On the interpretation of digital trace data in communication and social computing research

Social network sites: definition, history, and scholarship

boyd, D. M., & Ellison, N. B. (2007) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2007.00393.x · Cited by 16,251 · see citing works

Untitled work

(1999) · Cited by 12,854 · see citing works

What is Twitter, a social network or a news media?

Kwak, H., Lee, C., Park, H., & Moon, S. (2010) · Proceedings of the 19th international conference on World wide web · doi:10.1145/1772690.1772751 · Cited by 6,652 · see citing works

Untitled work

(2011) · Cited by 5,203 · see citing works

I tweet honestly, I tweet passionately: Twitter users, context collapse, and the imagined audience

Marwick, A. E., & boyd, D. (2011) · New Media & Society · doi:10.1177/1461444810365313 · Cited by 4,612 · see citing works

Why we twitter

Java, A., Song, X., Finin, T., & Tseng, B. L. (2007) · doi:10.1145/1348549.1348556 · Cited by 2,662 · see citing works

Information credibility on twitter

Castillo, C., Mendoza, M., & Poblete, B. (2011) · Proceedings of the 20th international conference on World wide web · doi:10.1145/1963405.1963500 · Cited by 2,593 · see citing works

Tweet, Tweet, Retweet: Conversational Aspects of Retweeting on Twitter

Boyd, D., Golder, S., & Lotan, G. (2010) · 2010 43rd Hawaii International Conference on System Sciences · doi:10.1109/hicss.2010.412 · Cited by 2,051 · see citing works

Journal of Computer-Mediated Communication

(2018) · Journal of Computer-Mediated Communication · doi:10.1111/(issn)1083-6101 · Cited by 1,894 · see citing works

TwitterRank

Weng, J., Lim, E., Jiang, J., & He, Q. (2010) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/1718487.1718520 · Cited by 1,740 · see citing works

Everyone's an influencer: quantifying influence on twitter

Bakshy, E., Hofman, J. M., Mason, W. A., & Watts, D. J. (2011) · Proceedings of the fourth ACM international conference on Web search and data mining · doi:10.1145/1935826.1935845 · Cited by 1,689 · see citing works

Talking about tactile experiences

Obrist, M., Seah, S. A., & Subramanian, S. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2466220 · Cited by 1,627 · see citing works

Microblogging during two natural hazards events

Vieweg, S. E., Hughes, A., Starbird, K., & Palen, L. A. (2010) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753486 · Cited by 1,439 · see citing works

Want to be Retweeted? Large Scale Analytics on Factors Impacting Retweet in Twitter Network

Suh, B., Hong, L., Pirolli, P. L. T., & Ed, H. (2010) · doi:10.1109/socialcom.2010.33 · Cited by 1,183 · see citing works

Information, Community, and Action: How Nonprofit Organizations Use Social Media*

Lovejoy, K., & Saxton, G. D. (2012) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2012.01576.x · Cited by 1,153 · see citing works

Who says what to whom on twitter

Wu, S., Hofman, J. M., Mason, W., & Watts, D. J. (2011) · International World Wide Web Conference (WWW) · doi:10.1145/1963405.1963504 · Cited by 969 · see citing works

Ambient affiliation: A linguistic perspective on Twitter

Zappavigna, M. S. (2011) · New Media & Society · doi:10.1177/1461444810385097 · Cited by 734 · see citing works

A few chirps about twitter

Krishnamurthy, B., Gill, P., & Arlitt, M. (2008) · Proceedings of the first workshop on Online social networks · doi:10.1145/1397735.1397741 · Cited by 697 · see citing works

Uncovering social spammers: social honeypots + machine learning

Lee, K., Caverlee, J., & Webb, S. (2010) · Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval · doi:10.1145/1835449.1835522 · Cited by 619 · see citing works

Studying political microblogging: Twitter users in the 2010 Swedish election campaign

Larsson, A. O., & Moe, H. (2011) · New Media & Society · doi:10.1177/1461444811422894 · Cited by 598 · see citing works

The Microscope and the Moving Target: The Challenge of Applying Content Analysis to the World Wide Web

McMillan, S. J. (2000) · Journalism & Mass Communication Quarterly · doi:10.1177/107769900007700107 · Cited by 588 · see citing works

Networked Gatekeeping and Networked Framing on #Egypt

Meraz, S., & Papacharissi, Z. (2013) · The International Journal of Press/Politics · doi:10.1177/1940161212474472 · Cited by 584 · see citing works

Social Computing: From Social Informatics to Social Intelligence

Wang, F., Carley, K. M., Zeng, D. D., & Mao, W. (2007) · IEEE Intelligent Systems · doi:10.1109/mis.2007.41 · Cited by 568 · see citing works

Modeling Information Diffusion in Implicit Networks

Yang, J., & Leskovec, J. (2010) · Proceedings · doi:10.1109/icdm.2010.22 · Cited by 563 · see citing works

Theory and Research in Mass Communication

Bryant, J., & Miron, D. (2004) · Journal of Communication · doi:10.1111/j.1460-2466.2004.tb02650.x · Cited by 545 · see citing works

DON’T FOLLOW ME - Spam Detection in Twitter

Wang, A. H. (2010) · International Conference on Security and Cryptography · doi:10.5220/0002996201420151 · Cited by 469 · see citing works

DIGITAL MEDIA AND THE PERSONALIZATION OF COLLECTIVE ACTION

Bennett, W. L., & Segerberg, A. (2011) · Information Communication & Society · doi:10.1080/1369118x.2011.579141 · Cited by 459 · see citing works

Predicting Flu Trends using Twitter data

Achrekar, H., Gandhe, A., Lazarus, R. M., Yu, S.-H., & Liu, B. (2011) · IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) · doi:10.1109/infcomw.2011.5928903 · Cited by 456 · see citing works

WHAT THE HASHTAG?

