IDEAS home Printed from https://ideas.repec.org/p/ven/wpaper/202332.html
   My bibliography  Save this paper

The Role of Economic News in Predicting Suicides

Author

Listed:
  • Francesco Moscone

    (Brunel University London; Ca' Foscari University of Venice)

  • Elisa Tosetti

    (University of Padua)

  • Giorgio Vittadini

    (University of Milano-Bicocca)

Abstract

In this paper we explore the role of media and language used to comment on economic news in explaining and anticipating suicides in England and Wales. This is an interesting question, given the large delay in the release of official statistics on suicides. We use a large data set of over 200,000 news articles published in six major UK newspapers from 2001 to 2015 and carry sentiment analysis of the language used to comment on economic news. We extract daily indicators measuring a set of negative emotions that are often associated with poor mental health and use them to explain and forecast national daily suicide figures. We find that highly negative comments on the economic situation in newspaper articles are predictors of higher suicide numbers, especially when using words conveying stronger emotions of fear and despair. Our results suggest that media language carrying very strong, negative feelings may be an early signal of a deterioration in a population's mental health.

Suggested Citation

  • Francesco Moscone & Elisa Tosetti & Giorgio Vittadini, 2023. "The Role of Economic News in Predicting Suicides," Working Papers 2023: 32, Department of Economics, University of Venice "Ca' Foscari".
  • Handle: RePEc:ven:wpaper:2023:32
    as

