Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Bigbirds Never Die

Understanding Social Dynamics of Emergent Hashtags

Bibliographic Data

ID7539455
AuthorsYu‐Ru Lin (0000-0002-8497-3015, Universidad del Noreste, corresponding author), Yu-Ru Lin, Drew Margolin (0000-0003-0257-6217, Universidad del Noreste), Brian Keegan (0000-0002-7793-398X, Universidad del Noreste), Andrea Baronchelli (0000-0002-0255-0829, Universidad del Noreste), David Lazer (0000-0002-7991-9110, Universidad del Noreste)
Year2021
Volume7
Issue1
Pages370-379
Publication date2021-08-03
Open AccessYes
TypeARTICLE
VenueProceedings of the International AAAI Conference on Web and Social Media (JOURNAL)
Journal identifiersISSN: 2162-3449 • E-ISSN: 2334-0770
PublisherAssociation for the Advancement of Artificial Intelligence (AAAI) (PUBLISHER)
DOI10.1609/icwsm.v7i1.14407
OpenAlexW2964137157
LanguageEN
Citations received11
References cited17

We examine the growth, survival, and context of 256 novel hashtags during the 2012 U.S. presidential debates. Our analysis reveals the trajectories of hashtag use fall into two distinct classes: "winners" that emerge more quickly and are sustained for longer periods of time than other "also-rans" hashtags. We propose a "conversational vibrancy" framework to capture dynamics of hashtags based on their topicality, interactivity, diversity, and prominence. Statistical analyses of the growth and persistence of hashtags reveal novel relationships between features of this framework and the relative success of hashtags. Specifically, retweets always contribute to faster hashtag adoption, replies extend the life of "winners" while having no effect on "also-rans." This is the first study on the lifecycle of hashtag adoption and use in response to purely exogenous shocks. We draw on theories of uses and gratification, organizational ecology, and language evolution to discuss these findings and their implications for understanding social influence and collective action in social media more generally

Action (physics · Context (archaeology · Data science · Dynamics (music · Geography · Gratification · Interactivity · Organizational ecology · Social media · Social science · Sociology · World Wide Web · Complex Network Analysis Techniques · Computer Science · Opinion Dynamics and Social Influence · Psychology · Social Media and Politics · Social Psychology

  • Emergent Digital Discourses

    Open Access•Julie M Sykes•Annual Review of Applied…•2019

  • Tweeting the terror

    Open Access•Pete Burnap, Matthew L Williams et al.•Social Network Analysis and Mining•2014

  • Can too many hashtags backfire? Understanding audiences’ perceptions of hashtags on Instagram

    Open Access•Hyun Seung Jin, Namin Kim•International Journal of…•2026

  • Astrology as emotional discourse in digital public space

    Open Access•Erkut Altindağ•New Media & Society•2026

  • Keeping Citizens Informed and Engaged During the Covid-19 Pandemic Using #YoMeInformoPMA

    Lina Gomez-Vasquez, Enilda Romero‐Hall et al.•Health Communication•2023

  • El rol de la ciudadanía en la conversación política en X. El caso de la #MocionDeCensura de 2023 en España

    Open Access•Laura Alonso-Muñoz, Andreu Casero-Ripollés•Revista Mediterranea de…•2024

  • Event-Related Crowd Activities on Social Media

    Open Access•Yu‐Ru Lin, Yu-Ru Lin•Social Phenomena•2015

  • The emergence and evolution of master terms in the public debate about livestock farming

    Open Access•Tim Stevens, Noelle Aarts et al.•Discourse Context & Media•2019

  • Searchable talk

    Michele Zappavigna•Social Semiotics•2015

  • How Things Become Popular

    Open Access•António Filipe Fonseca, António Fonseca et al.•Social Science Computer Review•2017

  • Social media hypes about agro-food issues

    Open Access•Tim Stevens, T M Stevens et al.•Food Policy•2018

  • Time Series Analysis by State Space Methods

    James Durbin, Siem Jan Koopman•Time Series Analysis by State…•2012

  • The Demography of Corporations and Industries

    Glenn R Carroll, Michael T Hannan•Demography of Corporations and…•2000

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

    Bongwon Suh, Lichan Hong et al.•2010 IEEE Second International…•2010

  • The Large‐Scale Structure of Semantic Networks

    Open Access•Mark Steyvers, Joshua B Tenenbaum•Cognitive Science•2005

  • Differences in the mechanics of information diffusion across topics

    Open Access•Daniel M Romero, Brendan Meeder et al.•Proceedings of the 20th…•2011

  • Tweet, Tweet, Retweet

    Drick Boyd, Seana Golder et al.•2010 43rd Hawaii International…•2010

  • Computational Social Science

    Open Access•David Lazer, Alex Pentland et al.•Science•2009

  • Regression Models and Life-Tables

    Open Access•D R Cox•Journal of the Royal Statistical…•1972

  • Defining Moments, Presidential Debates, and the Dynamics of Quotability

    Open Access•E Clayman, Steven E Clayman•Journal of Communication•1995

  • The Origins of Order

    Stuart Kauffman, Stuart A Kauffman•Spin Glasses and Biology•1992

  • Uses and Gratifications Theory in the 21st Century

    Thomas E Ruggiero•Mass Communication & Society•2000

  • I tweet honestly, I tweet passionately

    Open Access•Alice E Marwick, Arthur Marwick et al.•New Media & Society•2010

  • One in Ten

    Open Access•Nancy Adamson•Feminist Review•1983

Citations per year0.92
Citation span2014 - 2026 (13)
Highly citedNo

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae