Computational Research in the Post-API Age

A Tutorial for Using Twitter Data in the Social Sciences: Data Collection, Preparation, and AnalysisPreprint

JJrgens, P., & Jungherr, A. M. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2710146 · Cited by 18

Computational Methods und Tools für die Erhebung und Auswertung von Social-Media-Daten

Haim, M., & Hase, V. (2023) · Springer eBooks · doi:10.1007/978-3-658-36625-4_41 · Cited by 3

The Future of Computational Social Science

Lazer, D. M. J., & Ognyanova, K. (2024) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780192868282.013.50 · Cited by 2

Topic modeling of video and image data: a visual semantic unsupervised approach

Lokmanoglu, A. D., & Walter, D. (2025) · Communication Methods and Measures · doi:10.1080/19312458.2025.2549707 · Cited by 4

Open-Source’s Inspirations for Computational Social Science: Lessons from a Failed Analysis

Poor, N. D. (2020) · Media and Communication · doi:10.17645/mac.v8i3.3163 · Cited by 2

Back to Practices and Narratives

Risi, E., & Pronzato, R. (2021) · Advances in knowledge acquisition, transfer, and management book series/Advances in knowledge acquisition, transfer and management book series · doi:10.4018/978-1-7998-8473-6.ch017 · Cited by 2

Instant Archives: Social Media and Social Movement Research

Rochford, E., Hudgens, B., & Einwohner, R. L. (2023) · Research in social movements, conflicts and change · doi:10.1108/s0163-786x20230000047005 · Cited by 3

Computational observation: Challenges and opportunities of automated observation within algorithmically curated media environments using a browser plug-inPreprint

Haim, M., & Nienierza, A. (2019) · doi:10.31235/osf.io/xd63n · Cited by 2

The network structure of online amplification

Gallagher, R. J. (2022) · Digital Repository Service (Northeastern University) · doi:10.17760/d20467308 · Cited by 2

Diversity of News Consumption in a Digital Information Environment

Löecherbach, F. (2023) · doi:10.5463/thesis.165 · Cited by 6

Editorial: Data, archives, and tools: Introducing new publication formats on infrastructures and resources for communication and media research

Strippel, C., Breuer, J., Fürst, S., Koenen, E., Prandner, D., & Schwarzenegger, C. (2023) · Publizistik · doi:10.1007/s11616-023-00806-7 · Cited by 2

Decoding Digital Dissent Through Focal Network Structures

Bhattacharya, S., & Agarwal, N. (2025) · Studies in computational intelligence · doi:10.1007/978-3-031-82431-9_30 · Cited by 1

So Long Twitter, and Thanks for All the Tweets

Bastos, M. (2026) · Routledge eBooks · doi:10.4324/9781003359524-28 · Cited by 1

SocialQuotes: Learning Contextual Roles of Social Media Quotes on the Web

Palowitch, J., Alvari, H., Kazemi, M., Amin, M. T. A., & Radlinski, F. (2025) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v19i1.35882 · Cited by 1

Thumbs Up to Get Feet on the Ground? How Social Media Affects Ethnic Identities

Gremler, F. (2025) · Politische Vierteljahresschrift · doi:10.1007/s11615-025-00625-7 · Cited by 2

Image auto-coding tools for social impact assessment: leveraging social media data to understand human dimensions of hydroelectricity landscape changes in Canada

Chen, Y., Smit, M., Lee, K. Y., McCay‐Peet, L., & Sherren, K. (2025) · Landscape Ecology · doi:10.1007/s10980-025-02269-9 · Cited by 2

Assessing mobile instant messenger networks with donated data

Corten, R., Boeschoten, L., Carrière, T. C., Jongerius, S., Struminskaya, B., Mulder, J., Zahedi, P., Najafabadi, S. N., & Mendrik, A. M. (2025) · Social Network Analysis and Mining · doi:10.1007/s13278-025-01550-8 · Cited by 1

Unveiling digital entrepreneurial networks: an actor-network and social network analysis approach using instagram data

Mohammadi, N., Maghsoudi, M., & Abarghouezade, Z. (2026) · Computing · doi:10.1007/s00607-026-01634-z · Cited by 2

Digital pulse of development: Leveraging social media discourse for poverty analysis

Jung, W., Kim, A. H., Hung, Y., Chear, C., Shah, V. N., & Ammari, T. (2026) · Information Processing & Management · doi:10.1016/j.ipm.2025.104579 · Cited by 1

