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The article examines four models of data governance emerging in the current platform society. While major attention is currently given to the dominant model of corporate platforms collecting and economically exploiting massive amounts of... more
The article examines four models of data governance emerging in the current platform society. While major attention is currently given to the dominant model of corporate platforms collecting and economically exploiting massive amounts of personal data, other actors, such as small businesses, public bodies and civic society, take also part in data governance. The article sheds light on four models emerging from the practices of these actors: data sharing pools, data cooperatives , public data trusts and personal data sovereignty. We propose a social science-informed conceptualisation of data governance. Drawing from the notion of data infrastructure we identify the models as a function of the stakeholders' roles, their interrelationships, articulations of value, and governance principles. Addressing the politics of data, we considered the actors' competitive struggles for governing data. This conceptualisation brings to the forefront the power relations and multifaceted economic and social interactions within data governance models emerging in an environment mainly dominated by corporate actors. These models highlight that civic society and public bodies are key actors for democratising data governance and redistributing value produced through data. Through the discussion of the models, their underpinning principles and limitations, the article wishes to inform future investigations of socio-technical imaginaries for the governance of data, particularly now that the policy debate around data governance is very active in Europe.
Purpose: This conceptual contribution is based on the observation that digital inequalities literature has not sufficiently considered digital footprints as an important social differentiator. Design/methodology/approach: Literature on... more
Purpose: This conceptual contribution is based on the observation that digital inequalities literature has not sufficiently considered digital footprints as an important social differentiator.

Design/methodology/approach: Literature on digital inequalities is combined with research on privacy, big data, and algorithms. The focus on cur-rent findings from an interdisciplinary point-of-view allows for a synthesis of different perspectives and conceptual development of digital footprints as a new dimension of digital inequality.

Findings: Digital footprints originate from active content creation, passive participation, and platform-generated data. The literature review shows how different social groups may experience systematic advantages or disadvantages based on their digital footprints. A special emphasis should be on those at the margins, for example users of low socioeconomic background.

Originality/value: By combining largely independent research fields, the contribution opens new avenues for studying digital inequalities, including innovative methodologies to do so.
Besides generational divides between “natives” and “immigrants”, large differences in internet use and digital skills exist also between young people. Indeed parents shape their children’s relationship with digital media through their... more
Besides generational divides between “natives” and “immigrants”, large differences in internet use and digital skills exist also between young people. Indeed parents shape their children’s relationship with digital media through their child-rearing strategies and even their own internet use. The qualitative research presented in this essay examined the relationship between internet appropriation and adolescents’ social background with a special attention to parents’ role. From the analysis of 53 interviews to adolescents of different social classes, it was possible to identify two patterns that elucidate links between internet appropriation, parental socialization and teenagers’ socio-economic and cultural background. The results show instances of social reproduction, but do not confirm a linear relationship between social and digital inequalities according to which the most extensive and innovative internet appropriation is found in the most privileged social contexts.

LINK (OPEN ACCESS): http://qds.revues.org/513
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Recent studies on social networking sites (SNSs) reveal that users’ social background is not a significant predictor of participation in this type of social media. The broad user bases of Facebook and other social media platforms also... more
Recent studies on social networking sites (SNSs) reveal that users’ social background is not a significant predictor of participation in this type of social media. The broad user bases of Facebook and other social media platforms also appear to suggest that social background no longer affects access to SNSs. A small number of studies even claim that in the participatory web environment, social content is more likely to be created by non-elites, such as lower-income people or racial minorities [Blank, G. (2013). Who creates content? Stratification and content creation on the Internet. Information, Communication & Society, 16(4), 590–612]. Nevertheless, engagement with SNSs also reproduces inequalities, for example via class- and ethnic-based ‘self-segregation’ [boyd, d. (2012). White flight in networked publics? How race and class shaped American teen engagement with MySpace and Facebook. In L. Nakamura & P. A. Chow-White (Eds.), Race after the internet (pp. 203–222). New York, NY: Routledge]. Drawing on a large-scale survey (N = 2327) and a set of 56 interviews with Italian teenagers, the current paper explores the persistent influence of socio-economic background and cultural capital in adolescents’ use of SNSs. The research findings show that, although structural variables inevitably influence their participation in social media, teenagers from ‘lower-income’ families are more enthusiastic about the communication and relational features of these sites. In contrast, their peers from ‘elite’ families focus on the capital-enhancing opportunities offered by SNSs and display a critical stance that leads them to limit their social activities on these platforms. Overall, the results suggest that SNSs are not exempt from digital inequalities, but nonetheless provide novel opportunities to lower-income teenagers.
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Purpose: In recent times the relationship between social stratification and internet use has become more complex. In order to understand the new configuration of the digital divide, this chapter examines the relationship between... more
Purpose: In recent times the relationship between social stratification and internet use has become more complex. In order to understand the new configuration of the digital divide, this chapter examines the relationship between socioeconomic background and digital engagements among youths.

