Personality Traits of Individuals at Risk of Social Media Radicalisation

This work explores personalities of individuals at risk of Islamist radicalisation. Previous studies have successfully identified radicalised individuals on social media. However, a more prophylactic approach to counter radical communities would be to detect individuals prior to getting radicalised. A manually annotated dataset of 15,195 tweets from 259 persons believed to be at risk of radicalisation was classified according to Big 5 personality traits and compared to the same number of non-radical users. The results show that risk users can successfully be identified and exhibit distributional differences compared to non-radical users for Extraversion and Openness.

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Published
2025-03-17
DOI
https://doi.org/10.1109/ci-nlpsomecompanion65206.2025.10977859
Primary Topic
Sociopolitical Dynamics in Russia
Type
article
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article

Personality Traits of Individuals at Risk of Social Media Radicalisation

Björn Gambäck, Lars-Magnus Underhaug
Sociopolitical Dynamics in Russia
article

Personality Traits of Individuals at Risk of Social Media Radicalisation

Björn Gambäck, Lars-Magnus Underhaug
article en

Abstract

This work explores personalities of individuals at risk of Islamist radicalisation. Previous studies have successfully identified radicalised individuals on social media. However, a more prophylactic approach to counter radical communities would be to detect individuals prior to getting radicalised. A manually annotated dataset of 15,195 tweets from 259 persons believed to be at risk of radicalisation was classified according to Big 5 personality traits and compared to the same number of non-radical users. The results show that risk users can successfully be identified and exhibit distributional differences compared to non-radical users for Extraversion and Openness.

Norwegian University of Science and Technology (NO)
Reduced inequalities
Openalex Percentile: Top 87%
Sociopolitical Dynamics in Russia
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