TY - JOUR
T1 - Capricious opinions
T2 - A study of polarization of social media groups
AU - Kushwaha, Amit Kumar
AU - Kar, Arpan Kumar
AU - Roy, Sanjit Kumar
AU - Ilavarasan, P. Vigneswara
PY - 2022/7
Y1 - 2022/7
N2 - Experts claim that the world is increasingly polarized by emerging social media platforms. The political actors amplify the polarization through their agents' user-generated content. The extreme political ideologies sway the people sitting on the fence on these social media platforms. Using tweets on a recent policy change on identity in India, the present study seeks to perform a scientific analysis of the polarization of the debates within ordinary citizens' groups from a theoretical lens. We further highlight some of the crucial trends that triggered these polarized discussions in general. Through the lens of Echo chambers and Herd behavior, this study provides valuable insights surrounding the influencers and individuals involved in this discussion where the polarization of preferences is witnessed. Proposing a novel design of a root-level influencer, this study establishes them as polarization actors on a social media platform (Twitter). Through various engagement metrics, we also identify the role of targeted communication (hashtags) and similarity in the users' discussion across the political domain as potential behavioral explanations for opinion polarization on Twitter.
AB - Experts claim that the world is increasingly polarized by emerging social media platforms. The political actors amplify the polarization through their agents' user-generated content. The extreme political ideologies sway the people sitting on the fence on these social media platforms. Using tweets on a recent policy change on identity in India, the present study seeks to perform a scientific analysis of the polarization of the debates within ordinary citizens' groups from a theoretical lens. We further highlight some of the crucial trends that triggered these polarized discussions in general. Through the lens of Echo chambers and Herd behavior, this study provides valuable insights surrounding the influencers and individuals involved in this discussion where the polarization of preferences is witnessed. Proposing a novel design of a root-level influencer, this study establishes them as polarization actors on a social media platform (Twitter). Through various engagement metrics, we also identify the role of targeted communication (hashtags) and similarity in the users' discussion across the political domain as potential behavioral explanations for opinion polarization on Twitter.
KW - LSTM
KW - Machine learning
KW - Network science
KW - Opinion polarization
KW - User-generated content
UR - http://www.scopus.com/inward/record.url?scp=85129619890&partnerID=8YFLogxK
U2 - 10.1016/j.giq.2022.101709
DO - 10.1016/j.giq.2022.101709
M3 - Article
AN - SCOPUS:85129619890
SN - 0740-624X
VL - 39
JO - Government Information Quarterly
JF - Government Information Quarterly
IS - 3
M1 - 101709
ER -