What do we see when we look at networks

It is an increasingly common practice in several natural and social sciences to rely on network visualisations both as heuristic tools to get a first overview of relational datasets and as a way to offer an illustration of network analysis findings. Such practice has been around long enough to prove that scholars find it useful to project networks on a space and to observe their visual appearance as a proxy for their topological features. Yet this practice remains largely based on intuition and no investigation has been carried out on to render explicit the foundations and limits of this type of exploration. This paper provides such analysis, by conceptually and mathematically deconstructing the functioning of force-directed layouts and by providing a step-by-step guidance on how to make networks readable and interpret their visual features.

What do we see when we look at networks an introduction to visual network analysis and force-directed layouts. Tommaso Venturini, Mathieu Jacomy, Pablo Jensen

Read the paper in Arxiv

Political Anthropological Research on International Social Sciences (PARISS)

I’ve recently be asked to be part of the editorial board of the newly founded journal “Political, Anthropological Research on International Social Sciences” (P.A.R.I.S.S.).

The journal aims to encourage scholars to write across disciplines, academic cultures and writing styles in order to open up orthodox conventions based on assumptions about what proper scholarship should do. Similar to questions of nature that cannot be neatly separated into categories of chemistry, biology or physics, we believe that the social sciences require transversal sites for thought and practice. P.A.R.I.S.S. is such a site. Our journal constitutes a step towards transversality and de-disciplinarization, bringing together multiple disciplines in an effort to transcend them.

See the homepage of the journal

“API-based research” or how can digital sociology and digital journalism studies learn from the Cambridge Analytica affair

This paper draws on the Cambridge Analytica scandal to discuss the future of API-based research and the importance to develop more solid and diverse digital fieldwork practice.

API-based research is an approach to computational social sciences and digital sociology based on the extraction of records from the datasets made available by online platforms through their application programming interfaces (or APIs). This type of research has allowed the collection of detailed information on large populations, thereby effectively challenging the distinction between qualitative and quantitative methods. Lately, access to this source of data has been significantly reduced after a series of scandals connected to the use of personal information collected through online platforms. The closure of APIs, however, can have positive effects, if it encourages researchers to reduce their dependence on mainstream platforms and explore new sources and ways to collect records on online interactions that are closer to the digital fieldwork.

Venturini, Tommaso, and Richard Rogers. 2019. “‘API-Based Research’ or How Can Digital Sociology and Digital Journalism Studies Learn from the Cambridge Analytica Affair.” Digital Journalism, Forthcoming.

Download the preprint

From Fake to Junk News, the Data Politics of Online Virality

‘Fake news’ is a key subject of data politics, but also a tricky a one. As this chapter aims to show, various phenomena signified by this misleading label have little in common, except being opposite to the kind of algorithmic intelligence that most other chapters present as the main concern of data politics. This does not mean that ‘fake news’ is not related to computational analytics or political intentions, but it does mean that this relation is not straightforward.

To discuss this relation, I will go through a three-stage argument. First, I will criticise the notion of ‘fake news’, dismissing the idea that this type of misinformation can be defined by its relationship to truth. Second, I will propose a different definition of this phenomenon based on its circulation rather than of its contents. Third, I will reintroduce the connection to data politics, by describing the economic, communicational, technological, cultural and political dimensions of junk news.

Venturini, T. (2019). From Fake to Junk News, the Data Politics of Online Virality. In D. Bigo, E. Isin, & E. Ruppert (Eds.), Data Politics: Worlds, Subjects, Rights. London: Routledge (forthcoming).

Download the chapter


The Jazz Network

For an upcoming article that I am preparing on Visual Network Analysis with Mathieu Jacomy and Pablo Jensen, I’ve created a testbed network of the actors of the jazz scene.

Download the zipped .gexf of the network

Read how it has been generated and analysed

Ator-rede versus Análise de Redes versus Redes Digitais: falamos das mesmas redes?

Venturini, Tommaso, Anders Munk, Mathieu Jacomy, Tommaso Venturini, Anders Munk, and Mathieu Jacomy. 2018. “Ator-Rede versus Análise de Redes versus Redes Digitais: Falamos Das Mesmas Redes?” Galáxia (São Paulo), no. 38: 5–27. doi:10.1590/1982-2554236645.

The Portuguese translation of my paper “Actor-Network VS Network Analysis VS Digital Networks Are We Talking About the Same Networks?”