Methodology: This study explores digital inequalities among Italian teenagers from a holistic perspective. It draws on primary data obtained with a triangulation of methods: a survey on a representative sample of 2,025 high school students and 56 semi-structured interviews with teenagers from different social classes.

Findings: The statistical models indicate that cultural capital and parents’ occupational status do not associate with broader social media use but are positively related with online informationseeking.The interpretative analysis suggests that teenagers from the upper-middle class in licei make sense of the internet “vertically,” in affiliation with parental socialization and are more concerned with capital enhancing activities. Instead, teenagers from less advantageous social contexts appropriate the internet “horizontally,” jointly with peers, and are mostly interested in social-networking and UGC production.

Practical implications: School track, along with parents’ socio-economic status and cultural capital, influences teenagers’ internet use. Further studies could explore whether school tracking contributes to digital inequalities.

Originality: The study extends Annette Lareau’s theory of parenting styles and social reproduction, but also obtains innovative results related to digital inequalities among youth.
Contrary to expectations, teenagers from less advantageous social backgrounds enrolled invocational schools have better chances to actively participate in social media than teens from the upper-middle class in academic-oriented high schools.
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This article focuses on the various spaces hosting the communication activities of European citizens in nine different countries. In contemporary societies, characterized by the pervasiveness of mobile devices and other media, space is... more
This article focuses on the various spaces hosting the communication activities of European citizens in nine different countries. In contemporary societies, characterized by the pervasiveness of mobile devices and other media, space is key to understanding the everyday uses of media. Where people use media holds important implications for not only the daily routines of media usage but the meaning-making processes that media enable and sustain. On a theoretical level, this article introduces two interrelated concepts of domesticity and mobility to account for the contemporary configuration of private and public spaces of media use. On an empirical level, the article characterizes these configurations in the nine countries of the European study, identifying five patterns of media use across social spaces, and relating these patterns to sociodemographic as well as cross-national factors.
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The notion of a digital divide between Internet haves and have-nots has now evolved into the broader concept of digital inequality. Based on this framework, people get greater or fewer opportunities from Internet use according to their... more
The notion of a digital divide between Internet haves and have-nots has now evolved into the broader concept of digital inequality. Based on this framework, people get greater or fewer opportunities from Internet use according to their cultural, social and professional resources. However, empirical research has focused mainly on the description of Internet usage between different social groups, without testing whether these differences actually translate into social inequalities. In this study we use learning outcomes as a proxy for high-school students’ future social opportunities. Using the Italian dataset of the PISA 2009 survey we test whether students from advantaged social backgrounds gain more benefits from Internet use than their less privileged counterparts. The results show that using the Internet for schoolwork does not prove to have different impacts on students’ learning outcomes depending on their social background. The challenges of these results for theories of digital inequality are discussed.
‘Explore Locally, Excel Digitally’ is an after-school program based on new media literacies and participatory learning conducted in a Los Angeles high school during spring 2011. The current article offers a comprehensive report of three... more
‘Explore Locally, Excel Digitally’ is an after-school program based on new media literacies and participatory learning conducted in a Los Angeles high school during spring 2011. The current article offers a comprehensive report of three sessions of the program with detailed descriptions of their creative curricula developed by members of the research team and graduate students. The article contains a detailed examination of how each session's lesson plan connects with the broader theoretical debate on new media literacies, following Henry Jenkins' new media literacies and participatory culture concepts. The article is addressed both to educators who seek inspiration for future projects, and to students and scholars working in the arena of new media literacy and media education interested in links between theory and practice.
This paper presents and discusses data on the use of technology in general and of Web 2.0 platforms and services in particular by students at the University of Milano-Bicocca. The data was obtained from a survey on media consumption... more
This paper presents and discusses data on the use of technology in general and of Web 2.0 platforms and services in particular by students at the University of Milano-Bicocca. The data was obtained from a survey on media consumption habits and usage of new web technologies conducted by the university's Observatory on New Media, NuMediaBiOs. Research of this kind provides a valuable basis for the development, adaptation and improvement of existing services and offerings involving new technologies in educational contexts, given that for new technologies to be successfully integrated it is critical to have access to detailed information about how they are currently deployed by users (in this case, undergraduate students on basic degree programmes). Such analyses have implications for a range of contexts, not least for the public educational institution in which they are carried out, namely the university.
The widespread adoption of social network sites by teenagers seems to indicate that social inequalities do not impact, or at least have lessen their influence, on this matter. The article instead shows that family’s social class is still... more
