Temporal Dynamics of Fragmentation in Reddit Meme Stock Communities: A Network Analysis of the GameStop Event

This paper examines how episodic events, such as the GameStop short squeeze, disrupt and reorganize the structure of online discourse.Focusing on Reddit's meme stock community, we analyze how content-level thematic coherence changes over time by comparing full-period post similarity networks with daily snapshots.We find that, despite widespread lexical diversity, a dominant semantic cluster emerges when data are aggregated, while daily networks reveal sharp spikes in fragmentation and entropy aligned with key moments in the event.These findings demonstrate how structural patterns in online content can reflect collective narrative dynamics, even in the absence of user interaction data.

Authors

Institutions

Publication Details

Published
2025-09-15
DOI
https://doi.org/10.1145/3720533.3750068
Citations
1
Primary Topic
Opinion Dynamics and Social Influence
Type
article
Field-Weighted Citation Impact
1.32
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Temporal Dynamics of Fragmentation in Reddit Meme Stock Communities: A Network Analysis of the GameStop Event

Mujawar SI
1 citations
Opinion Dynamics and Social Influence
1.32
article

Temporal Dynamics of Fragmentation in Reddit Meme Stock Communities: A Network Analysis of the GameStop Event

Mujawar SI
article en
1 citations

Abstract

This paper examines how episodic events, such as the GameStop short squeeze, disrupt and reorganize the structure of online discourse.Focusing on Reddit's meme stock community, we analyze how content-level thematic coherence changes over time by comparing full-period post similarity networks with daily snapshots.We find that, despite widespread lexical diversity, a dominant semantic cluster emerges when data are aggregated, while daily networks reveal sharp spikes in fragmentation and entropy aligned with key moments in the event.These findings demonstrate how structural patterns in online content can reflect collective narrative dynamics, even in the absence of user interaction data.

Rensselaer Polytechnic Institute (US)
Openalex Percentile: Top 15%
Opinion Dynamics and Social Influence
1.32
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.