Web Scraping Techniques for Surgical Research: A Technical Tutorial With a Worked Example in Publication Data Mining

Kuo, A. C., Wolansky, R. L., Hiraldo, L., Sujka, J. A., & Kuo, P. C. (2026) · The American Surgeon · doi:10.1177/00031348261441678 · Cited by 1

Algorithm-Assisted Inference and the Future of Official Statistics

Allorant, A., & Smith, P. A. (2026) · Journal of Official Statistics · doi:10.1177/0282423x261443590 · Cited by 1

Cognitive, discursive mechanisms of digital democracy in Indonesia: from sentiment to ideology

Nurhadi, J., Lushinta, I. P., Wulandari, D., Tabga, Y., Fitria, S., & Sudaryat, Y. (2026) · Frontiers in Political Science · doi:10.3389/fpos.2026.1721896 · Cited by 1

Digital Media in Politics

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.009 · Cited by 1

Doing Research With Online Platforms

Marrazzo, F. (2021) · Advances in knowledge acquisition, transfer, and management book series/Advances in knowledge acquisition, transfer and management book series · doi:10.4018/978-1-7998-8473-6.ch006 · Cited by 1

Öffentlichen Sprachgebrauch auf Facebook untersuchen

Pfurtscheller, D. (2020) · De Gruyter eBooks · doi:10.1515/9783110679885-020 · Cited by 1

Beyond Quantity

Sudmann, A., Echterhölter, A., Ramsauer, M., Retkowski, F., Schröter, J., & Waibel, A. (2023) · AI critique · doi:10.1515/9783839467664 · Cited by 5

Online Data and the Insurrection

Brown, M. A. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780197758526.003.0013 · Cited by 1

Introducing ReChat: A Lab-in-the-Cloud for Text Discussions

Shen, X., & Schulz, W. S. (2024) · Journal of Experimental Political Science · doi:10.1017/xps.2024.18 · Cited by 1

Twenty-Four Years of Digital Activism: A Bibliometric Analysis of Trends and Future Directions

Tani, E. (2025) · SELÇUK ÜNİVERSİTESİ İLETİŞİM FAKÜLTESİ AKADEMİK DERGİSİ · doi:10.18094/josc.1568707 · Cited by 1

Digital Media and Collective Action

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.005 · Cited by 1

Facebook's ‘white genocide' problem: a sociotechnical exploration of problematic information, shareability, and social correction in a South African context

Barraclough, J. A. (2021) · Open University of Cape Town (University of Cape Town) · Cited by 1

Sharing is Caring (about Research): Three Avenues for Sharing (Protected) Text Collections and the Need for Non-Consumptive ResearchPreprint

Gruber, J. B., & van Atteveldt, W. (2025) · doi:10.31235/osf.io/gz3xf_v1 · Cited by 1

Patterns, Models, and Challenges in Online Social Media: A SurveyPreprint

Marco, A. D., Bonetti, A., Martino, E. D., Loru, E., Nudo, J., Pandolfo, M. E., Pecile, G., Sangiorgio, E., Scalco, I., Zollo, S., et al. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5355426 · Cited by 1

A Systematic Review of Web Scraping: Techniques, LLM-Enhanced Approaches, Performance Metrics, and Legal-Ethical IssuesPreprint

Kahlon, N. K., & Singh, W. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5429131 · Cited by 1

When the Ground Shakes: Social Media Responses to the 2024 Northeast EarthquakePreprint

Dadson, Y. A., & Akekudaga, P. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5462365 · Cited by 1

Peer Review #2 of "Sharing for science: high-resolution trophic interactions revealed rapidly by social media (v0.1)"

(2020) · PeerJ · doi:10.7287/peerj.9485v0.1/reviews/2

Peer Review #3 of "Sharing for science: high-resolution trophic interactions revealed rapidly by social media (v0.1)"

(2020) · PeerJ · doi:10.7287/peerj.9485v0.1/reviews/3

How to measure musical preference on Facebook? Evidence from a mixed-method data collectionPreprint

Kmetty, Z., & Németh, R. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2002.00501

Facilitating a Scientific Approach to the Datafication of Society on Twitter, or: How to Catch a Tweeting Bird

Breidenbach, S., & Klimczak, P. (2020) · Ars digitalis · doi:10.1007/978-3-658-30702-8_4

