Acknowledging the importance of focusing on media’s communication for studying linguistic sexism, we propose a new method to analyze a corpus of texts via a machine learning approach built around an original training-set. We seek to establish a framework of the current use of talking about women in newspapers that expands beyond merely the objective forms of discrimination by also measuring the degree to which it implicitly conveys sexist messages through combination of words, expressions, and lexical aspects of language. As an illustrative example, we then apply such an approach to around 15,000 Italian newspapers’ headlines to investigate the impact of newspapers’ political orientations on the linguistic choices made by journalists in writing articles’ headlines.

Sexism and Media Communication. An Application to the Italian Case / E.A.G. Arfini, L. Curini, F.G. Giannuzzi. - In: SOCIAL SCIENCE COMPUTER REVIEW. - ISSN 0894-4393. - (2024), pp. 1-22. [Epub ahead of print] [10.1177/08944393241269415]

Sexism and Media Communication. An Application to the Italian Case

E.A.G. Arfini
Primo
;
L. Curini
Penultimo
;
F.G. Giannuzzi
Ultimo
2024

Abstract

Acknowledging the importance of focusing on media’s communication for studying linguistic sexism, we propose a new method to analyze a corpus of texts via a machine learning approach built around an original training-set. We seek to establish a framework of the current use of talking about women in newspapers that expands beyond merely the objective forms of discrimination by also measuring the degree to which it implicitly conveys sexist messages through combination of words, expressions, and lexical aspects of language. As an illustrative example, we then apply such an approach to around 15,000 Italian newspapers’ headlines to investigate the impact of newspapers’ political orientations on the linguistic choices made by journalists in writing articles’ headlines.
gender stereotypes; linguistic sexism; news media; machine learning; gender bias detection;
Settore SPS/04 - Scienza Politica
Settore SPS/07 - Sociologia Generale
Settore SPS/08 - Sociologia dei Processi Culturali e Comunicativi
Settore SPS/11 - Sociologia dei Fenomeni Politici
Settore SPS/12 - Sociologia Giuridica, della Devianza e Mutamento Sociale
Settore SPS/09 - Sociologia dei Processi economici e del Lavoro
Settore SPS/10 - Sociologia dell'Ambiente e del Territorio
Settore GSPS-02/A - Scienza politica
Settore GSPS-05/A - Sociologia generale
Settore GSPS-06/A - Sociologia dei processi culturali e comunicativi
Settore GSPS-07/A - Sociologia dei fenomeni politici
Settore GSPS-08/A - Sociologia dei processi economici e del lavoro
Settore GSPS-08/B - Sociologia dell'ambiente e del territorio
Settore GSPS-07/B - Sociologia del diritto e della devianza
2024
6-ago-2024
https://journals.sagepub.com/doi/10.1177/08944393241269415
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1087808
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