Small, T. A. (2011) · Information Communication & Society · doi:10.1080/1369118x.2011.554572 · Cited by 433 · see citing works

Validity Issues in the Use of Social Network Analysis with Digital Trace Data

University of Texas at Austin, Howison, J., Wiggins, A., Syracuse University, Crowston, K., & Syracuse University (2011) · Journal of the Association for Information Systems · doi:10.17705/1jais.00282 · Cited by 369 · see citing works

#TwitterSearch

Teevan, J. B., Ramage, D., & Morris, M. R. (2011) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/1935826.1935842 · Cited by 366 · see citing works

Weblogs and the Epistemology of the News: Some Trends in Online Journalism

Matheson, D. (2004) · New Media & Society · doi:10.1177/146144804044329 · Cited by 357 · see citing works

The Presentation of Self in Virtual Life: Characteristics of Personal Home Pages

Papacharissi, Z. (2002) · Journalism & Mass Communication Quarterly · doi:10.1177/107769900207900307 · Cited by 350 · see citing works

Examining the New Influencers: A Self-Presentation Study of A-List Blogs

Sweetser, K. D., & Keshelashvili, A. (2005) · Journalism & Mass Communication Quarterly · doi:10.1177/107769900508200413 · Cited by 335 · see citing works

Content Analysis of the World Wide Web

Weare, C., & Lin, W. (2000) · Social Science Computer Review · doi:10.1177/089443930001800304 · Cited by 306 · see citing works

The Political Information Cycle in a Hybrid News System: The British Prime Minister and the “Bullygate” Affair

Chadwick, A. (2010) · The International Journal of Press/Politics · doi:10.1177/1940161210384730 · Cited by 286 · see citing works

SOCIAL SCIENCE RESEARCH METHODS IN INTERNET TIME

Karpf, D. (2012) · Information Communication & Society · doi:10.1080/1369118x.2012.665468 · Cited by 285 · see citing works

New media, new movements? The role of the internet in shaping the ‘anti‐globalization’ movement

Aelst, P. V., & Walgrave, S. (2002) · Information Communication & Society · doi:10.1080/13691180208538801 · Cited by 281 · see citing works

TWITTER AS A TECHNOLOGY FOR AUDIENCING AND FANDOM

Highfield, T., Harrington, S., & Bruns, A. (2013) · Information Communication & Society · doi:10.1080/1369118x.2012.756053 · Cited by 272 · see citing works

The Temporal Effects of Story and Statistical Evidence on Belief Change

Baesler, E. J., & Burgoon, J. K. (1994) · Communication Research · doi:10.1177/009365094021005002 · Cited by 267 · see citing works

NATIONAL POLITICS ON TWITTER

Ausserhofer, J., & Maireder, A. (2013) · Information Communication & Society · doi:10.1080/1369118x.2012.756050 · Cited by 252 · see citing works

Different Aspects of Social Network Analysis

Jamali, M., & Abolhassani, H. (2006) · IEEE/WIC/ACM International Conference on Web Intelligence · doi:10.1109/wi.2006.61 · Cited by 242 · see citing works

Measuring behavioral trust in social networks

Adalı, S., Escriva, R., Goldberg, M., Hayvanovych, M., Magdon‐Ismail, M., Szymanski, B. K., Wallace, W. A., & Williams, G. T. (2010) · IEEE International Conference on Intelligence and Security Informatics (ISI) · doi:10.1109/isi.2010.5484757 · Cited by 207 · see citing works

Without You, I'm Nothing: Performances of the Self on Twitter

Papacharissi, Z. (2012) · International journal of communication · Cited by 201 · see citing works

The Empirical Study of the Persuasive Effects of Evidence The Status After Fifty Years of Research

REINARD, J. C. (1988) · Human Communication Research · doi:10.1111/j.1468-2958.1988.tb00170.x · Cited by 199 · see citing works

Using Twitter for Promotion and Branding: A Content Analysis of Local Television Twitter Sites

Greer, C. F., & Ferguson, D. A. (2011) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838151.2011.570824 · Cited by 187 · see citing works

Political Communication Faces the 21st Century

Graber, D. Α., & Smith, J. M. (2005) · Journal of Communication · doi:10.1093/joc/55.3.479 · Cited by 185 · see citing works

‘Blogs of war’

Wall, M. A. (2005) · Journalism · doi:10.1177/1464884905051006 · Cited by 179 · see citing works