The Flow of Political Information

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.002

Data in Politics

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.007

The Effects of Political Information

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.004

A framework for digital trace data collection through data donation.Preprint

Boeschoten, L., Ausloos, J., Møller, J., Araujo, T., & Oberski, D. L. (2020) · arXiv (Cornell University)

The Post-API Age Reconsidered: Web Science in the ’20s and Beyond

Freelon, D. (2021) · ACM Web Science Conference (WebSci) · doi:10.1145/3447535.3466177

Új utak a társadalom megismerésében

Kmetty, Z. (2021) · Metszetek · doi:10.18392/metsz/2021/3/2

Investigating Online Activism For Social Change: Conceptual Framework, Participation, Dynamics, And Cross-Movement Coalitions

Li, Y. (2022) · doi:10.26686/wgtn.19120634 · Cited by 1

Preface

Persily, N., & Tucker, J. A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108890960.001

References

(2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.010

Reaching People

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.003

Changing Organizations

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.006

Peer Review #1 of "Sharing for science: high-resolution trophic interactions revealed rapidly by social media (v0.1)"

(2020) · PeerJ · doi:10.7287/peerj.9485v0.1/reviews/1

Index

Persily, N., & Tucker, J. A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108890960.015

Index

Jungherr, A. M., Rivero, G., & Gayo-Avello, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108297820.011

Seeing Covid Place Attachments: Opening Alternative Data Imaginaries in Urban Studies with Instagram Photos and Computational Visual MethodsPreprint

Thorsen, S., & Munk, A. K. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4159361

Racism, Death, and Protests in Brazil: digital and traditional news coverage of Black Awareness Day after a racism crime on Twitter

de‐Lima‐Santos, M., & Ceron, W. (2022) · Online Media and Global Communication · doi:10.1515/omgc-2022-0030

Are we seeing what they want us to see? Toward a synthetic aperture for social media methods

Faltesek, D. (2023) · First Monday · doi:10.5210/fm.v28i2.12607

Exploring Time-Coded Comments on YouTube Music Videos of ‘Top 40’ Pop 2000–20

Bell, E. (2023) · doi:10.5040/9781501387302.0024

Computationale Methoden in den Sozial- und Humanwissenschaften

Döring, N. M. (2023) · Springer eBooks · doi:10.1007/978-3-662-64762-2_19

Daten beziehen

Haim, M. (2023) · Studienbücher zur Kommunikations- und Medienwissenschaft · doi:10.1007/978-3-658-40171-9_5

Geo-Media and Neighbourhood Effects’ Studies: A New Frontier

Falco, C. C. D. (2023) · doi:10.11648/j.ss.20231202.13

Studying Social Interactions Using Digital Trace Data

Gil‐Clavel, S. (2023) · doi:10.33612/diss.688253059

Deep Assumptions and Data Ethics in Educational Technology

Greenhalgh, S. P. (2023) · doi:10.59668/270.12692

Without access to social media platform data we risk being left in the darkPreprint

Parry, D. A. (2023) · doi:10.31730/osf.io/j3twc

Show Your Work! Three Qualitative Methodologies to Revise and Reimagine Quantitative Work as Communication Design

Lindgren, C., Banville, M. C., & Kalodner-Martin, E. (2023) · ACM International Conference on Design of Communication (SIGDOC) · doi:10.1145/3615335.3623019 · Cited by 2

Planification de la gestion des données pour les processus de travail en science ouverte

Tayler, F., Brunet, M., Gregory, K., Harper, L., & Haustein, S. (2023) · doi:10.5206/gsnv4753

Tagging Words

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0008

Wrangling Words

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0007

Project Workflow and Iteration

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0013

Corpus Building

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0002

Math Basics

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0004

From Text to Numbers

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0006

Acquiring Text

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0005

Advance praise for Mapping Texts

(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.002.0003

Extended Inductive

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0011

Computing Basics

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0003

Copyright Page

(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.002.0005

Preface

(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.002.0008

Core Inductive

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0010

Appendix

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.005.0001

Dedication

(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.002.0006

Extended Deductive

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0012

Core Deductive

Stoltz, D. S., & Taylor, M. A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0009

The Old Meets the New: “Old” Political Communication Concepts in a “‘New” Social Media Era

Salgado, S., Biscaia, A., & Papathanassopoulos, S. (2023) · Springer studies in media and political communication · doi:10.1007/978-3-031-45335-9_1

Text in Context

Stoltz, D. S., & Taylor, M. A. (2024) · Oxford University Press eBooks · doi:10.1093/oso/9780197756874.003.0001

