Understanding Social Media Monitoring

Lead Research Organisation: University of Sheffield
Department Name: Sociological Studies

Abstract

It is widely accepted that social media permeate more and more of our daily lives. So do social media data: personalized online advertisements such as those seen on Facebook, journalism which is increasingly dependent on and driven by data, and the rise of systems which measure our digital reputations, such as Klout and PeerIndex, are just some examples of current uses of social media data. A number of recent high profile cases have sparked public interest in what happens to social media data once it has been shared, such as the US college student whose Christian parents became aware of his homosexuality when his association with a gay choir appeared on his Facebook timeline (Wolford 2012).

Alongside the analysis and manipulation of data by social media mega-platforms like Facebook, intermediary companies which monitor, interpret and analyse social media data are emerging across the globe, offering a broad range of social media 'intelligence' services, including monitoring the social media activities of audiences and 'influencers' in order to gauge and respond to public opinion. Such analysis involves the deployment of specific methods, such as sentiment analysis, opinion mining, social network analysis, machine learning and natural language processing. These social media monitoring methods, like methods of all kinds, 'are shaped by the social world in which they are located [and] in turn help to shape that social world' (Law 2010: 2).

Given these phenomena - the spread of social media data analysis, the growth of public concern about what happens to social media data, and the role played by methods in the shaping of the social world - it is vital that empirical research into social media monitoring (SMM) is carried out, to ask questions about how social media data are gathered and constructed, what they can be taken to mean, to what ends they are deployed, who gets access to them and how their analysis is regulated (boyd and Crawford 2011). My research does this through a focus on the intermediary SMM industries. It approaches SMM from a number of perspectives, in order to paint a more complete picture than exists to date of the SMM industries and their social and economic significance. These include:

> the perspectives of people working in these industries (How do people working in social media monitoring think about and work with/around core issues such as privacy and surveillance?);

> users' perspectives (What do social media users think about the monitoring of their social media activity?);

> a regulation perspective (How could and should the social media monitoring industries be governed?);

> and the perspective of the data itself (What happens to social media data? How does it get used? What impact, if any, does it have?).

Drawing together textual analysis of company websites and other related documents, interviews and focus group discussions with social media users, social media monitoring professionals and key regulation actors, the research will be published as a monograph entitled Social Media Monitoring: social media data analysis and the production of social life.

Within the proposed project, international dialogues about the importance of social media data analysis as an object of investigation for media studies will be initiated, through a series of visits, an international conference and a special issue of a journal. The research also has broader, transformative potential beyond media studies, because the critical approach that it adopts, which moves beyond and counterbalances celebratory accounts of the democratic possibilities of social media, is relevant to other disciplines impacted by the ubiquity of social media. As social media monitoring also matters to non-academic audiences, the research findings will be discussed outside of academia, through talks and online dissemination, to two key audiences: the social media monitoring industries themselves and social media users.

Planned Impact

The two main non-academic beneficiaries of the research are social media monitoring industry workers and social media users.

The project aims to have an impact on how social media monitoring gets done. In order to achieve this aim, industry professionals will be engaged in a number of ways. The research and findings will be formally disseminated at the main industry event for this sector, Social Media Week, which takes place twice yearly in multiple cities across the globe. I will attend the London conference in February 2015 at which I will run an event focused on disseminating the research findings, as well as networking throughout the event in order to raise awareness of the research. I will focus specifically on aspects of the research relating to social media users' views of social media monitoring and possible approaches to regulating the sector, as research thus far indicates that there is sector interest in these areas. I will also disseminate findings through relevant online spaces which focus on social media monitoring. These will be specified closer to the time of dissemination, as new spaces frequently emerge. At present, appropriate spaces include the blog Monitoring Social Media (http://www.monitoring-social-media.com/) and the blog on the Econsultancy website (http://econsultancy.com/uk/blog). Social media monitoring sector professionals are also collaborators in the aspects of the research mentioned above, users' views and regulation. This collaboration is another way of engaging them. The intention in engaging some sector workers in this research and in communicating findings to others is twofold. First, that by raising awareness of users' views about social media monitoring, sector workers will take these views on board, and approach their work attentive to users' concerns. The second, in relation to regulation, is to stimulate interest in the governance of the sector, in ensuring that standards are identified and maintained, and to initiate action in this regard.