The widespread adoption of social network sites by teenagers seems to indicate that social inequalities do not impact, or at least have lessen their influence, on this matter. The article instead shows that family’s social class is still relevant in shaping teenagers’ online practices and the meanings they attach to social network sites.
In the first part the article offers a literature review of the outcomes available on the topic. Afterwards it presents the findings of a qualitative research based on 53 semi-structured interviews with adolescents living in the north of Italy and representative of different social classes. The study has identified two different types of appropriation of social network sites.  Adolescents from upper class families openly exhibit a detached attitude toward Facebook: they believe it is valuable when used seriously, but they are critics on many angles. Instead, their peers from lower class families are positive inclined towards the social network. They use Facebook for a meaningful part of their emotional and relation issues and adopt the site to make new friends. The relevance of these findings for the research on digital inequalities among adolescents is discussed in the conclusions.
Social television, cerimonie mediali online, comunità di pratica che si formano su Internet attorno a politica, lavoro, educazione, informazione e intrattenimento sono alcuni dei luoghi e delle forme che il volume analizza. La sfida è... more
Social television, cerimonie mediali online, comunità di pratica che si formano su Internet attorno a politica, lavoro, educazione, informazione e intrattenimento sono alcuni dei luoghi e delle forme che il volume analizza.
La sfida è però più radicale e profonda e ha a che fare con gli approcci metodologici che rendono possibile osservare e interpretare la realtà che scorre tra vita sociale e Rete. Dal contributo delle scienze sociali computazionali e degli Internet Studies a quello della sociologia visuale applicata ai Social Network, gli autori mostrano come sia possibile oggi innovare la ricerca sociale e tentare di dischiudere gli effetti sociali del web.
Rivolto a chi voglia capire la trasformazione in atto nel mondo della ricerca e della formazione, il volume è un valido strumento anche per quei professionisti che lavorano nella realtà televisiva e dei media audiovisivi così come nell’ambito dei consumi.
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The research explores how teenagers from different social classes use and give meaning to the internet in their everyday life. The most common representations of youth’s relationship with information and communication technologies focus... more
The research explores how teenagers from different social classes use and give meaning to the internet in their everyday life. The most common representations of youth’s relationship with information and communication technologies focus on the generational distinctiveness (for instance the expression “digital native”) and hide the relevance of social stratification. On the contrary socio-economic and cultural conditions contribute to differentiate teenagers’ relationship with internet and digital media. For such a reason the present work investigates how social background shapes teenagers’ internet use, attitudes and meaning-making practices. It also explores in which circumstances it is possible to identify digital inequalities. The first chapter presents a review of the literature on digital inequalities among teenagers. A particular emphasis is placed on research using qualitative approaches and investigating how dispositions and meanings are constructed within particular socio-cultural contexts. The second chapter illustrates the theoretical perspective. Given that parents’ key role is mostly overlooked in digital inequalities research, this chapter discusses the relevance of the theory of socialization and parental mediation. The third chapter describes the main references used for developing the methodology of the thesis. It presents a brief overview of the methodological underpinnings of audiences studies, domestication theory and science and technology studies in order to outline the notion of “appropriation”: the latter concept proved to be a helpful tool in order to overcome a solely descriptive analysis and to produce a contextualized account of digital inequalities. The fourth chapter gives an account of the research design, methods, samples and procedure of the analysis. The chapters that go from fifth to nine discuss the outcomes of the analysis. The fifth chapter illustrates the analysis of a survey administrated in spring 2012 to a representative sample of Lombardy second year secondary students (n. 2327) designed and implemented with other colleagues at the Department of Sociology and Social Research with the support of Lombardy Region and the Lombardy Office of Education. Chapters six to nine are dedicated to the qualitative results. They give an account of the four patterns of internet appropriation obtained through the analysis of 53 semi-structures interviews conducted with teenagers of different social classes (organized by parents’ professional occupation in: upper middle class, lower middle class, working class). Even if extremely diverse, the patterns present a coherent logic according to parents role as social agents. Teenagers from upper class families draw heavily from their parents discourses and examples to define their relationship with digital media. On the other side, adolescents with a working class background draw only but vastly on their peers. Overall the results show that socio-economic status and cultural background contribute to define teenagers’ internet appropriation through parental socialization. However, there is not a linear causality between social inequalities and internet use. Processes of reproduction, based on the possession of cultural capital coexist with tendencies of “disalignment” in the expected relationship between social status and media use. The relevance of these findings for the debate on digital inequalities among youth is discussed in the final chapter.
Questo rapporto illustra i risultati di un’indagine effettuata all’interno del progetto Scuol@digitale: didattica aumentata dalle T.I.C che ha esaminato nel dettaglio le dotazioni tecnologiche, l’uso di Internet, le competenze digitali e... more