Read it online

Download the PDF

Confessions of a Fake News Scholar

Tommaso Venturini (2018). Confession of a Fake News Scholar (or “on to study popular subject). 68th Annual Conference – International Communication Association, Prague, 24-28 May 2018

Should we talk about “fake news”? According to several observers, we shouldn’t as this notion is vague, politically dangerous; indistinguishable from past misinformation; charged with a simplistic idea of truth, and missing the most important feature of the phenomenon it defines. Such feature is not deceptiveness, but virality – the capacity to pollute media public debate by spreading and transforming. But if virality is the defining features of fake news, then isn’t their critique another way of propagating the infection? Yes and no. Yes, if we stop at the critique. No, if we exploit it to encourage a media inquiry. Because of its simplicity, exaggeration, diffusion, rapid reproduction and mutation, fake news may be the drosophila of media studies.

Download the full paper

Download the slides of my presentation

Japanese translation of the Field Guide to ‘Fake News’

The Public Data Lab and myself are delighted to see the Japanese translation of the Field Guide to ‘Fake News’ and Other Information Disorders”. Through its various recipes we hope to inspire investigations and experiments not only around misleading content, but also the platforms, infrastructures and algorithms through which they are shared, quantified, monetised and through which they gain their viral character. Recent events serve as a reminder that this remains a vital area for research, reporting, public debate and public policy – and we look forward to seeing how the guide is used in Japan.

Download the Field Guide in Japanese

A Reality Check(-list) for Digital Methods

Venturini, T., Bounegru, L., Gray, J., & Rogers, R. (2018). A reality check(list) for digital methods. New Media & Society, (forthcoming), doi.org/10.1177/1461444818769236

Digital Methods can be defined as the repurposing of the inscriptions generated by digital media for the study of collective phenomena. The strength of these methods comes from their capacity to take advantage of the data and computational capacities of online platforms; their weakness comes from the difficulty to separate the phenomena that they investigate from the features of the media in which they manifest (‘the medium is the message’, according to McLuhan’s 1964 dictum). In this article, we discuss various methodological difficulties deriving from the lack of separation between medium and message and propose eight practical precautions to deal with it.

Download the preprint

Read the article online

Ploughing Digital Landscapes: How Facebook Influences the Evolution of Live Video Streaming

Rein, K. & Tommaso Venturini. (2018). Ploughing Digital Landscapes: How Facebook Influences the Evolution of Live Video Streaming. New Media & Society Forthcoming. doi:10.1177/1461444817748954.

In this article, we discuss Facebook’s strategy to influence the development of a new communication format known as live video streaming. We take this case study as an example of the ways in which Web platforms operate to harness media innovations and their social uses. The case of Facebook Live illustrates exemplary how, far from developing spontaneously, media landscapes are actively shaped by the technological and financial initiatives of their more influential players. In this article, we describe how Facebook’s technical infrastructure and partnership scheme influence the editorial organisation as well as the storytelling of live video streaming.

Download the preprint

Read the article online

A Field Guide to Fake News

Today sees the launch of A Field Guide to “Fake News and Other Information Disorders, a new free and open access resource to help students, journalists and researchers investigate misleading content, memes, trolling and other phenomena associated with recent debates around “fake news”.

The field guide responds to an increasing demand for understanding the interplay between digital platforms, misleading information, propaganda and viral content practices, and their influence on politics and public life in democratic societies.

It contains methods and recipes for tracing trolling practices, the publics and modes of circulation of viral news and memes online, and the commercial underpinnings of this content. The guide aims to be an accessible learning resource for digitally-savvy students, journalists and researchers interested in this topic.

Download the field guide

Read an article presenting the project and its first results

Read an article using the methods of the guide on BuzzFeed News

Hors champs: la multipositionnalité par l’analyse des réseaux

Venturini, T., Jacomy, M., Baneyx, A., & Girard, P. (2016). Hors champs: la multipositionnalité par l’analyse des réseaux. Réseaux, 199(5), 11–42. http://doi.org/10.3917/res.199.0011

This article is based on a research by Luc Boltanski on professor of the Institut des Étude Politique of Paris. In this research, Boltanski relies on a table to represent different social fields and to show that the French elite and elites in general are characterized above all by its multipositionality – that is to say by the tendency of its members to occupy several positions in several fields. By replacing Boltanski’s table with a network of individuals and institutions, we will discuss the features and the benefits of a heterogeneous network sociology.

Download the preprint

Read the article online

The Fish Tank Complex of Social Modelling

Venturini, T. (2018). The Fish Tank Complex of Social Modelling. In M. Nagatsu & A. Ruzzene (Eds.), Frontiers of Social Science: A Philosophical Reflection. New York: Bloomsbury (forthcoming).

