples!
Mapping the rise of the 
far right in Europe with 
the web and social 
media
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
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
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
What are the recruitment methods 
of far right groups?
Are current recruitment counter-measures 
proving effective?
What kinds of issues are most active 
amongst far right groups?
How are far right extremist groups connected 
to populist right and other right wing groups?
Profiles for 13 European countries.
1. List of links per country 
2. Analyse links between them 
3. Study issues and actors
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.
Greece: blood and soil and organic markets
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
Hungary: horse and yurt recruitment festivals
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
Taking back the yurt?
Counter-Jihadist groups on social media
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
Hope Not Hate (2012) “Counter-Jihad Report”. 
Available at: http://www.hopenothate.org.uk/counter-jihad/
Are different Counter-Jihadist groups in 
Europe connected? If so how?
Digital Methods Initiative. “Counter-Jihadist Networks: Mapping 
the Connections Between Facebook Groups in Europe.”
Digital Methods Initiative. “Counter-Jihadist Networks: Mapping 
the Connections Between Facebook Groups in Europe.”
Findings 
Facebook is an important medium for extremist 
groups. 
! 
Three main clusters based on geographical 
proximity. 
! 
European Counter-Jihadist groups are networked 
and transnational.
Who are the new leaders?
Findings! 
! 
Offline leaders are active on Facebook. 
! 
There are also new emerging online leaders. 
! 
New technique for identifying online leaders.
Some tools and 
techniques that organise 
web and social media for 
research…
“Netvizz is a tool that extracts data from 
different sections of the Facebook platform 
(personal profile, groups, pages) for research 
purposes.”
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.
Netvizz: https://tools.digitalmethods.net/netvizz/facebook/netvizz/
“The Twitter Capture and Analysis Toolset 
(DMI-TCAT) captures tweets and allows for 
multiple analyses (hashtags, mentions, users, 
search, ...).”
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.
TCAT: https://wiki.digitalmethods.net/Dmi/ToolDmiTcat
TCAT: https://wiki.digitalmethods.net/Dmi/ToolDmiTcat
The Issue Crawler
“A software tool that locates and visualizes 
networks on the web”
Issue Crawler: https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler
“Gephi is an interactive visualization and 
exploration platform for all kinds of networks 
and complex systems, dynamic and 
hierarchical graphs.”
Gephi: http://gephi.org
Techniques! 
Co-occurrence analysis to identify themes 
Network analysis to identify actors and sources 
Hyperlink analysis to explore “politics of 
association” 
Resonance analysis to identify source 
partisanship
Thank You! 
Liliana Bounegru | lilianabounegru.org | @bb_liliana

What Actor-Network Theory (ANT) and digital methods can do for data journalism research and practice

  • 1.
    What Actor-Network Theory(ANT) and digital methods can do for data journalism research and practice 21st October 2014, Ghent University Liliana Bounegru | lilianabounegru.org | @bb_liliana!
  • 3.
    Using ANT anddigital methods! I. to study data journalism! II. to do data journalism
  • 4.
    I. Using ANTand digital methods to study data journalism
  • 5.
    Geeks vs. pundits:! The clash of two epistemological cultures
  • 6.
    "Nate Silver saysthis is a 73.6 percent chance that the president is going to win? Nobody in that campaign thinks they have a 73 percent chance — they think they have a 50.1 percent chance of winning. And you talk to the Romney people, it’s the same thing. . . . Anybody that thinks that this race is anything but a toss-up right now is such an ideologue, they should be kept away from typewriters, computers, laptops and microphones for the next 10 days, because they're jokes." (Joe Scarborough, MSNBC, 2012)
  • 7.
    “I am NateSilver, the Lord and God of the Algorithm!” (Jon Stewart, 2012)
  • 8.
    How to studythis collision with ANT and digital methods
  • 9.
    “[T]here is nothingspecific to social order; (…) there is no social dimension of any sort, no social ‘context’, no distinct domain of reality to which the label ‘social’ or ‘society’ could be attributed; (…) no ‘social force’ is available to ‘explain’ the residual features other domains cannot account for (…) and (…) society, far from being the context ‘in which’ everything is framed, should rather be constructed as one of the many connecting elements circulating in tiny conduits” – Bruno Latour, Reassembling the Social: An Introduction to Actor-Network Theory (2005)
  • 10.
    “The social isvisible only by the traces it leaves..” – Bruno Latour, Reassembling the Social: An Introduction to Actor-Network Theory (2005)
  • 11.
    “The interest ofelectronic media lies in the fact that every interaction that passes through them leaves traces..” – Bruno Latour & Tommaso Venturini, “The Social Fabric: Digital Traces and Quali-quantitative Methods” (2009)
  • 12.
    Digital methods are“methods of the medium” designed to repurpose digital objects such as tags, likes, links and hashtags to study issues. – Digital Methods Initiative
  • 13.
