This study analyzes user-generated content on social media regarding migration, focusing on tweets from Italy and the United States. Using a BERT-based model, we analyzed approximately 24,000 tweets to explore differences in public perception, focusing mainly on sentiment and emotion analysis. The results reveal that Italian tweets tend to express neutral sentiment accompanied by anger, while tweets from the United States generally reflect more negative sentiment, especially fear. Hashtag analysis highlights the influence of political events on discussions. Additionally, Latent Dirichlet Allocation identified key discussion topics, and fake news detection revealed that most shared content was reliable. This research provides insights into regional differences in migration views on social media.

Francavilla, G.M., Sansonetti, G., Gasparetti, F., Micarelli, A. (2025). A Comparative Analysis of Social Media Content on Migration in Italy and the United States. In Joint Proceedings of the ACM IUI 2025 Workshops (IUI-WS 2025), Cagliari, Italy, March 24th, 2025 (pp.497-505). Aachen : CEUR-WS.

A Comparative Analysis of Social Media Content on Migration in Italy and the United States

Sansonetti G.
;
Gasparetti F.;Micarelli A.
2025-01-01

Abstract

This study analyzes user-generated content on social media regarding migration, focusing on tweets from Italy and the United States. Using a BERT-based model, we analyzed approximately 24,000 tweets to explore differences in public perception, focusing mainly on sentiment and emotion analysis. The results reveal that Italian tweets tend to express neutral sentiment accompanied by anger, while tweets from the United States generally reflect more negative sentiment, especially fear. Hashtag analysis highlights the influence of political events on discussions. Additionally, Latent Dirichlet Allocation identified key discussion topics, and fake news detection revealed that most shared content was reliable. This research provides insights into regional differences in migration views on social media.
2025
Francavilla, G.M., Sansonetti, G., Gasparetti, F., Micarelli, A. (2025). A Comparative Analysis of Social Media Content on Migration in Italy and the United States. In Joint Proceedings of the ACM IUI 2025 Workshops (IUI-WS 2025), Cagliari, Italy, March 24th, 2025 (pp.497-505). Aachen : CEUR-WS.
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11590/521156
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? ND
social impact