I also intend to disseminate the research findings amongst social media users. Initially this will be done through a series of talks with the most prolific users of social media: teenagers. Six-ten talks will be given to sixth-form students in schools; initial discussions about these talks are underway with schools in cities in the north of England (Sheffield, Leeds and Manchester). The aim of these talks is to raise awareness amongst users of what happens to social media content once it has been shared. This may impact on the ways in which these regular social media users share their personal information. On visits to schools I will also explore the relationship between my research findings and relevant curricula, and the possible future development of related teaching resources. Such resources could raise awareness of what happens to social media content amongst a wider audience of users, with the same potential impacts. These discussions are proposed as an exploratory exercise within the scope of this project, which may lead to a future project focused on the production of teaching resources and/or input into curriculum development.

In addition to these primary non-academic beneficiaries, the general public may also benefit from the research. As the research addresses an issue of contemporary concern (that is, what happens to social media data), it provides excellent opportunities for media coverage, through which the research findings may be disseminated and increased awareness of the phenomenon of social media monitoring may result.

Publications

10 25 50
 
Description As social media data mining becomes ordinary, new data relations emerge, and these are increasingly integral to everyday social relations. These new data relations bring with them a pervasive desire for numbers. This desire for numbers can be seen as a convergence of Ted Porter's ideas, developed in the mid-1990s, about the trust that numbers inspire because of their apparent objectivity and facticity (Porter 1995), and Benjamin Grosser's more recent argument that the metrification of social life on social media platforms, produces a 'desire for more' (Grosser 2014). To talk about a desire for numbers, rather than a trust in numbers, makes it possible to account for contradictions that accompany ordinary social media data mining, such as hunger for and evangelism about, but also frustration in and criticism of data and data mining. This widespread desire for numbers brings with it some troubling consequences: it becomes increasingly difficult to discuss problems with social media data mining despite recognition of them, and it has effects of all kinds on work and workers. Despite these problems, and because of the ubiquity of data and data mining that accompanies datafication, the possibility of doing good with data (and with data mining) endures. Together, these and other contradictory tendencies - the persistence of some old concerns, the emergence of new ones, data power and challenges to it - constitute these new data relations.
Exploitation Route More dissemination to users & thinking about implications for policy.
Sectors Creative Economy,Digital/Communication/Information Technologies (including Software),Education

 
Description 1. People working in social media insights are interested in what the research found about users attitudes to social media data mining, because they want to do their work in ways that users find acceptable. 2. Users have become more aware of the social media data mining that takes place through public talks that I have given.
First Year Of Impact 2014
Sector Digital/Communication/Information Technologies (including Software),Other
Impact Types Cultural,Societal

 
Description Seeing Data: are good big data visualisations possible?
Amount £224,034 (GBP)
Funding ID AH/L009986/1 
Organisation Arts & Humanities Research Council (AHRC) 
Sector Public
Country United Kingdom
Start 01/2014 
End 03/2015
 
Description Behind the scenes on social media: school talks 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact A talk about what happens to social media data to sixth form students. This has been trialled in one school in the north of England in 2015 and will be delivered in approx six more schools in 2016.
Year(s) Of Engagement Activity 2015
 
Description What happens to social media data? Workshops with school children 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Schools
Results and Impact A series of six workshops with regional school children about what happens to social media data, organised and hosted by the University of Sheffield.
Year(s) Of Engagement Activity 2017
 
Description What should concern us about social media? 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact A talk as part of IGNITE! A University of Sheffield initiative involving short talks about research and findings to the general public.
Year(s) Of Engagement Activity 2015
URL http://www.sheffield.ac.uk/ris/ecr/events/igniteacademy