    Download full text from publisher

    File URL: http://www.unive.it/pag/fileadmin/user_upload/dipartimenti/economia/doc/Pubblicazioni_scientifiche/working_papers/2023/WP_DSE_moscone_tosetti_vittadini_32_23.pdf
    File Function: First version, anno
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Christopher J. Ruhm, 2000. "Are Recessions Good for Your Health?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 617-650.
    2. Kadir Atalay & Rebecca Edwards & Stefanie Schurer & David Ubilava, 2021. "Lives saved during economic downturns: Evidence from Australia," Health Economics, John Wiley & Sons, Ltd., vol. 30(10), pages 2452-2467, September.
    3. Ruhm, Christopher J., 2003. "Good times make you sick," Journal of Health Economics, Elsevier, vol. 22(4), pages 637-658, July.
    4. Ruhm, Christopher J., 2015. "Recessions, healthy no more?," Journal of Health Economics, Elsevier, vol. 42(C), pages 17-28.
    5. Marshall Burke & Felipe González & Patrick Baylis & Sam Heft-Neal & Ceren Baysan & Sanjay Basu & Solomon Hsiang, 2018. "Higher temperatures increase suicide rates in the United States and Mexico," Nature Climate Change, Nature, vol. 8(8), pages 723-729, August.
    6. Mueller, A.S. & James, W. & Abrutyn, S. & Levin, M.L., 2015. "Suicide ideation and bullying among US adolescents: Examining the intersections of sexual orientation, gender, and race/ethnicity," American Journal of Public Health, American Public Health Association, vol. 105(5), pages 981-985.
    7. Yip, Paul S.F. & Yousuf, Saman & Chan, Chee Hon & Yung, Tiffany & Wu, Kevin C.-C., 2015. "The roles of culture and gender in the relationship between divorce and suicide risk: A meta-analysis," Social Science & Medicine, Elsevier, vol. 128(C), pages 87-94.
    8. Di Novi, Cinzia & Paruolo, Paolo & Verzillo, Stefano, 2023. "Does labour protection influence mental-health responses to employment shocks? Evidence on older workers in Europe," Economic Modelling, Elsevier, vol. 126(C).
    9. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    10. Richard Taffler, 2018. "Emotional finance: investment and the unconscious," The European Journal of Finance, Taylor & Francis Journals, vol. 24(7-8), pages 630-653, May.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Janke, Katharina & Lee, Kevin & Propper, Carol & Shields, Kalvinder & Shields, Michael A., 2023. "Economic conditions and health: Local effects, national effect and local area heterogeneity," Journal of Economic Behavior & Organization, Elsevier, vol. 214(C), pages 801-828.
    2. Nicole Black & Angela Jackson & David W. Johnston, 2022. "Whose mental health declines during economic downturns?," Health Economics, John Wiley & Sons, Ltd., vol. 31(1), pages 250-257, January.
    3. Wang, Huixia & Wang, Chenggang & Halliday, Timothy J., 2018. "Health and health inequality during the great recession: Evidence from the PSID," Economics & Human Biology, Elsevier, vol. 29(C), pages 17-30.
    4. Markowitz, Sara & Nesson, Erik & Robinson, Joshua J., 2019. "The effects of employment on influenza rates," Economics & Human Biology, Elsevier, vol. 34(C), pages 286-295.
    5. Birgisdóttir, Kristín Helga & Hauksdóttir, Arna & Ruhm, Christopher & Valdimarsdóttir, Unnur Anna & Ásgeirsdóttir, Tinna Laufey, 2020. "The effect of the economic collapse in Iceland on the probability of cardiovascular events," Economics & Human Biology, Elsevier, vol. 37(C).
    6. Federico Belotti & Joanna Kopinska & Alessandro Palma & Andrea Piano Mortari, 2022. "Health status and the Great Recession. Evidence from electronic health records," Health Economics, John Wiley & Sons, Ltd., vol. 31(8), pages 1770-1799, August.
    7. Cristina Bellés‐Obrero & Sergi Jiménez‐Martín & Judit Vall‐Castello, 2016. "Bad Times, Slimmer Children?," Health Economics, John Wiley & Sons, Ltd., vol. 25(S2), pages 93-112, November.
    8. Lizhong Peng & Jie Chen & Xiaohui Guo, 2022. "Macroeconomic conditions and health‐related outcomes in the United States: A metropolitan and micropolitan statistical area‐level analysis between 2004 and 2017," Health Economics, John Wiley & Sons, Ltd., vol. 31(1), pages 3-20, January.
    9. Jofre-Bonet, M. & Serra-Sastre, V. & Vandoros, S., 2016. "Better Health in Times of Hardship?," Working Papers 16/09, Department of Economics, City University London.
    10. Max Brüning & Josselin Thuilliez, 2019. "Mortality and Macroeconomic Conditions: What Can We Learn From France?," Demography, Springer;Population Association of America (PAA), vol. 56(5), pages 1747-1764, October.
    11. Halliday, Timothy J., 2014. "Unemployment and mortality: Evidence from the PSID," Social Science & Medicine, Elsevier, vol. 113(C), pages 15-22.
    12. Bianchi, Francesco & Bianchi, Giada & Song, Dongho, 2023. "The long-term impact of the COVID-19 unemployment shock on life expectancy and mortality rates," Journal of Economic Dynamics and Control, Elsevier, vol. 146(C).
    13. Kristín Helga Birgisdóttir & Tinna Laufey Ásgeirsdóttir, 2017. "Macroeconomic conditions and population health in Iceland," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 37(25), pages 769-852.
    14. Ruhm, Christopher J., 2015. "Recessions, healthy no more?," Journal of Health Economics, Elsevier, vol. 42(C), pages 17-28.
    15. Alice Chen & Anthony Lo Sasso & Michael R. Richards, 2018. "Graduating into a downturn: Are physicians recession proof?," Health Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 223-235, January.
    16. Matthew Lang & T. Clay McManus & Georg Schaur, 2019. "The effects of import competition on health in the local economy," Health Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 44-56, January.
    17. Xavier Pautrel, 2018. "Environmental Policy and Health in the Presence of Labor Market Imperfections," TEPP Working Paper 2018-09, TEPP.
    18. Andrew G. Meyer, 2022. "Do economic conditions affect climate change beliefs and support for climate action? Evidence from the US in the wake of the Great Recession," Economic Inquiry, Western Economic Association International, vol. 60(1), pages 64-86, January.
    19. David M. Cutler & Noémie Sportiche, 2022. "Economic Crises and Mental Health: Effects of the Great Recession on Older Americans," NBER Working Papers 29817, National Bureau of Economic Research, Inc.
    20. Chulhee Lee & Kyeongbae Kim, 2017. "Changing Relationship between Unemployment and Mortality in South Korea," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1630-1636, December.

    More about this item

    Keywords

    suicide; health outcomes; text analysis; emotions extraction; forecasting;
    All these keywords.

    JEL classification:

    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ven:wpaper:2023:32. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Geraldine Ludbrook (email available below). General contact details of provider: https://edirc.repec.org/data/dsvenit.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.