In the BBC documentary The Blue Planet, the British naturalist David Attenborough narrates marine life commenting on the ‘time-lapsed’ images of a tropical reef. The images are beautiful and surprising. Played at accelerated speed, the sequences reveal corals for what they are: not minerals or plants, but animals who grow, crawl, hunt and fight to survive. The effect is startling: the change of tempo shatters the relation between the action and its scenery. While the expected actors disappeared (as the fishes of the reef), the theater wings suddenly come alive and take the center of the stage. A similar effect, I hold, can be experienced in social phenomena by abandoning the spatial metaphors we traditionally use to understand them.

I refer here to the classic micro/macro distinction, which not only distinguish actors from structures, but also picture them as nested levels, with actors moving through structures as trains travelling through railways. To be sure, most social theories admit relations between the two levels. Yet, relation does not question separation and our imagination remains trapped in a sort of ‘fish tank complex’ – a conceptual framing where social actors moves against a static background, like fishes in a plastic aquarium.

Download the PDF of the article

Visual Network Exploration for Data Journalists

Venturini, T., Jacomy, M., Bounegru, L., & Gray, J. (2018). Visual Network Exploration for Data Journalists. In S. I. Eldridge & B. Franklin (Eds.), The Routledge Handbook to Developments in Digital Journalism Studies. Abingdon: Routledge. (forthcoming)

Networks are classic but under-acknowledged figures of journalistic storytelling.  Yet, journalists have so far made little use of the analytical resources offered by networks. To address this problem in this chapter we examine how “visual network exploration” may be brought to bear in the context of data journalism in order to explore, narrate and make sense of large and complex relational datasets. We borrow the more familiar vocabulary of geographical maps to show how key graphical variables such as position, size and hue can be used to interpret and characterise graph structures and properties. We illustrate this technique by taking as a starting point a recent example from journalism, namely a catalogue of French information sources compiled by Le Monde’s Decodex. We establish that good visual exploration of networks is an iterative process where practices to demarcate categories and territories are entangled and mutually constitutive.

Download the PDF of the article

An unexpected journey: A few lessons from sciences Po médialab’s experience

Venturini, T., Jacomy, M., Meunier, A., & Latour, B. (2017). An unexpected journey: A few lessons from sciences Po médialab’s experience. Big Data & Society, 4(2), 205395171772094. doi.org/10.1177/2053951717720949

In this article, we present a few lessons we have learnt during our experience at the Sciences Po médialab. These lessons concern three main aspects of the sociological work: the traces and data that we investigate; the methods with which we analyse them; and the social theory that we use to interpret our results. In all these aspects, the médialab journey brought us to overcome the oppositions that characterize social sciences (qualitative/quantitative, situation/aggregation, micro/macro, local/global) and to move in the direction of a more continuous sociology.

Download the PDF of the article
Read the article online at Big Data and Society

From Analysis to Presentation

Boechat, Marina, and Tommaso Venturini. 2016. “From Analysis to Presentation: Information Visualization for Reifying Issues and Reenacting Insights in Visual Data Analysis.” Les Cahiers Du Numérique 4: 185–205. doi:10.3166/LCN.12.4.185-204.

In this paper, we discuss the use of information visualization in digital sociology, (particularly in Controversy Mapping), and its role in outlining issues and objects of study through progressive insights. We believe the differences in visualizations between analysis and presentation are better understood as linked by a chain of transformations, rather than as two separate and stable levels of representation. We propose that, through such chain, two research movements are performed: the reification of issues, related to the construction of a stable consensus, and the reenaction of insights, that points to the role of visualizations as communication tools. We will illustrate such movements and effects by using a few examples of visualizations produced in the EMAPS research project.

Read the preprint version of the paper

HDR (Habilitation à Diriger des Recherches)


Controversy Mapping, a Travel Companion
HDR in media studies (CNU 71), defended and obtained on 26/09/2016
by Tommaso Venturini (under the Supervision of Pablo Jensen, Ecole Normale Supérieure de Lyon)
Jury: Richard Rogers, Dominique Pestre, Didier Bigo, Eric Fleury, Dominique Vinck

Since my arrival at the médialab of Sciences Po, 6 years ago, my research path has not been straight. Following the projects that I led (EMAPS, MEDEA) and to which I have participated (MACOSPOL, Contropedia, SOURCE, DIME-SHS Web, Politiques de la Terre, AIME…), it has zigzagged through disciplines and traditions and brought me in contact with various epistemic communities, including STS; digital methods; complex network analysis; environmental politics; information design; media studies; natural language processing and more.