Research on Disinformation: State of the Art and New Methodological Proposals

Acampa, S. (2024) · Springer eBooks · doi:10.1007/978-3-031-48435-3_3

Beyond Competition: Designing Data Portability to Support Research on the Digital Information EnvironmentPreprint

Sanderson, Z. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4739362

An Examination of Missing Person Social Media Engagement Through Data Mining and Experimentation: An Application of the Crisis and Emergency Risk Communication Mode

Kuchenbecker, C. M. (2024) · Chapman University Digital Commons (Chapman University) · doi:10.36837/chapman.000550

Editors' Introduction to Special Issue of JQD:DM in Collaboration with ICWSM

Shugars, S., Zhang, Y., & Jones, J. J. (2024) · Journal of Quantitative Description Digital Media · doi:10.51685/jqd.2024.icwsm.1

Battle for Inbox and Bucks

Chen, B., Borah, P., Dahlke, R., & Lukito, J. (2024) · Journal of Quantitative Description Digital Media · doi:10.51685/jqd.2024.012

The Platformisation of Consumer Culture

Anselmi, G., Gandini, A., Gandini, A., & Bainotti, L. (2024) · Amsterdam University Press eBooks · doi:10.1515/9789048555109 · Cited by 16

Anfang und Ende des Online-Journalismus

Haarkötter, H. (2024) · Publizistik · doi:10.1007/s11616-024-00868-1

The Evolution of Mass Communication Theories in the Digital Era: A Comprehensive Literature ReviewPreprint

Almakaty, S. S. (2025) · Preprints.org · doi:10.20944/preprints202412.0286.v2 · Cited by 2

How Should We Study Multiple Platforms? Lessons from Deliberative Systems Theory

Forestal, J. (2025) · Political Communication · doi:10.1080/10584609.2025.2512319

Streetscapes at Scale: Mapping Platform APIs as a Tool to Sample Space

Camp, N. P., & Jo, E. (2025) · Social Cognition · doi:10.1521/soco.2025.43.3.257

Of the people and the elite? The strategic framing of Jews, antisemitism, and Israel by the AfD and the FPÖ

Burchett, C. (2025) · Party Politics · doi:10.1177/13540688251358140

Becoming Entrepreneurial

Lusoli, A. (2025) · Creative working lives · doi:10.1007/978-3-031-95574-7_3

Traces as DataPreprint

Parry, D. A., & Klingelhoefer, J. (2025) · doi:10.31234/osf.io/6nctf_v1

Themenschwerpunkt: Daten, Digitalität und historisches Lernen. Geschichtskultur auf Social Media erforschen. Methoden, Werkzeuge und Herausforderungen der Datenanalyse

Meding, H. A. (2025) · Zeitschrift für Geschichtsdidaktik · doi:10.13109/zfgd.2025.24.1.50

Take Action Now! A Longitudinal Study of Political Party Calls to Action Across Social Media Platforms

Larsson, A. O. (2025) · Social Science Computer Review · doi:10.1177/08944393251390890 · Cited by 1

Does the TikTok Feed Lean Right? Exposure to Political Content Among Non-Partisan Users in Germany

Tjaden, J., Wolfgram, J., Philipp, A., Weissmann, S., Bobzien, L., Köhler, U., & Verwiebe, R. (2026) · Political Communication · doi:10.1080/10584609.2026.2733320

Expressive Data: Conceptualizing Political Expression Through Social Media Feeds

Butkowski, C. P. (2025) · Political Communication · doi:10.1080/10584609.2025.2579716

Approach with care: research within and beyond APIs

Pearce, W. (2018)

“API-Based Research” or How can Digital Sociology and Journalism Studies Learn from the Facebook and Cambridge Analytica Data Breach

Venturini, T., & Rogers, R. (2019) · Digital Journalism · doi:10.1080/21670811.2019.1591927 · Cited by 169

The Post-API Age of Social Media Data Access: Past, Present, and Future

Freelon, D., Monzer, C., Jeon, G., Moy, C., & Williams, N. (2024) · The Annals of the American Academy of Political and Social Science · doi:10.1177/00027162251372557 · Cited by 10

Repurposing Digital Methods in a Post-API Research Environment: Methodological and Ethical Implications

Caliandro, A. (2021) · Italian Sociological Review · doi:10.13136/isr.v11i4s.433 · Cited by 10

New Methods in Social Science Research: Policy Sciences and Futures Research

Allen, T. (1978) · Cited by 27