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News media in crisis: a sentiment and emotion analysis of US news articles on unemployment in the COVID-19 pandemic

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  • Lingli Yu

    (Ningbo University)

  • Ling Yang

    (Anhui University)

Abstract

News media play an indispensable role in disseminating information and shaping public perception during times of crisis. This study, integrating sentiment, emotion, discourse, and timeline analyses together, conducts a corpus-based sentiment analysis of the news articles on unemployment from the New York Times in 2020 to capture the emotional dynamics conveyed by the newspaper as the pandemic-induced unemployment developed in the US. The results reveal that positive sentiment in the news articles on unemployment is significantly higher than negative sentiment. In emotion analysis, “trust” and “anticipation” rank the first and second among the eight emotions, while “fear” and “sadness” top the negative emotions. Complemented with a discourse analysis approach, the study reveals that the change of the sentiments and emotions over time is linked with the evolution of the pandemic and unemployment, the policy response as well as the protests against ethnic inequalities. This study highlights the important role mainstream news media play in information dissemination and solution-focused reportage at the time of severe crisis.

Suggested Citation

  • Lingli Yu & Ling Yang, 2024. "News media in crisis: a sentiment and emotion analysis of US news articles on unemployment in the COVID-19 pandemic," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-9, December.
    • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03225-9
    DOI: 10.1057/s41599-024-03225-9
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    References listed on IDEAS

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    1. Fairlie, Robert W., 2020. "The Impact of COVID-19 on Small Business Owners: The First Three Months after Social-Distancing Restrictions," IZA Discussion Papers 13707, Institute of Labor Economics (IZA).
    2. Zhide Hou & Qianni Peng, 2023. "The national security law for Hong Kong: a corpus-driven comparative study of media representations between China’s and Anglo-American English-language press," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    3. Anna Bocchino & Ester Gilart & Inmaculada Cabrera Roman & Isabel Lepiani, 2021. "Unemployment Syndrome during COVID-19: A Comparison of Three Population Groups," IJERPH, MDPI, vol. 18(14), pages 1-9, July.
    4. Katharine J. Mach & Raúl Salas Reyes & Brian Pentz & Jennifer Taylor & Clarissa A. Costa & Sandip G. Cruz & Kerronia E. Thomas & James C. Arnott & Rosalind Donald & Kripa Jagannathan & Christine J. Ki, 2021. "News media coverage of COVID-19 public health and policy information," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-11, December.
    5. Faheem Aslam & Tahir Mumtaz Awan & Jabir Hussain Syed & Aisha Kashif & Mahwish Parveen, 2020. "Sentiments and emotions evoked by news headlines of coronavirus disease (COVID-19) outbreak," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-9, December.
    6. Maria Cristina Barbieri Góes & Ettore Gallo, 2021. "Infection Is the Cycle: Unemployment, Output and Economic Policies in the COVID-19 Pandemic," Review of Political Economy, Taylor & Francis Journals, vol. 33(3), pages 377-393, July.
    7. World Bank, 2020. "Global Economic Prospects, January 2020," World Bank Publications - Books, The World Bank Group, number 33044.
    8. Robert Fairlie, 2020. "The impact of COVID‐19 on small business owners: Evidence from the first three months after widespread social‐distancing restrictions," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 29(4), pages 727-740, October.
    9. Eunhye Park & Woo-Hyuk Kim & Sung-Bum Kim, 2022. "Tracking tourism and hospitality employees’ real-time perceptions and emotions in an online community during the COVID-19 pandemic," Current Issues in Tourism, Taylor & Francis Journals, vol. 25(23), pages 3761-3765, December.
    10. World Bank, 2020. "Global Economic Prospects, June 2020," World Bank Publications - Books, The World Bank Group, number 33748.
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