The Emerging Viewertariat and BBC Question Time

Anstead, N., & O’Loughlin, B. (2011) · The International Journal of Press/Politics · doi:10.1177/1940161211415519 · Cited by 171 · see citing works

National Borders on the World Wide Web

Halavais, A. (2000) · New Media & Society · doi:10.1177/14614440022225689 · Cited by 168 · see citing works

Rzeczpospolita blogow [Republic of Blog]: Examining Polish Bloggers Through Content Analysis

Sweetser, K. D., Tarkowski, A., Hofmokl, J., & Sapp, A. M. (2006) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2006.00032.x · Cited by 154 · see citing works

The mission of the j-blog

Robinson, S. E. (2006) · Journalism · doi:10.1177/1464884906059428 · Cited by 153 · see citing works

War on the Web

Dimitrova, D. V., Kaid, L. L., Williams, A. P. J. W., & Sweetser, K. D. (2005) · Harvard International Journal of Press/Politics · doi:10.1177/1081180x05275595 · Cited by 132 · see citing works

Vocal Minority Versus Silent Majority: Discovering the Opionions of the Long Tail

Mustafaraj, E., Finn, S., Whitlock, C., & Metaxas, P. (2011) · International Conference on Social Computing · doi:10.1109/passat/socialcom.2011.188 · Cited by 131 · see citing works

Structural Predictors of Tie Formation in Twitter: Transitivity and Mutuality

Golder, S. A., & Yardi, S. (2010) · doi:10.1109/socialcom.2010.22 · Cited by 127 · see citing works

Live research: Twittering an election debate

Elmer, G. (2012) · New Media & Society · doi:10.1177/1461444812457328 · Cited by 110 · see citing works

Linking online news and social media

Tsagkias, M., de Rijke, M., & Weerkamp, W. (2011) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/1935826.1935906 · Cited by 102 · see citing works

Analyzing Linking Practices: Candidate Sites in the 2002 US Electoral Web Sphere

Foot, K., Schneider, S. M., Dougherty, M., Xenos, M. A., & Larsen, E. (2006) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2003.tb00220.x · Cited by 99 · see citing works

IEEE Internet Computing

(2019) · IEEE Computer Graphics and Applications · doi:10.1109/mcg.2019.2922021 · Cited by 93 · see citing works

Early online identification of attention gathering items in social media

Mathioudakis, M., Koudas, N., & Marbach, P. (2010) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/1718487.1718525 · Cited by 50 · see citing works

Characterizing comment spam in the blogosphere through content analysis

Bhattarai, A., Rus, V., & Dasgupta, D. (2009) · doi:10.1109/cicybs.2009.4925088 · Cited by 48 · see citing works

THE UK ANTI-WAR MOVEMENT ONLINE

Gillan, K. (2009) · Information Communication & Society · doi:10.1080/13691180802158532 · Cited by 46 · see citing works

A Study on Social Network Metrics and Their Application in Trust Networks

Varlamis, I., Eirinaki, M., & Louta, M. D. (2010) · IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) · doi:10.1109/asonam.2010.40 · Cited by 45 · see citing works

Blogs of war

Wall, M. A. (2005) · Cited by 44 · see citing works

Reading and Writing Public Documents

(2001) · Document design companion series · doi:10.1075/ddcs.1 · Cited by 41 · see citing works

Building Frames Link by Link: The Linking Practices of Blogs and News Sites

Coddington, M. (2012) · International journal of communication · Cited by 33 · see citing works

A co-classification framework for detecting web spam and spammers in social media web sites

Chen, F., Tan, P., & Jain, A. K. (2009) · ACM International Conference on Information and Knowledge Management (CIKM) · doi:10.1145/1645953.1646235 · Cited by 32 · see citing works

8. Convincing citizens

Hoeken, H. (2001) · Document design companion series · doi:10.1075/ddcs.1.08hoe · Cited by 29 · see citing works

Everyone's an influencer

Bakshy, E., Hofman, J. M., Mason, W., & Watts, D. J. (2011) · ACM International Conference on Web Search and Data Mining (WSDM) · Cited by 20 · see citing works

Metrics For Monitoring A Social-Political Blogosphere: A Malaysian Case Study

Ulicny, B. E., Kokar, M. M., & Matheus, C. J. (2010) · IEEE Internet Computing · doi:10.1109/mic.2010.22 · Cited by 16 · see citing works

Who Participates and How? Twitter as an Arena for Public Debate about the Data Retention Directive in Norway

Moe, H. (2012) · International journal of communication · Cited by 12 · see citing works

Mapping the Blogosphere with RSS-Feeds

Broß, J., Quasthoff, M., Berger, P., Hennig, P., & Meinel, C. (2010) · International Conference on Advanced Information Networking and Applications (AINA) · doi:10.1109/aina.2010.95 · Cited by 12 · see citing works

Convincing citizens: The role of argument quality

Hoeken, H. (2001) · Radboud Repository (Radboud University) · Cited by 8 · see citing works

Latter-Day Tweets: TheMormon Times's Use of Twitter as a Reporting Tool

Boyle, K. (2012) · Journal of Media and Religion · doi:10.1080/15348423.2012.730320 · Cited by 5 · see citing works

