Echo chambers on social media: A systematic review of the literature

LTL Terren, RBBR Borge-Bravo - Review of Communication …, 2021 - rcommunicationr.org
There have been growing concerns regarding the potential impact of social media on
democracy and public debate. While some theorists have claimed that ICTs and social …

Methods in predictive techniques for mental health status on social media: a critical review

S Chancellor, M De Choudhury - NPJ digital medicine, 2020 - nature.com
Social media is now being used to model mental well-being, and for understanding health
outcomes. Computer scientists are now using quantitative techniques to predict the …

The pushshift reddit dataset

J Baumgartner, S Zannettou, B Keegan… - Proceedings of the …, 2020 - aaai.org
Social media data has become crucial to the advancement of scientific understanding.
However, even though it has become ubiquitous, just collecting large-scale social media …

Digital trace data collection for social media effects research: APIs, data donation, and (screen) tracking

J Ohme, T Araujo, L Boeschoten… - Communication …, 2024 - Taylor & Francis
In social media effects research, the role of specific social media content is understudied, in
part attributable to the fact that communication science previously lacked methods to access …

How big data analytics enables service innovation: materiality, affordance, and the individualization of service

C Lehrer, A Wieneke, JAN Vom Brocke… - Journal of …, 2018 - Taylor & Francis
The article reports on an exploratory, multisite case study of four organizations from the
insurance, banking, telecommunications, and e-commerce industries that implemented big …

Social data: Biases, methodological pitfalls, and ethical boundaries

A Olteanu, C Castillo, F Diaz, E Kıcıman - Frontiers in big data, 2019 - frontiersin.org
Social data in digital form—including user-generated content, expressed or implicit relations
between people, and behavioral traces—are at the core of popular applications and …

Integrating survey data and digital trace data: Key issues in develo** an emerging field

S Stier, J Breuer, P Siegers… - Social Science …, 2020 - journals.sagepub.com
While survey research has been at the heart of social science for decades and social
scientific research with digital trace data has been growing rapidly in the last few years, until …

Twitter use in election campaigns: A systematic literature review

A Jungherr - Journal of information technology & politics, 2016 - Taylor & Francis
Twitter has become a pervasive tool in election campaigns. Candidates, parties, journalists,
and a steadily increasing share of the public are using Twitter to comment on, interact …

Research commentary—data-driven computationally intensive theory development

N Berente, S Seidel, H Safadi - Information systems research, 2019 - pubsonline.informs.org
Increasingly abundant trace data provide an opportunity for information systems researchers
to generate new theory. In this research commentary, we draw on the largely “manual” …

[КНИГА][B] Ethnography and virtual worlds: A handbook of method

T Boellstorff, B Nardi, C Pearce, TL Taylor - 2012 - degruyter.com
Ethnography and Virtual Worlds is the only book of its kind—a concise, comprehensive, and
practical guide for students, teachers, designers, and scholars interested in using …