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Did the public attribute the Flint Water Crisis to racism as it was happening? Text analysis of Twitter data to examine causal attributions to racism during a public health crisis

Author

Listed:
  • Neslihan Bisgin

    (University of Michigan)

  • Halil Bisgin

    (University of Michigan Flint)

  • Daniel Hummel

    (University of Louisiana Monroe)

  • Jon Zelner

    (University of Michigan)

  • Belinda L. Needham

    (University of Michigan)

Abstract

The Flint Water Crisis (FWC) was an avoidable public health disaster that profoundly affected the city’s residents, a majority of whom are Black. Although many scholars and journalists have called attention to the role of racism in the water crisis, little is known about the extent to which the public attributed the FWC to racism as it was unfolding. In this study, we used natural language processing to analyze nearly six million Flint-related tweets posted between April 1, 2014, and June 1, 2016. We found that key developments in the FWC corresponded to increases in the number and percentage of tweets that mentioned terms related to race and racism. Similar patterns were found for other topics hypothesized to be related to the water crisis, including water and politics. Using sentiment analysis, we found that tweets with a negative polarity score were more common in the subset of tweets that mentioned terms related to race and racism when compared to the full set of tweets. Next, we found that word pairs that included terms related to race and racism first appeared after the January 2016 state and federal emergency declarations and a corresponding increase in media coverage of the FWC. We conclude that many Twitter users connected the events of the water crisis to race and racism in real-time. Given growing evidence of negative health effects of second-hand exposure to racism, this may have implications for understanding minority health and health disparities in the US.

Suggested Citation

  • Neslihan Bisgin & Halil Bisgin & Daniel Hummel & Jon Zelner & Belinda L. Needham, 2023. "Did the public attribute the Flint Water Crisis to racism as it was happening? Text analysis of Twitter data to examine causal attributions to racism during a public health crisis," Journal of Computational Social Science, Springer, vol. 6(1), pages 165-190, April.
    • Handle: RePEc:spr:jcsosc:v:6:y:2023:i:1:d:10.1007_s42001-022-00192-6
    DOI: 10.1007/s42001-022-00192-6
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    1. Marcella Alsan & Marianne Wanamaker, 2018. "Tuskegee and the Health of Black Men," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 407-455.
    2. Hanna-Attisha, M. & LaChance, J. & Sadler, R.C. & Schnepp, A.C., 2016. "Elevated blood lead levels in children associated with the flint drinking water crisis: A spatial analysis of risk and public health response," American Journal of Public Health, American Public Health Association, vol. 106(2), pages 283-290.
    3. Latoya A. Lee, 2017. "Black Twitter: A Response to Bias in Mainstream Media," Social Sciences, MDPI, vol. 6(1), pages 1-17, March.
    4. Heard-Garris, N.J. & Cale, M. & Camaj, L. & Hamati, M.C. & Dominguez, T.P., 2018. "Transmitting Trauma: A systematic review of vicarious racism and child health," Social Science & Medicine, Elsevier, vol. 199(C), pages 230-240.
    5. Lee, Shawna J. & Krings, Amy & Rose, Sara & Dover, Krista & Ayoub, Jessica & Salman, Fatima, 2016. "Racial inequality and the implementation of emergency management laws in economically distressed urban areas," Children and Youth Services Review, Elsevier, vol. 70(C), pages 1-7.
    6. Gee, G.C. & Walsemann, K.M. & Brondolo, E., 2012. "A life course perspective on how racism may be related to health inequities," American Journal of Public Health, American Public Health Association, vol. 102(5), pages 967-974.
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