The Pushshift Reddit Dataset

Baumgartner, J., Zannettou, S., Keegan, B., Squire, M., & Blackburn, J. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7347 · Cited by 881 · see citing works

Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries

Olteanu, A., Castillo, C., Diaz, F., & Kıcıman, E. (2019) · Frontiers in Big Data · doi:10.3389/fdata.2019.00013 · Cited by 763 · see citing works

Big questions for social media big data: Representativeness, validity and other methodological pitfalls

Tufekci, Z. (2014) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v8i1.14517 · Cited by 780 · see citing works

Quantifying the power and consequences of social media protest

Freelon, D., McIlwain, C. D., & Clark, M. D. (2016) · New Media & Society · doi:10.1177/1461444816676646 · Cited by 392 · see citing works

Taking Stock of the Toolkit

Boumans, J. W., & Trilling, D. (2015) · Digital Journalism · doi:10.1080/21670811.2015.1096598 · Cited by 212 · see citing works

Building a complementary agenda for business process management and digital innovation

Mendling, J., Pentland, B. T., & Recker, J. (2020) · European Journal of Information Systems · doi:10.1080/0960085x.2020.1755207 · Cited by 185 · see citing works

Digital Trace Data Collection for Social Media Effects Research: APIs, Data Donation, and (Screen) Tracking

Ohme, J., Araujo, T., Boeschoten, L., Freelon, D., Ram, N., Reeves, B. B., & Robinson, T. N. (2024) · Communication Methods and Measures · doi:10.1080/19312458.2023.2181319 · Cited by 208 · see citing works

Tracking the release of IPCC AR5 on Twitter: Users, comments, and sources following the release of the Working Group I Summary for Policymakers

Newman, T. P. (2017) · Public Understanding of Science · doi:10.1177/0963662516628477 · Cited by 124 · see citing works

Reinforcing attitudes in a gatewatching news era: Individual-level antecedents to sharing fact-checks on social media

Amazeen, M. A., Vargo, C. J., & Hopp, T. (2018) · Communication Monographs · doi:10.1080/03637751.2018.1521984 · Cited by 118 · see citing works

Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries

Olteanu, A., Castillo, C., Diaz, F., & Kiciman, E. (2016) · doi:10.2139/ssrn.2886526 · Cited by 763 · see citing works

Computational Social Science and the Study of Political Communication

Theocharis, Y., & Jungherr, A. M. (2020) · Political Communication · doi:10.1080/10584609.2020.1833121 · Cited by 95 · see citing works

The Relationship Between Cyberbalkanization and Opinion Polarization: Time-Series Analysis on Facebook Pages and Opinion Polls During the Hong Kong Occupy Movement and the Associated Debate on Political Reform

Chan, C., & Fu, K. (2017) · Journal of Computer-Mediated Communication · doi:10.1111/jcc4.12192 · Cited by 81 · see citing works

Interactive Behavior in Political Discussions on Twitter: Politicians, Media, and Citizens’ Patterns of Interaction in the 2015 and 2016 Electoral Campaigns in Spain

Guerrero-Solé, F. (2018) · Social Media + Society · doi:10.1177/2056305118808776 · Cited by 75 · see citing works

Self-Reported Versus Digitally Recorded: Measuring Political Activity on Facebook

Haenschen, K. (2019) · Social Science Computer Review · doi:10.1177/0894439318813586 · Cited by 65 · see citing works

Scaling up Content Analysis

Trilling, D., & Jonkman, J. G. F. (2018) · Communication Methods and Measures · doi:10.1080/19312458.2018.1447655 · Cited by 64 · see citing works

Bringing Context Inside Process Research with Digital Trace Data

Pentland, B. T., Recker, J., Wolf, J. R., & Wyner, G. M. (2020) · Journal of the Association for Information Systems · doi:10.17705/1jais.00635 · Cited by 60 · see citing works

Emerging communication technology research: Theoretical and methodological variables in the last 16 years and future directions

Borah, P. (2015) · New Media & Society · doi:10.1177/1461444815621512 · Cited by 45 · see citing works

Detecting Pain Points from User-Generated Social Media Posts Using Machine Learning

Salminen, J. O., Mustak, M., Corporan, J., Jung, S., & Jansen, B. J. J. (2022) · Journal of Interactive Marketing · doi:10.1177/10949968221095556 · Cited by 47 · see citing works

Community Detection in Political Discussions on Twitter

Guerrero-Solé, F. (2015) · Social Science Computer Review · doi:10.1177/0894439315617254 · Cited by 44 · see citing works

‘How could anyone have predicted that #AskJameis would go horribly wrong?’ public relations, social media, and hashtag hijacking

Sanderson, J., Barnes, K., Williamson, C., & Kian, E. M. (2015) · Public Relations Review · doi:10.1016/j.pubrev.2015.11.005 · Cited by 43 · see citing works

The Digital Phenotype: a Philosophical and Ethical Exploration

Loi, M. (2018) · Philosophy & Technology · doi:10.1007/s13347-018-0319-1 · Cited by 44 · see citing works

Search Engine Use for Health-Related Purposes: Behavioral Data on Online Health Information-Seeking in Germany

