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http://hdl.handle.net/10071/20097
acessibilidade
Title: Caste in the news – a computational analysis of Indian newspapers
Authors: Fonseca, A. F.
Bandyopadhyay, S.
Louçã, J.
Manjaly, J.
Keywords: Content analysis
Computational social science
Natural language processing
Caste
News media
Issue Date: 2019
Publisher: SAGE
Abstract: Conflicts involving caste issues, mainly concerning the lowest caste rights, pervade modern Indian society. Caste affiliation, being rigorously enforced by the society, is an official contemporary reality. Although caste identity is a major social discrimination, it also serves as a necessary condition for affirmative action like reservation policy. In this article, we perform an original and rigorous analysis of the discourse involving the theme “caste” in India newspapers. To this purpose, we have implemented a computational analysis over a big dataset of the 2016 and 2017 editions of three major Indian newspapers to determine the most salient themes associated with “caste” in the news. We have used an original mix of state-of-the-art algorithms, including those based on statistical distributions and two-layer neural networks, to detect the relevant topics in the news and characterize their linguistic context. We concluded that there is an excessive association between lower castes, victimization, and social unrest in the news that does not adequately cover the reports on other aspects of their life and personal identity, thus reinforcing conflict, while attenuating the vocality and agency of a large section of the population. From our conclusion, we propose a positive discrimination policy in the newsroom.
Peer reviewed: yes
URI: http://hdl.handle.net/10071/20097
DOI: 10.1177/2056305119896057
ISSN: 2056-3051
Ciência-IUL: https://ciencia.iscte-iul.pt/id/ci-pub-62713
Accession number: WOS:000504424600001
Appears in Collections:ISTAR-RI - Artigos em revistas científicas internacionais com arbitragem científica

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