In all these encounters, what interested me has been the chance to run experiments, test unusual mixes, try new approaches to the study of collective life. Orthodoxy and faultlessness, I confess, have never been my greatest preoccupations.

Yet, my experiments have not been inconsistent. Traveling far lands, I did not just sightsee. I collected bits and pieces and stitched them together in an ensemble that starts to look (to me at least) more and more coherent. Such coherence, of course, is not straightforward. It is tentative, in progress and, too often, implicit. My HDR thesis provides a much-welcomed occasion to address such coherence explicitly and to do it through a comprehensive account of what Controversy Mapping is to me.

It is CM that brought me to the médialab, it is the course I have been teaching the last 8 years and the approach that supported most of my projects. CM is also a method with a solid tradition and an upward trajectory, increasingly used around the world for teaching and research. Yet, CM still lacks its instruction manual – a text that would distill its unusual brew of STS reflections and digital developments. My HDR thesis is an effort in this direction.

Sprinting with Data


The presentation that I gave at the Symposium on “Evidence and the Politics of Policymaking” at the Institute for Policy Research of the University of Bath.

See the slides of my presentation

Contrasting medium and genre on Wikipedia to open up Geoengineering


Markusson, Nils, Tommaso Venturini, Andreas Kaltenbrunner, and David Laniado. 2016. “Contrasting Medium and Genre on Wikipedia to Open up Geoengineering.” Big Data & Society 3(2).

An investigation of the place of geoengineering in public debate through the study of networks of Wikipedia pages.

Read the article online

Download the article

Hyphe, a Curation-Oriented Approach to Web Crawling


Jacomy, Mathieu; Girard, Paul; Ooghe-Tabanou, Benjamin; Venturini, Tommaso (2016). Hyphe, a Curation-Oriented Approach to Web Crawling for the Social Sciences. International AAAI Conference on Web and Social Media.

A paper and a poster on the functioning of Hyphe, the Web crawler developed by the médialab, and the conceptual principles behind it.

Read the paper online

Download the paper

Download the poster

Data-Sprint: a Public Approach to Digital Research


Venturini, T., Munk, A., & Meunier, A. (2016). Data-Sprint: a Public Approach to Digital Research. (C. Lury, P. Clough, M. Michael, R. Fensham, S. Lammes, A. Last, & E. Uprichard, Eds.) Interdisciplinary Research Methods (forthcoming).

This paper is about the politics of transdisciplinarity. Not in the sense of the research politics fostering collaboration across disciplines, but in the stronger sense of transcending disciplinary boundaries to make significant political contributions. In short: it is about the making research public. Also, this chapter is not theoretical: it discusses the role of social sciences in collective life, but only to introduce (through a concrete example) an original transdisciplinary practice, that we call data-sprinting.

Read the pre-print version of the paper

Narrating Networks: Exploring the Affordances of Networks as Storytelling Devices in Journalism


Bounegru, L., Venturini, T., Gray, J., & Jacomy, M. (2016). Narrating Networks: Exploring the Affordances of Networks as Storytelling Devices in Journalism. Digital Journalism, (forthcoming).

While the mathematical and analytical capabilities of networks have been extensively studied over the years, in this article we argue that the storytelling affordances of networks have been comparatively neglected. In order to address this we use multimodal analysis to examine the stories that networks evoke in a series of journalism articles. We discuss five different kinds of narrative readings of networks illustrated with analyses of examples from journalism.

Read the pre-print version

How to Tell Stories with Networks: Exploring the Narrative Affordances of Graphs with the Iliad


Venturini, T., Bounegru, L., Jacomy, M., & Gray, J. (2016). How to Tell Stories with Networks: Exploring the Narrative Affordances of Graphs with the Iliad. In Datafied Society. Amsterdam: University Press (forthcoming).

The preview of the pre-print version of a chapter for the Datafied Society book that I wrote with Liliana Bounegru, Mathieu Jacomy and Jonathan Gray.

It use the network of the characters of Homer’s Iliad to exemplify six different types of stories that can be told about a graph.

Read the pre-print version

Detecting Global Bridges in Networks


Jensen, P., Morini, M., Marton, K., Venturini, T., Vespignani, A., Jacomy, M., … Fleury, E. (2016). Detecting global bridges in networks. Network Science.