Bachl, M., Link, E., Mangold, F., & Stier, S. (2024) · Health Communication · doi:10.1080/10410236.2024.2309810 · Cited by 39 · see citing works

Social computing in currency exchange

Chamoso, P., González‐Briones, A., Rivas, A., la Prieta, F. D., & Corchado, J. M. (2019) · Knowledge and Information Systems · doi:10.1007/s10115-018-1289-4 · Cited by 38 · see citing works

A Big Data Approach to Assessing the Impact of Social Norms: Reporting One’s Exercise to a Social Media Audience

Carpenter, C. J., & Amaravadi, C. S. (2016) · Communication Research · doi:10.1177/0093650216657776 · Cited by 38 · see citing works

From Silence to #WhyIStayed: Locating Our Stories and Finding Our Voices

Weathers, M., Sanderson, J., Neal, A., & Gramlich, K. (2016) · Qualitative Research Reports in Communication · doi:10.1080/17459435.2016.1143385 · Cited by 37 · see citing works

The crossroads of digital phenotyping

Davidson, B. I. (2020) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2020.11.009 · Cited by 37 · see citing works

New Guidelines for Null Hypothesis Significance Testing in Hypothetico-Deductive IS Research

Mertens, W., & Recker, J. (2023) · Technology, work and globalization · doi:10.1007/978-3-031-38719-7_13 · Cited by 33 · see citing works

Process science: the interdisciplinary study of socio-technical change

Brocke, J. V., van der Aalst, W. M. P., Berente, N., van Dongen, B. F., Grisold, T., Kremser, W., Mendling, J., Pentland, B. T., Roeglinger, M., Rosemann, M., et al. (2024) · Process Science · doi:10.1007/s44311-024-00001-5 · Cited by 30 · see citing works

Conceptualizing the dialogical structure of mass communication: A comparison of the dialogical networks and mediated social communication approaches

Baumgartner, A., Fürst, S., & Schönhagen, P. (2021) · Discourse Context & Media · doi:10.1016/j.dcm.2021.100546 · Cited by 27 · see citing works

Why it is important to consider negative ties when studying polarized debates: A signed network analysis of a Dutch cultural controversy on Twitter

Keuchenius, A., Törnberg, P., & Uitermark, J. (2021) · PLOS ONE · doi:10.1371/journal.pone.0256696 · Cited by 27 · see citing works

Generating impactful situated explanations through digital trace data

Grisold, T., Kremser, W., Mendling, J., Recker, J., Brocke, J. V., & Wurm, B. (2023) · Journal of Information Technology · doi:10.1177/02683962231208724 · Cited by 26 · see citing works

Collective Trolling as a Form of Organizational Resistance: Analysis of the #Justiceforbradswife Twitter Campaign

Kirkwood, G. L., Payne, H. J., & Mazer, J. P. (2019) · Communication Studies · doi:10.1080/10510974.2019.1610015 · Cited by 24 · see citing works

Trace interviews: An actor-centered approach

Dubois, E., & Ford, H. (2015) · White Rose Research Online (University of Leeds, The University of Sheffield, University of York) · Cited by 24 · see citing works

On the Pivotal Role of Data in Sustainability Transformations

Püchel, L., Wang, C., Buhmann, K., Brandt, T., Schweinitz, F. S. V., Edinger‐Schons, L. M., Brocke, J. V., Legner, C., Teracino, E. A., & Mardahl, T. D. (2024) · Business & Information Systems Engineering · doi:10.1007/s12599-024-00904-4 · Cited by 23 · see citing works

Why the Data Revolution Needs Qualitative Thinking

Tanweer, A., Gade, E. K., Krafft, P. M., & Dreier, S. K. (2021) · Harvard Data Science Review · doi:10.1162/99608f92.eee0b0da · Cited by 22 · see citing works

Liking, Tweeting and Posting: An Analysis of Community Engagement through Social Media Platforms

Steinmetz, C., Rahmat, H., Marshall, N., Bishop, K., Thompson, S. M., Park, M., Corkery, L., & Tietz, C. (2020) · Urban Policy and Research · doi:10.1080/08111146.2020.1792283 · Cited by 21 · see citing works

The use of emotions in conspiracy and debunking videos to engage publics on YouTube

Kim, S. J., & Chen, K. (2022) · New Media & Society · doi:10.1177/14614448221105877 · Cited by 27 · see citing works

‘Datafying’ Broadcasting: Exploring the Role of Big Data and Its Implications for Competing in a Big Data-Driven TV Ecosystem

Murschetz, P. C., & Prandner, D. (2018) · Contributions to management science · doi:10.1007/978-3-319-71722-7_4 · Cited by 21 · see citing works

Fifty years of agenda-setting research

Vargo, C. J. (2018) · The Agenda Setting Journal · doi:10.1075/asj.18023.var · Cited by 20 · see citing works

“Rough Week for Testosterone”: Public Commentary around the Ivy League’s Decision to Restrict Tackle Football in Practice

Cranmer, G. A., & Sanderson, J. (2018) · Western Journal of Communication · doi:10.1080/10570314.2018.1441431 · Cited by 20 · see citing works

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 16 · see citing works

Digital Diaspora Activism at the Margins: Unfolding Rohingya Diaspora Interactions on Facebook (2017–2022)

