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Mapping and Exploring the Dynamics of Inequality Narratives Through Social Media
[Cartographie et exploration des dynamiques des récits sur les inégalités à travers les réseaux sociaux]

Author

Listed:
  • Laura Spillner

    (Universität Bremen [Deutschland] = University of Bremen [Germany] = Université de Brême [Allemagne])

  • Carlo Romano Marcello Alessandro Santagiustina

    (médialab - médialab (Sciences Po) - Sciences Po - Sciences Po, University of Ca’ Foscari [Venice, Italy], Venice International University)

  • Thomas Mildner

    (Universität Bremen [Deutschland] = University of Bremen [Germany] = Université de Brême [Allemagne])

  • Robert Porzel

    (Universität Bremen [Deutschland] = University of Bremen [Germany] = Université de Brême [Allemagne])

Abstract

In this work, we apply a hybrid-AI framework to analyse online discourse about inequality on Twitter. Our approach integrates knowledge from natural language understanding, knowledge graph-based semantics, and network analysis to identify narratives around inequality and analyse their changes during the COVID pandemic. We present a two-step approach: A bird's-eye perspective on the overall discourse network around inequality maps how the entities, concepts, and events of the narratives are connected by linking these to existing knowledge graphs and can be filtered on tweet metadata such as time. Two connected entities can then be explored in more detail in a fine-grained analysis of how the entities and their relationship are characterised by social media users, highlighting the diffusion of different perspectives on a given topic related to inequality, such as gender, education, and poverty.

Suggested Citation

  • Laura Spillner & Carlo Romano Marcello Alessandro Santagiustina & Thomas Mildner & Robert Porzel, 2025. "Mapping and Exploring the Dynamics of Inequality Narratives Through Social Media [Cartographie et exploration des dynamiques des récits sur les inégalités à travers les réseaux sociaux]," SciencePo Working papers Main hal-05031924, HAL.
  • Handle: RePEc:hal:spmain:hal-05031924
    DOI: 10.5281/zenodo.15093258
    Note: View the original document on HAL open archive server: https://hal.science/hal-05031924v1
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