The identification of nodes occupying important positions in a network structure is crucial for the understanding of the associated real-world system. Usually, betweenness centrality is used to evaluate a node capacity to connect different graph regions. However, we argue here that this measure is not adapted for that task, as it gives equal weight to “local” centers (i.e. nodes of high degree central to a single region) and to “global” bridges, which connect different communities. In this paper we propose a decomposition of betweenness centrality into two terms, one highlighting the local contributions and the other the global ones. We call the latter bridgeness centrality and show that it is capable to specifically spot out global bridges.

Download the preprint

O Todo é Sempre Menor que as Partes: um teste digital acerca das mônadas de Gabriel Tarde


Latour, B., Jensen, P., Boullier, D., Grauwin, S., & Venturini, T. (2015). O Todo é Sempre Menor que as Partes: um teste digital acerca das mônadas de Gabriel Tarde. Parágrafo, 2(3).

The Portuguese version of “The Whole is Always Smaller than the Sum of its Part”

Read the article online

Download the pdf

Visual Network Analysis


Venturini, T., Jacomy, M, De Carvalho Pereira, D. Visual Network Analysis (working paper)

The visualization of networks has so far lacked of reflexivity and formalization. Though all network analysis packages propose rich libraries of visualization functions, most literature on networks analysis is still centered on mathematical metrics and does not detail how to read visualized network. We painfully lack the conceptual tools to think about the projection of graphs in the space.  This paper means to contribute to such reflection and propose a tentative framework for the visual analysis of networks. To do so we will draw on the visual semiotics of Jacques Bertin (1967) and in particular on three of its variables: positions, size and hue. The papers is divided in three sections, each addressing one of the three variables. Each section will explain how to project one variable on networks and provide guidance on how to make sense of the resulting image.


Download the working paper

Designing Controversies and their Publics


Venturini, T., Ricci, D., Mauri, M., Kimbell, L., & Meunier, A. (2015). Designing Controversies and their Publics. Design Issues, 31(3)

Striving to make the intricacy of scientific debate readable for a larger public, controversy mapping is trapped in a classic simplicity/complexity trade-­off: how to respect the richness of controversies without designing maps too complicated to be useful? Having worked on the question for almost two years in a project bringing together social scientists and designers (emapsproject.com1), we can now propose a way out of this contradiction and suggest three ways of moving through the simplicity/complexity continuum.

Dowload the preprint

Watch a conference I gave on the topic at the University of Leuven

Actor-Network VS Network Analysis VS Digital Networks Are We Talking About the Same Networks?


Venturini, T., Munk, A., & Jacomy, M. (2016). Actor-Network VS Network Analysis VS Digital Networks Are We Talking About the Same Networks? In D. Ribes & J. Vertesi (Eds.), DigitalSTS: A Handbook and Fieldguide (forthcoming).

A paper that I wrote with Anders Munk and Mathieu Jacomy for the forthcoming Handbook of Digital STS. It addresses the thorny question of the ambiguity of the word ‘network’

Read the working version of the paper

Scientometrics Landscape


A post I published on the blog of the Sciences Po médialab to present the technique of ‘scientometrics landscape’ that we are using to generate maps of the different meanings of CO2 for the ‘Politique de la Terre’ programme.

In the last decades, a humble chemical molecule has become one of the most important actors of modern collective life. Carbon dioxide, or CO2, is increasingly used as a key marker for politics and economics both at the national and international level. The molecule has thus assumed a variety of different meanings according to who use its name. Chemists, biologists, geologists, soil scientists, physicists, climatologists, they all have different CO2 definitions. And their definitions differ from those of the economists, geo-politicians and NGOs and probably even more from the different representations that public opinion may have of the molecule. Instead of trying to average these definitions, we have tried to make these definitions comparable, using advanced techniques in visual scientometrics to disaggregated the CO2 cycle and transform it into a series of ‘CO2 geo-political maps’.

Read the post on the médialab website

Societal Controversies in Wikipedia Articles


Borra, E., Weltevrede, E., Ciuccarelli, P., Kaltenbrunner, A., Laniado, D., Magni, G., … Venturini, T. (2015). Societal Controversies in Wikipedia Articles. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems – CHI ’15 (pp. 193–196). doi:10.1145/2702123.2702436

Collaborative content creation inevitably reaches situations where different points of view lead to conflict. We focus on Wikipedia, the free encyclopedia anyone may edit, where disputes about content in controversial articles often reflect larger societal debates. While Wikipedia has a public edit history and discussion section for every article, the substance of these sections is difficult to phantom for Wikipedia users interested in the development of an article and in locating which topics were most controversial. In this paper we present Contropedia, a tool that augments Wikipedia articles and gives insight into the development of controversial topics. Contropedia uses an efficient language agnostic measure based on the edit history that focuses on wiki links to easily identify which topics within a Wikipedia article have been most controversial and when.