Ansar, A., & Maitra, J. (2024) · Social Media + Society · doi:10.1177/20563051241228603 · Cited by 18 · see citing works

Worlds of Agents: Prospects of Agent-Based Modeling for Communication Research

Waldherr, A., Hilbert, M., & González‐Bailón, S. (2021) · Communication Methods and Measures · doi:10.1080/19312458.2021.1986478 · Cited by 18 · see citing works

The Morality Machine: Tracking Moral Values in Tweets

Teernstra, L., van der Putten, P., Noordegraaf‐Eelens, L., & Verbeek, F. J. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-46349-0_3 · Cited by 18 · see citing works

Conceptualisation of Digital Traces for the Identification of Informal Networks in Enterprise Social Networks

Behrendt, S., Richter, A., & Riemer, K. (2014) · Tuwhera (Auckland University of Technology) · Cited by 17 · see citing works

Kulturen im Wandel: Zur nonlinearen Brüchigkeit von Mediatisierungsprozessen

Grenz, T., & Pfadenhauer, M. (2017) · Springer eBooks · doi:10.1007/978-3-658-16084-5_9 · Cited by 17 · see citing works

#NotOkay: Stories of sexual assault in the midst of the 2016 U.S. presidential election

Jenkins, A., & Mazer, J. P. (2017) · Qualitative Research Reports in Communication · doi:10.1080/17459435.2017.1404487 · Cited by 16 · see citing works

Supporting digital discourse? The deliberative function of links on Twitter

Jakob, J. (2020) · New Media & Society · doi:10.1177/1461444820972388 · Cited by 16 · see citing works

Managing to release early, often and on time in the OpenStack software ecosystem

Teixeira, J. A., & Karsten, H. (2019) · Journal of Internet Services and Applications · doi:10.1186/s13174-019-0105-z · Cited by 17 · see citing works

Adrian Peterson and the “Wussification of America”: Football and Myths of Masculinity

Foote, J. G., Butterworth, M. L., & Sanderson, J. (2016) · Communication Quarterly · doi:10.1080/01463373.2016.1227347 · Cited by 15 · see citing works

Sosyal Bilimlerde Büyük Veri Analitiği, Yapay Zeka ve Makine Öğreniminin Kullanımı

Mevlüt Hürol, M. E. T. E. (2023) · Anadolu Üniversitesi Sosyal Bilimler Dergisi · doi:10.18037/ausbd.1272565 · Cited by 14 · see citing works

Understanding electronic word of behavior: conceptualization of the observable digital traces of consumers’ behaviors

Kunst, K., & Vatrapu, R. (2018) · Electronic Markets · doi:10.1007/s12525-018-0301-x · Cited by 11 · see citing works

Beyond popularity: A user perspective on observable behaviours in a digital platform

Kunst, K., Ringberg, T., & Vatrapu, R. (2021) · Information Systems Journal · doi:10.1111/isj.12365 · Cited by 11 · see citing works

Online networking behaviour of tourism stakeholders in a multi-destination region: A hyperlink network analysis

Herasimovich, V., Alzua-Sorzabal, A., & Guereño-Omil, B. (2023) · Journal of Destination Marketing & Management · doi:10.1016/j.jdmm.2023.100844 · Cited by 11 · see citing works

What Framework Promotes Saliency of Climate Change Issues on Online Public Agenda: A Quantitative Study of Online Knowledge Community Quora

Shi, W., Chen, C., Xiong, J., & Fu, H. (2019) · Sustainability · doi:10.3390/su11061619 · Cited by 11 · see citing works

Computational communication research

Matei, S. A., & Kee, K. F. (2019) · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · doi:10.1002/widm.1304 · Cited by 10 · see citing works

Blogs e redes sociais na atenção à saúde da família: o que a comunicação online traz de novo?

Barcelos, P., Lima, T. V., & de Aguiar, A. C. (2020) · Reciis · doi:10.29397/reciis.v14i1.1747 · Cited by 9 · see citing works

Not So Distinct After All: Assessing Social Stratification of News Users on the Web

Ørmen, J. (2018) · Journalism Studies · doi:10.1080/1461670x.2018.1539342 · Cited by 8 · see citing works

Big Data y televisión. Una reflexión crítica sobre el auge del Big Data como nuevo paradigma tecno-económico, y su impacto en el concepto de target de audiencia

Murschetz, P. C., & Schlütz, D. (2018) · Fonseca Journal of Communication · doi:10.14201/fjc2018172338 · Cited by 8 · see citing works

Impact of Sparse and Dense Deployment of Nodes Under Different Propagation Models in Manets

Hussain, A., Hussain, T., Ali, I., & Khan, M. R. (2020) · ADCAIJ ADVANCES IN DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE JOURNAL · doi:10.14201/adcaij2020916184 · Cited by 8 · see citing works

Beyond the Wall: Mapping Twitter in ChinaPreprint

Song, S., Faris, R., & Kelly, J. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2685358 · Cited by 8 · see citing works

Who Sets Social Media Sentiment?: Sentiment Contagion in the 2016 U.S. Presidential Election Media Tweet Network

