Disproportionate Voices: Participation Inequality and Hostile Engagement in News Comments

Digital platforms were expected to foster broad participation in public discourse, yet online engagement remains highly unequal and underexplored. This study examines the digital participation divide and its link to hostile engagement in news comment sections. Analyzing 260 million comments from 6.2 million users over 13 years on Naver News, South Korea's largest news aggregation platform, we quantify participation inequality using the Gini and Palma indexes and estimate hostility levels with a KC-Electra model, which outperformed other Korean pre-trained transformers in multi-label classification tasks. The findings reveal a highly skewed participation structure, with a small number of frequent users dominating discussions, particularly in the Politics and Society domains and popular news stories. Participation inequality spikes during presidential elections, and frequent commenters are significantly more likely to post hostile content, suggesting that online discourse is shaped disproportionately by a highly active and often hostile subset of users. Using individual-level digital trace data, this study provides empirical insights into the behavioral dynamics of online participation inequality and its broader implications for public digital discourse.

Publication Details

Journal
ArXiv.org
Published
2025-08-22
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Disproportionate Voices: Participation Inequality and Hostile Engagement in News Comments

ArXiv.org
Geochemistry and Geologic Mapping
article

Disproportionate Voices: Participation Inequality and Hostile Engagement in News Comments

article en

Abstract

Digital platforms were expected to foster broad participation in public discourse, yet online engagement remains highly unequal and underexplored. This study examines the digital participation divide and its link to hostile engagement in news comment sections. Analyzing 260 million comments from 6.2 million users over 13 years on Naver News, South Korea's largest news aggregation platform, we quantify participation inequality using the Gini and Palma indexes and estimate hostility levels with a KC-Electra model, which outperformed other Korean pre-trained transformers in multi-label classification tasks. The findings reveal a highly skewed participation structure, with a small number of frequent users dominating discussions, particularly in the Politics and Society domains and popular news stories. Participation inequality spikes during presidential elections, and frequent commenters are significantly more likely to post hostile content, suggesting that online discourse is shaped disproportionately by a highly active and often hostile subset of users. Using individual-level digital trace data, this study provides empirical insights into the behavioral dynamics of online participation inequality and its broader implications for public digital discourse.

ArXiv.org
Reduced inequalities
Openalex Percentile: Top 65%
Geochemistry and Geologic Mapping
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Disproportionate Voices: Participation Inequality and Hostile Engagement in News Comments · ArXiv.org (2025) | TGRS Research Map | TGRS