Anabel Quan-Haase & Luke Sloan
Chapter 1: Introduction
Part 1: Conceptualising and Designing Social Media Research
Charlotte Nau, Anabel Quan-Haase, & Lori McCay-Peet
Chapter 2: Defining Social Media and Asking Social Media Research Questions: How Well Does the Swiss Army Knife Metaphor Apply?
Bree McEwan & Jesse Fox
Chapter 3: Before Methods: Social Media Research Considerations
Anabel Quan-Haase, Riley McLaughlin, & Lori McCay-Peet
Chapter 4: Building Social Media Interdisciplinary Research Teams across Academia, Industry, and Community: Motivations, Challenges, and Policy Frameworks
Andrew D. Nevin, Yimin Chen, Shuzhe Yang, & Anabel Quan-Haase
Chapter 5: Key Consideration in the Interpretation of Digital Trace Data
Grant Blank
Chapter 6: Who Uses Social Media?
William Hollingshead, Anabel Quan-Haase, & Grant Blank
Chapter 7: Representativeness and Bias in Social Media Research: Quantitative and Qualitative Approaches to Sampling
Part 2: Collecting Data
Dietmar Janetzko
Chapter 8: Sourcing Data from Social Media via APIs
Janet Salmons
Chapter 9: Using Social Media in Data Collection: Designing Studies with the Qualitative E-Research Framework
Ericka Menchen-Trevino & Chris J. Karr
Chapter 10: Understanding Individual Web Browsing: Social Media Use in Context
Jazmin A. Reyes-Portillo, Chris J. Karr, & Marya E. Corden
Chapter 11: Gathering Behavioural Data from User-Provided Social Media Downloads
Part 3: Qualitative Approaches to Social Media Data
Guillaume Latzko-Toth, Claudine Bonneau, & Melanie Millette
Chapter 12: Small Data, Thick Data: Data Thickening Strategies for Social Media Research
Erin Huner & Juan Luis Suárez
Chapter 13: Scaling Up Qualitative Research Methods with Natural Language Processing Tools: The Case-Study of the Columbia's 2018 Presidential Election in Twitter
Martin Hand
Chapter 14: The Visual in Social Media: Understanding Visual Objects, Mobilities, and Practices
Bonnie Stewart
Chapter 15: Twitter as Method: Using Twitter as a Tool to Conduct Ethnographic Research
Alex Fenton & Keith Parry
Chapter 16: Netnography - An Approach to Ethnography in the Digital Age
Jaigris Hodson & Laura M. Lefevre
Chapter 17: Corpus-Assisted Critical Discourse Analysis of Social Media Data: Tools and Techniques
Alexandra Georgakopoulou
Chapter 18: Small Stories Research: A Narrative Paradigm for the Analysis of Social Media
Part 4: Quantitative Approaches to Social Media Data
Olga Buchel & Diane Rasmussen Pennington
Chapter 19: Geospatial Analysis
Niels Buus Lassen, Lisbeth la Cour, & Ravi Vatrapu
Chapter 20: Predictive Analytics with Social Media Data
John McLevey & Tyler Crick
Chapter 21: Machine Learning and Neural Network Language Models for Sentiment Analysis
Pablo Marti & Leticia Serrano-Estrada
Chapter 22: The Multi-Scalar Complexities of Analysing the City through Social Media Data
Olga Buchel & Leila Hedayatifar
Chapter 23: Multiscale Functional Communities
Part 5: Diverse Approaches to Social Media Data
Bernhard Klein & Ulf-Dietrich Reips
Chapter 24: Innovative Social Location-Aware Services for Mobile Phones
Frauke Zeller
Chapter 25: The Good, the Bad and the How-To of Analyzing Social Media Data
Darryl Pieber
Chapter 26: Situating Location Data in Social Media Research
Victoria L. Rubin
Chapter 27: Content Verification for Social Media: From Deception Detection to Automated Fact-Checking
Part 6: Research & Analytical Tools
Mohamed Mostafa & Arron Cullen
Chapter 28: COSMOS 2.0: The Journey of Developing a Social Analytic Tool
Ulf-Dietrich Reips & Pablo Garaizar
Chapter 29: Social Lab: An 'Open Source Facebook'
Morteza Shahrezaye, Fabienne Marco, Joana Bayraktar, & Simon Hegelich
Chapter 30: A Python Tutorial for Social Scientists: Using the YouTube API and Advanced Supervised Text Classification Methods to Detect COVID-19 Toxic (Misinformation) Comments on YouTube
Saurabh Dhawan & Simon Hegelich
Chapter 31: R for Social Media Analysis
Anatoliy Gruzd, Philip Mai, & Andrea Kampen
Chapter 32: Using Netlytic to Analyze Twitter Conversation about the 2014 Euromaidan Revolution in Ukraine
Danial Angus
Chapter 33: Computational Temporal Thematic Analysis of Social Media Data
Wasim Ahmed, Harald Meier, & Marc Smith
Chapter 34: NodeXL – Twitter Social Media Network Insights in Just a Few Clicks
Anatoliy Gruzd, Philip Mai, & Zahra Vahedi
Chapter 35: Studying Anti-Social Behaviour on Reddit with Communalytic
Mike Thelwall
Chapter 36: Sentiment Analysis
Part 7: Social Media Platforms
Dhiraj Murthy
Chapter 37: Coding Twitter Data Using Qualitative and Computational Methods: A Mixed Methods Framework
Yadira Lizama-Mué & Juan Luis Suárez
Chapter 38: The Reddit Data Analysis Pipeline for Researchers
Gordon Gow
Chapter 39: Turning to Alternative Social Media
Linnea Laestadius & Alice Witt
Chapter 40: Instagram Revisited
Jimman Zhang & Anabel Quan-Haase
Chapter 41: WeChat
Zhifan Luo & Muyang Li
Chapter 42: Collecting and Analyzing Weibo Data: A Roadmap for Social Research
Olessia Koltsova
Chapter 43: Social Media for Joint Experimental, Survey, and Observational Data Collection: The case of VKontakte (VK)
M. Laeeq Khan & Aqdas Malik
Chapter 44: Researching YouTube: Methods, Tools, and Analytics
Alex Miltsov
Chapter 45: Researching TikTok: Themes, Methods, and Future Directions
Part 8: Privacy, Ethics and Inequalities
Christoph Lutz
Chapter 46: Inequalities in Social Media Use and their Implications for Digital Methods Research
Luke Sloan, Tarek Al Baghal, & Curtis Jessop
Chapter 47: Linking Twitter and Survey Data: Gaining Consent, Making the Link, and Maintaining Data Security
Jenna Jacobson & Irina Gorea
Chapter 48: Ethics of Using Social Media Data in Research: Users’ Views
Jacquie Burkell, Priscilla M. Regan, & Valerie Steeves
Chapter 49: Privacy, Consent, and Confidentiality in Social Media Research