Joa, C. Y., & Yun, G. W. (2020) · Journalism Practice · doi:10.1080/17512786.2020.1856708 · Cited by 7 · see citing works

Making sense of Starbucks’ anti-bias training and the arrests of two African American men: A thematic analysis of Whites’ Facebook and Twitter comments

Karlsen, A. S., & Scott, K. D. (2019) · Discourse Context & Media · doi:10.1016/j.dcm.2019.100332 · Cited by 7 · see citing works

Untapped Potential: Designed Digital Trace Data in Online Survey Experiments

Macke, E., Daviss, C., & Williams-Baron, E. (2024) · Sociological Methods & Research · doi:10.1177/00491241241268770 · Cited by 7 · see citing works

The IT Artifact in People Analytics: Reviewing Tools to Understand a Nascent Field

Hüllmann, J. A., Krebber, S., & Troglauer, P. (2021) · Lecture notes in information systems and organisation · doi:10.1007/978-3-030-86800-0_18 · Cited by 6 · see citing works

Comparative Process-oriented Research Using Social Media and Historical Text

Murthy, D. (2017) · Sociological Research Online · doi:10.1177/1360780417731272 · Cited by 6 · see citing works

Quantitative intersectional data (QUINTA): a #metoo case study

Boyd, A. E. (2021) · Digital Commons-DePaul (DePaul University) · Cited by 6 · see citing works

Narrative Networks in Routine Dynamics

Pentland, B. T., & Kim, I. (2021) · Cambridge University Press eBooks · doi:10.1017/9781108993340.016 · Cited by 6 · see citing works

Unraveling China’s digital traces: evaluating communication scholarship through a sociotechnical lens

Chen, K., Lu, Y., & Wang, Y. (2023) · Chinese Journal of Communication · doi:10.1080/17544750.2023.2264406 · Cited by 5 · see citing works

An exploratory study of information re-finding behaviour modes of Chinese college students on social media: video diary analysis from Chinese platforms

Ma, X., & Fan, X. (2024) · Behaviour and Information Technology · doi:10.1080/0144929x.2024.2331261 · Cited by 5 · see citing works

Tendencies and characteristics of public fitness behavior in the digital era: an Internet ethnography study based on the K Community in China

Chen, J., & Ye, S. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1414837 · Cited by 5 · see citing works

Levels of Trace Data for Social and Behavioural Science Research

Crowston, K. (2017) · Computational social sciences · doi:10.1007/978-3-319-59186-5_4 · Cited by 5 · see citing works

Expression and Reception: An Analytic Method for Assessing Message Production and Consumption in CMC

Namkoong, K., Shah, D. V., McLaughlin, B., Chih, M., Moon, T. J., Hull, S. J., & Gustafson, D. H. (2017) · Communication Methods and Measures · doi:10.1080/19312458.2017.1313396 · Cited by 5 · see citing works

The Knowledge-Remixing Bottleneck

Groth, P. (2013) · IEEE Intelligent Systems · doi:10.1109/mis.2013.138 · Cited by 4 · see citing works

Collecting data from Internet (and other platform) users for mental health research

Lahoud, A. A., Gladstone, T. R., Clark, S. B., & Flessner, C. A. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822201-0.00015-0 · Cited by 4 · see citing works

Somut Olmayan Kültürel Mirasın korunmasında yapay zekâ, veri bilimi ve makine öğrenmesinden yararlanma

Nejla, O. R. T. A. (2024) · RumeliDE Dil ve Edebiyat Araştırmaları Dergisi :/RumeliDe Dil ve Edebiyat Araştırmaları Dergisi · doi:10.29000/rumelide.1439731 · Cited by 4 · see citing works

Verstrickt in der Rhetorik der Technologie-, Daten- und Medienunternehmen? Zu Problematiken im Umgang mit nicht-wissenschaftlichen Nutzungsdaten

Fürst, S. (2021) · Studies in Communication and Media · doi:10.5771/2192-4007-2021-2-175 · Cited by 4 · see citing works

How consistent are smartphone application preferences? A descriptive study of mobile application repertoires using behavioral dataPreprint

Parry, D. A., & Sewall, C. J. R. (2021) · doi:10.31235/osf.io/jzxun · Cited by 4 · see citing works

Search Engine Use for Health-Related Purposes: Behavioral Data on Online Health Information-Seeking in GermanyPreprint

Bachl, M., Link, E., Mangold, F., & Stier, S. (2023) · doi:10.31219/osf.io/bxp5j · Cited by 4 · see citing works

Digital politics in transition and the new logics of fluid visibility on social media: The Ocasio-Cortez case

Battista, D., & Cervi, L. (2025) · Society Register · doi:10.14746/sr.2025.9.4.02 · Cited by 3 · see citing works

Research Methods

Recker, J. (2021) · Progress in IS · doi:10.1007/978-3-030-85436-2_5 · Cited by 4 · see citing works

Big Data-Analysen und qualitative Forschungsmethodik

Mahrt, M. (2016) · Springer eBooks · doi:10.1007/978-3-658-08460-8_56-1 · Cited by 2 · see citing works

A Systems Approach to Studying Online Communities

Foote, J. (2022) · Media and Communication · doi:10.17645/mac.v10i2.5042 · Cited by 3 · see citing works

