Caste in the News: A Computational Analysis of Indian Newspapers
By A. Fonseca, S. Bandyopadhyay, J. Louçã, Jaison A. Manjaly. 2019
15 citations recorded by the source corpus.
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.
Subfields: Gender Studies, Political Science and International Relations, Natural Language Processing, Social Sciences & Humanities
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Citations in the corpus
- Re-contextualizing Fairness in NLP: The Case of India (2022, background): “Fonseca et al. (2019) found that news coverage of “lower caste” groups were focus excessively on prejudice, violence, and conflict, and ignore other aspects of their life and identity.”