Questo rapporto illustra i risultati di un’indagine effettuata all’interno del progetto Scuol@digitale: didattica aumentata dalle T.I.C che ha esaminato nel dettaglio le dotazioni tecnologiche, l’uso di Internet, le competenze digitali e la didattica con le TIC tra gli studenti e gli insegnanti delle scuole secondarie di secondo grado della Regione Valle d’Aosta. La ricerca è stata effettuata nell’anno scolastico 2014-2015 nei mesi compresi tra febbraio e aprile da parte di ricercatori del Dipartimento di Sociologia e Ricerca Sociale dell’Università Milano-Bicocca per conto della Sovraintendenza agli Studi della Regione Valle d’Aosta. L’obiettivo dell’indagine è stato quello di fornire evidenze empiriche, aggiornate e comparabili, sul processo di introduzione delle TIC nelle scuole della Valle d’Aosta e sulla pervasività dei media digitali nella vita scolastica ed extrascolastica degli studenti.
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Il volume raccoglie i risultati di un’indagine valutativa sugli investimenti della politica regionale in tecnologie digitali nelle scuole del Sud Italia, nel settennio 2007-2013. L’obiettivo è quello di capire cosa hanno fatto le scuole... more
Il volume raccoglie i risultati di un’indagine valutativa sugli investimenti della politica regionale in tecnologie digitali nelle scuole del Sud Italia, nel settennio 2007-2013. L’obiettivo è quello di capire cosa hanno fatto le scuole con le tecnologie di cui si sono dotate, stimare gli effetti che ha avuto questa politica sui livelli di apprendimento e far emergere i contesti in cui le tecnologie sono state meglio utilizzate e sfruttate.
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The main focus of this report is on children’s experience of mobile media and the mobile internet, with an emphasis on smartphones and tablets. Ultimately the project is interested in risk and safety issues, but to contextualise this, the... more
The main focus of this report is on children’s experience of mobile media and the mobile internet, with an emphasis on smartphones and tablets. Ultimately the project is interested in risk and safety issues, but to contextualise this, the report also considers children’s adoption and use of these devices and the wider consequences that follow. The research involved a qualitative study of children, their parents, teachers and others working with young people in nine European countries: Belgium, Denmark, Germany, Ireland, Italy, Portugal Romania, Spain and the UK.
Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study designed... more
Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study designed and implemented in collaboration with a selected group of academic partners in different European countries that aims at pioneering in Europe the exploration of young children and their families` experiences with new technologies. It presents its results and discuss the findings at cross-national level on how children between zero and eight engage with digital technologies such as smartphones, tablets, computers and games; how far parents mediate this engagement and their awareness on the risks-opportunities balance. The report concludes on recommendations to parents, industries and policymakers.
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Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study... more
Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study coordinated by the Joint Research Centre of the EC, designed and implemented in collaboration with a selected group of academic partners in different European countries that aims at pioneering in Europe the exploration of young children and their families` experiences with new technologies. It presents its results and discuss the findings at cross-national level on how children between zero and eight engage with digital technologies such as smartphones, tablets, computers and games; how far parents mediate this engagement and their awareness on the risks-opportunities balance. The report concludes on recommendations to parents, industries and policymakers.
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Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study designed... more
Despite the growing number of very young children who go online and who are using a wide range of technologies, little is known about children’s interactions with those technologies. This report presents a pilot qualitative study designed and implemented in collaboration with a selected group of academic partners in different European countries that aims at pioneering in Europe the exploration of young children and their families` experiences with new technologies. It presents its results and discuss the findings at cross-national level on how children between zero and eight engage with digital technologies such as smartphones, tablets, computers and games; how far parents mediate this engagement and their awareness on the risks-opportunities balance. The report concludes on recommendations to parents, industries and policymakers.
Facebook has significantly transformed the online habits of young Italians. Our research assesses this change through a two-year survey conducted among undergraduate students. The data we collected in 2008 (N=1088) and 2009 (N=1123)... more
Facebook has significantly transformed the online habits of young Italians. Our research assesses this change through a two-year survey conducted among undergraduate students. The data we collected in 2008 (N=1088) and 2009 (N=1123) allowed us to define profiles of media use based on indicators such as time spent online, consumption or creation of content, and familiarity with digital technologies as compared to analog media. Results have also shown the quick adoption of Facebook: in 2008, half of the students were completely unfamiliar with Facebook, while in 2009 all our respondents were aware of it and 59% of them were also using it on a regular basis. To grasp the magnitude of this change, we conducted a qualitative research study based on 30 semi-structured interviews with randomly selected university students (aged 19-24). Our research questions whether the massive adoption of Facebook, both in terms of frequency and time spent online, is really producing a change in how Italian students are using the Internet, or whether it is merely reproducing old forms of media consumption. To explore this issue, we will focus on how students are appropriating Facebook - in terms of uses and meanings they attach to it - and on the transformation of the relationship between more traditional forms of media consumption (like television) and digital media.
“You learn more than with the same old books” Different approaches to ICT amongst vocational, technical and academic-oriented secondary schools in Southern Italy Most research about the progressive “embodiment” of ICT in the classroom... more
“You learn more than with the same old books” Different approaches to ICT amongst vocational, technical and academic-oriented secondary schools in Southern Italy