Big Data-Analysen und qualitative Forschungsmethodik

Mahrt, M. (2020) · Springer eBooks · doi:10.1007/978-3-658-08357-1_56 · Cited by 3 · see citing works

Inferring Individual-Level Characteristics from Digital Trace Data

Freelon, D. (2018) · Routledge eBooks · doi:10.4324/9781351209434-6 · Cited by 3 · see citing works

Processual Shadows

Pentland, B. T., Wolf, J. R., Xie, Y., Kim, I., Frank, K. A., & Pentland, A. P. (2024) · doi:10.1093/oso/9780198899457.003.0007 · Cited by 2 · see citing works

Sosyal Medyada Güç İstenci Savunma Mekanizmaları İle Veri İlişkisini Dijital Yerliler Üzerinden İncelemek

Tan, H., & ŞENKAL, Y. (2024) · Uluslararası İnsan Çalışmaları Dergisi · doi:10.35235/uicd.1506598 · Cited by 2 · see citing works

Who Will Help You to Practice Good Health Habits and Who Will Give You Eating Disorders? Analysis of WeightWatchers Twitter Network

Park, S., Joa, C. Y., & Labbe, B. R. (2022) · Health & New Media Research · doi:10.22720/hnmr.2022.6.1.035 · Cited by 2 · see citing works

Digital innovation management : investigating digital trace data in online communities

Mankevich, V. N. (2019) · DiVA at Umeå University (Umeå University) · Cited by 2 · see citing works

Others are more affected than me: the influence of presumed influence and affective responses on misinformation correction intentions

Ho, S. S., Jin, J., Ou, M., & Huang, N. M. (2026) · Online Information Review · doi:10.1108/oir-03-2025-0183 · Cited by 1 · see citing works

An open-source platform for multimodal digital trace data collection from smartphones

Kim, I., Boffa, J., Cho, M.-J., Conroy, D. E., Kline, N., Haber, N., Robinson, T. N., Reeves, B. B., & Ram, N. (2026) · Nature Health · doi:10.1038/s44360-026-00072-7 · Cited by 1 · see citing works

Designing Process Mining to Mitigate Electronic Performance Monitoring Risks

Nacke, J., Plattfaut, R., & Riedl‬, R. (2026) · Lecture notes in computer science · doi:10.1007/978-3-032-28570-6_12 · Cited by 1 · see citing works

Is it ‘Fake News’? Intelligence Community expertise and news dissemination as measurements for media reliability

Rendon, H., Wilson, A. G., & Stegall, J. (2018) · Intelligence & National Security · doi:10.1080/02684527.2018.1507381 · Cited by 1 · see citing works

Social media network homophily among political candidates in multilevel settings

Coffé, H., Cioroianu, I., & Vandenberghe, M. (2022) · Regional & Federal Studies · doi:10.1080/13597566.2022.2107632 · Cited by 2 · see citing works

Using browser data to understand desires to spend time online.

McCrosky, J. D., Parry, D. A., Sewall, C. J. R., & Orben, A. C. (2023) · Technology Mind and Behavior · doi:10.1037/tmb0000095 · Cited by 1 · see citing works

Media as cookie cutters

Pfurtscheller, D. (2024) · Pragmatics & beyond. New series · doi:10.1075/pbns.348.06pfu · Cited by 1 · see citing works

The Citizen in Electoral Discourse: A Preliminary Study

Paskarina, C., Hermawati, R., & Nuraeni, N. (2019) · International Symposium on Indonesian Politics (SIP) · doi:10.4108/eai.25-6-2019.2287970 · Cited by 1 · see citing works

Sociale mediers rolle i politisk kommunikation: et litteraturstudie

Schwartz, S. A. (2019) · Politik · doi:10.7146/politik.v22i2.117707 · Cited by 1 · see citing works

Race for attention: Twitter campaign of Italian party leaders before the 2018 parliamentary elections

Takács, L. (2022) · Conjuntura Internacional · doi:10.5752/p.1809-6182.2021v18n2p26-35 · Cited by 1 · see citing works

UNDERSTANDING THE SCHOLARLY COMMUNICATION PROCESS THROUGH DIGITAL TRACES: A STUDY OF TWITTER

Xu, S. (2020) · Carolina Digital Repository (University of North Carolina at Chapel Hill) · doi:10.17615/f65m-3m60 · Cited by 1 · see citing works

THE INTERPRETATION OF DIGITAL TRACE DATA 1Preprint

Freelon, D. (2016)

When Digital Trace Data Meet Traditional Communication Theory: Theoretical/Methodological Directions

Choi, S. (2018) · Social Science Computer Review · doi:10.1177/0894439318788618 · Cited by 32 · see citing works

Using digital traces in user research

Mathieu, D., Petrucci, E., & Kristensen, J. B. (2026) · MedieKultur Journal of media and communication research · doi:10.7146/mk.v42i80.158513

Traces as DataPreprint

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

Social media data donation and digital tracking

Löecherbach, F., & van Atteveldt, W. (2025) · Edward Elgar Publishing eBooks · doi:10.4337/9781802207309.00018