Read the paper

Fill in the Gap. A New Alliance for Social and Natural Sciences


Venturini, T., Jensen, P., & Latour, B. (2015). Fill in the Gap: A New Alliance for Social and Natural Sciences. Journal of Artificial Societies and Social Simulation, 18(2), 11.

In the last few years, electronic media brought a revolution in the traceability of social phenomena. As particles in a bubble chamber, social trajectories leave digital trails that can be analyzed to gain a deeper understanding of collective life. To make sense of these traces a renewed collaboration between social and natural scientists is needed. In this paper, we claim that current research strategies based on micro-macro models are unfit to unfold the complexity of collective existence and that the priority should instead be the development of new formal tools to exploit the richness of digital data.

The paper has scored #1 in the most viewed JASSS articles for over 8 weeks!

Read the paper in the Journal of Artificial Societies and Social Simulations

Download the preprint

Méthodes digitales: Approches quali/quanti des données numériques


Venturini, T., Cardon, D., & Cointet, J.-P. (2015). Méthodes digitales: Approches quali/quanti des données numériques – Présentation du numéro spécial. Réseaux, 188, 9. doi:10.3917/res.188.0009

The special issue on digital and quali-quantitative methods that I curated with Jean-Philippe Cointet et Dominique Cardon for the French journal Réseaux.

Day after day new methods appear in the social sciences eroding the classical dichotomy between qualitative and quantitative approaches, circulating between micro and macro, local and global, and allowing researchers to process large amounts of data without sacrificing the thickness of their analysis. These are the experiences gathered in this issue, without exclusion of disciplines, objects or approaches.

Read the introduction to the volume

Read the papers of the special issue

Review of “An Aesthesia of Networks” by Anna Munster


My review of the excellent book by Anna Muster and networks and their aesthetics.

Read the review

Buy the book


Big Data and Society (editorial board)


An open access peer-reviewed scholarly journal on digital methods in the social sciences whose editorial board I sit in. Big Data and Society moves beyond usual notions of Big Data and treats it as an emerging field of practices that is not defined by but generative of (sometimes) novel data qualities such as high volume and granularity and complex analytics such as data linking and mining. It thus attends to digital content generated through online and offline practices in social, commercial, scientific, and government domains. This includes, for instance, content generated on the Internet through social media and search engines but also that which is generated in closed networks (commercial or government transactions) and open networks such as digital archives, open government and crowdsourced data. Critically, rather than settling on a definition the Journal makes this an object of interdisciplinary inquiries and debates explored through studies of a variety of topics and themes. BD&S seeks contributions that analyse Big Data practices and/or involve empirical engagements and experiments with innovative methods while also reflecting on the consequences for how societies are represented (epistemologies), realised (ontologies) and governed (politics).

See the blog of the Journal

Three Maps and Three Misunderstandings : A Digital Mapping of Climate Diplomacy


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 & Society, 1:1

This article proposes an original analysis of the international debate on climate change through the use of digital methods. Its originality is twofold. First, it examines a corpus of reports covering 18 years of international climate negotiations, a dataset never explored before through digital techniques. Second, in this paper we test an original approach to text analysis that combines automatic extractions and manual selection of the key issue-terms. The originality of our corpus and of our approach encouraged us to question some of the habits of digital research and confront three common misunderstandings about digital methods.

Download the full text 
Read the article online
See the images at hi-resolution

ForceAtlas2, a Continuous Graph Layout Algorithm for Handy Network Visualization


Jacomy, M., Venturini, T., Heyman, S. & Bastian, M. (2014). ForceAtlas2, a Continuous Graph Layout Algorithm for Handy Network Visualization Designed for the Gephi Software. PlosONE, 9:6

Gephi is a network visualization software used in various disciplines (social network analysis, biology, genomics…). One of its key features is the ability to display the spatialization process, aiming at transforming the network into a map, and ForceAtlas2 is its default layout algorithm. We lay out its complete functioning for the users who need a precise understanding of its behaviour, from the formulas to graphic illustration of the result. We propose a benchmark for our compromise between performance and quality. We also explain why we integrated its various features and discuss our design choices.