    1. An onlinemapping of data journalism
  • 14.
    Who speaks aboutdata journalism and what issues are at stake? What groups and practices are articulated around labels associated with data journalism online? What visions and values do they promote?
  • 15.
    Twitter: co-hashtag analysis,social graph by mentions, URL frequency Web: Historical Google rankings, hyperlink analysis Mailing lists: lexical analysis, social graph by replies
  • 16.
    2. The lifeof data in the newsroom
  • 17.
    “Objects, too, haveagency” – Bruno Latour, Reassembling the Social: An Introduction to Actor-Network Theory (2005)
  • 18.
    “[F]ocusing on theobjects of journalism […] can provide scholars with insights into the social, material, and cultural context that suffuses our technologically obsessed world.” – C.W. Anderson and Juliette De Maeyer, “Introduction: Objects of Journalism and the News”, 2014
  • 19.
    What journalistic practices,values and visions are articulated around the use of data as raw material for reporting? How are traditional journalistic practices, values and norms, transformed?
  • 20.
    Ethnography Interviews Observations Internal documents Digital methods
  • 21.
    3. The politicsof quantitative methods in the newsroom
  • 22.
    Where do journalists’attachments to particular forms of quantitative analysis come from? How are these commitments articulated? How do they shape the process of knowledge production and its outcomes? What quantitative methods are being left out? (the question of alternative histories)
  • 23.
  • 24.
    II. Using ANTand digital methods to do data journalism!
  • 26.
  • 27.
    STS researchers leading digital newsrooms new ways of covering complex issues + =
  • 28.
    suite of opensource tools for capturing, analysing and narrating socio-technical controversies for journalism
  • 29.
  • 30.
    Mapping the riseof the far right in Europe with the web and social media
  • 31.
    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
  • 32.
    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
  • 33.
    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
  • 34.
    What are therecruitment methods of far right groups?
  • 35.
    Are current recruitmentcounter-measures proving effective?
  • 36.
    What kinds ofissues are most active amongst far right groups?
  • 37.
    How are farright extremist groups connected to populist right and other right wing groups?
  • 38.
    Profiles for 13European countries.
  • 39.
    1. List oflinks per country 2. Analyse links between them 3. Study issues and actors
  • 40.
    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.
  • 41.
    Greece: blood andsoil and organic markets
  • 42.
    Rogers, R. etal (2013) “Right-Wing Formations in Europe and Their Counter-Measures: An Online Mapping”. Digital Methods Initiative. https://wiki.digitalmethods.net/Dmi/RightWingPopulismStudy
  • 44.
    Hungary: horse andyurt recruitment festivals
  • 45.
    Rogers, R. etal (2013) “Right-Wing Formations in Europe and Their Counter-Measures: An Online Mapping”. Digital Methods Initiative. https://wiki.digitalmethods.net/Dmi/RightWingPopulismStudy
  • 47.
  • 48.
  • 49.
    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
  • 50.
    Hope Not Hate(2012) “Counter-Jihad Report”. Available at: http://www.hopenothate.org.uk/counter-jihad/
  • 51.
    Are different Counter-Jihadistgroups in Europe connected? If so how?
  • 52.
    Digital Methods Initiative.“Counter-Jihadist Networks: Mapping the Connections Between Facebook Groups in Europe.”
  • 53.
    Digital Methods Initiative.“Counter-Jihadist Networks: Mapping the Connections Between Facebook Groups in Europe.”
  • 54.
    Findings Facebook isan important medium for extremist groups. ! Three main clusters based on geographical proximity. ! European Counter-Jihadist groups are networked and transnational.
  • 55.
    Who are thenew leaders?
  • 57.
    Findings! ! Offlineleaders are active on Facebook. ! There are also new emerging online leaders. ! New technique for identifying online leaders.
  • 58.
    Some tools and techniques that organise web and social media for research…
  • 59.
    “Netvizz is atool that extracts data from different sections of the Facebook platform (personal profile, groups, pages) for research purposes.”
  • 60.
    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.
  • 61.
  • 62.
    “The Twitter Captureand Analysis Toolset (DMI-TCAT) captures tweets and allows for multiple analyses (hashtags, mentions, users, search, ...).”
  • 63.
    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.
  • 64.
  • 65.
  • 66.
  • 67.
    “A software toolthat locates and visualizes networks on the web”
  • 68.
  • 69.
    “Gephi is aninteractive visualization and exploration platform for all kinds of networks and complex systems, dynamic and hierarchical graphs.”
  • 70.
  • 71.
    Techniques! Co-occurrence analysisto identify themes Network analysis to identify actors and sources Hyperlink analysis to explore “politics of association” Resonance analysis to identify source partisanship
  • 72.
    Thank You! LilianaBounegru | lilianabounegru.org | @bb_liliana