Most research about the progressive “embodiment” of ICT in the classroom does not distinguish by school type or track. Understandably, studies focus respectively on primary education, secondary education or higher education. On the other hand, few is known about the ways in which ICTs are being introduced into different types of secondary schools. Notwithstanding, this is a particularly relevant topic, especially in the Italian secondary school system which is hierarchically structured into tracks: vocational schools (istituti professionali), technical schools (istituti tecnici) and academic-oriented high schools (licei). Each track differs, not only for the curricula, but also for students’ socio-economic and cultural background (Checchi, 2003). Indeed tracking has been widely criticized for fostering the reproduction of social inequality across generations (Reay, 2011; Shavit and Muller, 2000). The increasing digitalization of schools might be occurring in different ways, and might be having different consequences, according to secondary school track. Drawing on data collected in 2014 within the project “Evaluation of the effects of ICT investments in Southern Italy’s schools” for the Department of Development and Economic Cohesion, the paper examines the main differences in ICT use and attitudes in different secondary school tracks of Southern Italy. In particular, it analyses teachers uses of ICT (from IWB to smartphones and social network sites), teachers attitudes and students opinions about digital technologies for learning. While data concerning teachers was collected through an online survey on a representative sample of teachers (n. 1.345), students views were collected in a small sample of schools (n. 29) visited by the researchers (the students of a class were asked to write the advantages and disadvantages of ICTs for learning and in six schools focus groups were conducted). Aim of the paper is to investigate: 1) To what extent attitudes and values about ICTs vary according to school track? 2) What are the implications of these differences in terms of digital divide and social inequalities? 3) What are the opportunities, if any, offered by “digital learning” to disadvantaged students in terms of achievement, equality and quality of (school) life? Overall the paper challenges dominant discourses about ICT use in the classroom that do not contemplate how school track and students population shape ICT adoption and its consequences on learning and school life.
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This report forms one part of a European Union Horizon 2020 Research Project on the sharing economy: Ps2Share ‘Participation, Privacy, and Power in the Sharing Economy’ (www.ps2share.eu). We aim to foster better awareness of the... more
This report forms one part of a European Union Horizon 2020 Research Project on the sharing economy: Ps2Share ‘Participation, Privacy, and Power in the Sharing Economy’ (www.ps2share.eu). We aim to foster better awareness of the consequences which the sharing economy has on the way people behave, think, interact, and socialize across Europe. Our overarching objective is to identify key challenges of the sharing economy and improve Europe’s digital services through providing recommendations to Europe’s institutions.  The initial stage of this Research Project involves a set of three literature reviews of the state of research on three core topics in relation to the sharing economy: participation (this report), privacy (Ranzini, Etter, Lutz, & Vermeulen, 2017), and power (Newlands, Lutz, & Fieseler, 2017).  This study will proceed with some initial thoughts on the importance of participation in the sharing economy, deriving an analytical framework. It will then discuss the sociodemographic characteristics of sharers and non-sharers. Next, current findings on the motives and attitudes driving participation will be analyzed, followed by a differentiation of sharing behaviors and outcomes. This overview will conclude with some key findings as well as an outlook on critical questions for future research on participation in the sharing economy.