Download the full text 
Read the article online in PlosONE

Intangible Cultural Heritage Webs: comparing national networks with digital methods


Severo, M., & Venturini, T. (2013). Intangible Cultural Heritage: Webs Comparing national networks with digital methods. New Media and Society, (forthcoming), 1–20. doi:10.1177/1461444814567981

The 2003 Unesco Convention for the safeguarding of the intangible cultural heritage (ICH) is addressed to States and assigns them several tasks. No State, however, can accomplish all these tasks without mobilizing a wide network of institutions, associations and individuals. The national ICH policies intersect, overlap and often transform the existing relationships among these actors. This paper aims at comparing several national networks (France, Italy, Switzerland) involved in the implementation of the 2003 Unesco Convention in order to highlight national trends and specificities. The analysis will employ an innovative methodology based on digital methods and aimed at exploring the landscapes of websites dedicated to the intangible heritage. Analyzing the hyperlinking strategies of ICH actors, we will identify the specific web topology of each nation, showing which actors are central and peripheral, whether clusters or cliques are formed and who plays the roles of authority and hub.

Download the preprint

See the article in the journal website

See the images at hi-resolution

Does television reflect the evolution of scientific knowledge?


Bourdaa, M., Konsman, J. P., Secail, C., Venturini, T., Veyrat-Masson, I., & Gonon, F. (2013). Does television reflect the evolution of scientific knowledge? The case of attention deficit hyperactivity disorder coverage on French television. Public Understanding of Science. doi:10.1177/0963662513484842

Biomedical findings mature from uncertain observations to validated facts. Although subsequent studies often refute initial appealing findings, newspapers privilege the latter and often fail to cover refutations. Thus, biomedical knowledge and media reporting may diverge with time. Here we investigated how French television reported on three scientific questions relative to attention deficit hyperactivity disorder (ADHD) from 1995 to 2010.

Download the preprint

Des Migrants et des Mots


Venturini, T., Gemenne, F., & Severo, M. (2013). Des Migrants et des Mots. Une analyse numérique des débats médiatiques sur les migrations et l’environnement. Cultures & Conflits, 88(4).

Though environmental degradations appear today as a major driver of migration flows, the debate about the definition of the relationship between environment and migration remains vivid. In public debates, many terms exist to qualify those who have to migrate because of environmental disruptions: this has lead to controversies surrounding the use of these different terms. This article attempts to document this controversy through a study of the different uses of these terms in public debates online.

Download the preprint

The Whole is Always Smaller Than Its Parts


Latour, B., Jensen, P., Venturini, T., Grauwin, S., & Boullier, D. (2012). “The Whole is Always Smaller Than Its Parts” A Digital Test of Gabriel Tarde’s Monads. British Journal of Sociology, 63(4), 591–615.

In this paper we argue that the new availability of digital data sets allows to revisit Gabriel Tarde’s social theory that entirely dispensed
with using notions such as individual or society. By navigating datasets without making the distinction between the level of individual component and that of aggregated structure, it becomes possible to give some credibility to Tarde’s strange notion of ‘monads’.

Download the preprint
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Great expectations: méthodes quali-quantitative et analyse des réseaux sociaux


Venturini, T. (2012). Great expectations: méthodes quali-quantitative et analyse des réseaux sociaux. In J.-P. Fourmentraux (ed.), L’Ère Post-Media. Humanités digitales et Cultures numériques (pp. 39–51). Hermann: Paris.

This article discusses how digital traces can help social researchers to develop a new generation of quali-quantitative methods. It also introduces the computation, visualization and manipulation affordances of networks as graphs, maps and interfaces.

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Once Upon a Text: an ANT Tale in Text Analysis



Venturini, T., & Guido, D. (2012). Once Upon a Text : an ANT Tale in Text Analysis. Sociologica, 3. doi:10.2383/72700

ANTA or Actor-­‐Network Analyzer is a simple piece of software developed at Sciences Po médialab to offer social researchers a simple text-­‐analysis tool attuned with the theoretical tenets of actor-­‐network theory. Striving to make actor-­‐network theory compatible with modern text-­‐analysis, we have learned much about both. In this paper we’ll discuss our adventure in ANT and text-­‐analysis while describing the basic functions of ANTA and providing examples of its usage.

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HCI (Hypertext Corpus Initiative)

Venturini, T. (2011).“Hypertext Corpus Initiative, données hypertextuelles pour les sciences sociales”. In e-Dossier de l’audiovisuel Ina (forthcoming).

A short essay presenting the ideas behind the HCI project.

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The Social Fabric: Digital Traces and Quali-quantitative Methods

Venturini, T. & Latour, B. (2010).“The Social Fabric: Digital Traces and Quali-quantitative Methods”. Proceedings of Future En Seine.

An article I wrote with Bruno Latour on quali-quantitative methods and digital sociology.

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Diving in Magma: How to Explore Controversies with Actor-Network Theory

Venturini, T. (2010). Diving in magma: how to explore controversies with actor-network theory. Public Understanding of Science, 19(3), 258–273. doi:10.1177/0963662509102694

The cartography of controversies is a set of techniques to explore and visualize issues. It was developed by Bruno Latour as a didactic version of Actor- Network Theory to train college students in the investigation of contemporary socio-technical debate. The scope and interest of such cartography, however, exceed its didactic origin. Adopted and developed in several universities in Europe and the US, the cartography of controversies is today a full research method, though, unfortunately, not a much documented one. To fill this lack of documentation, we draw on our experience as Latour’s teaching assistant, to introduce some of the main techniques of the social cartographer toolkit. In particular, in these pages we will focus on exploration, leaving the discussion of visualization tools to a further paper.

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Building on Faults: How to Represent Controversies with Digital Methods


Venturini, T. (2012). Building on faults: how to represent controversies with digital methods. Public Understanding of Science, 21(7), 796 – 812. doi:10.1177/0963662510387558.

In this article, I will discuss how to render the complexity of controversiesvthrough an original visualization device: the controversy- website. Capitalizing on the potential of digital technologies, the controversy-website has been developed as a multilayered toolkit to trace and aggregate information on public debates.

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Piccola introduzione alla cartografia della controversie


Venturini, T. (2008). Piccola introduzione alla cartografia delle controversie. Etnografia e ricerca qualitativa, 3, 369–394.

The cartography of controversies (cartografia delle controversies) is a collection of techniques to observe and describe social issues developed by Bruno Latour as an applied version of Actor-Network Theory. Originally, it was used to guide college students in the exploration of scientific and technological debates. The scope and interest of such cartography, however, exceed its didactic origin. Adopted in several universities and developed by a number of international projects, the cartography of controversies is today a full research methodology. In this article, we draw on our experience as Latour’s teaching assistant, to introduce some of the main ideas and techniques of the cartography of controversies.

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Les trous noirs de la Révolution Verte


Venturini, T. (2007). Les trous noirs de la Réevolution Verte. Décroissance & technique, 3.

This article describes the controversies stirred by the process of agricultural modernization in the so-called ‘green-revolution’

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Verba Volant, Scripta Manent The discontinuity effect of explicit media


Venturini, T. (2007). Verba Volant, Scripta Manent: The Discontinuity Effect of Explicit Media. American Behavioral Scientist50(7), 879–896. doi:10.1177/0002764206298313

It is commonly recognized that different social configurations tend to be associated with different types of innovation. Not surprisingly, linear innovations are more likely to be produced by communities of strong and homogeneous ties; while radical innovations are more likely to originate from networks of weak and diverse connections. Yet, there is a second and subtler linkage between social patterns and innovation types: a junction which depends on the nature of the media available to different groups. The key role is played by explicitness. Communities, being relatively homogeneous, can rely on implicit forms of communication, while networks require explicit channels and languages to relate their highly diverse components. This difference in media explicitness tends to produce a difference in innovation styles. According to the main hypothesis of this paper, the more explicit are the media available to a group, the more discontinuous and radical will be the innovation generated. The discontinuity effect of explicit media will be explained with examples drawn from the history of media and technologies and some empirical ground will be provided through the analysis of a much-discussed case of biopiracy.

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Opera Aperta: Wikipedia e l’oralità secondaria



Venturini, T. (2006). Opera Aperta: Wikipedia e l’oralità secondaria. Magma, 4, 35–45.

In questo articolo si discuterà di Wikipedia, se ne analizzerà il modello comunicativo e si mostrerà come esso getti nuova luce sulla distinzione oralità/scrittura. Riflettendo sui processi e sui prodotti della mediazione comunicativa, illustreremo quindi come Wikipedia abbia dato vita a una forma di comunicazione davvero nuova. Un modello comunicativo caratterizzato da un’apertura radicale e totale che non può essere assimilata né all’oralità, né alla scrittura.

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Il mago e l’imprenditore magico


Venturini, T. (2005). Il mago e l’imprenditore magico. Cassazione Penale, 45(3).

Drawing on the legal case of an italian magician, this article discuss the difference between tradition and modern magic

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