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Tracking and Analyzing Individual Distress Following Terrorist Attacks Using Social Media Streams

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  • Yu‐Ru Lin
  • Drew Margolin
  • Xidao Wen

Abstract

Risk research has theorized a number of mechanisms that might trigger, prolong, or potentially alleviate individuals' distress following terrorist attacks. These mechanisms are difficult to examine in a single study, however, because the social conditions of terrorist attacks are difficult to simulate in laboratory experiments and appropriate preattack baselines are difficult to establish with surveys. To address this challenge, we propose the use of computational focus groups and a novel analysis framework to analyze a social media stream that archives user history and location. The approach uses time‐stamped behavior to quantify an individual's preattack behavior after an attack has occurred, enabling the assessment of time‐specific changes in the intensity and duration of an individual's distress, as well as the assessment of individual and social‐level covariates. To exemplify the methodology, we collected over 18 million tweets from 15,509 users located in Paris on November 13, 2015, and measured the degree to which they expressed anxiety, anger, and sadness after the attacks. The analysis resulted in findings that would be difficult to observe through other methods, such as that news media exposure had competing, time‐dependent effects on anxiety, and that gender dynamics are complicated by baseline behavior. Opportunities for integrating computational focus group analysis with traditional methods are discussed.

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  • Yu‐Ru Lin & Drew Margolin & Xidao Wen, 2017. "Tracking and Analyzing Individual Distress Following Terrorist Attacks Using Social Media Streams," Risk Analysis, John Wiley & Sons, vol. 37(8), pages 1580-1605, August.
  • Handle: RePEc:wly:riskan:v:37:y:2017:i:8:p:1580-1605
    DOI: 10.1111/risa.12829
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    1. Matt Baucum & Heather Rosoff & Richard John & William Burns & Paul Slovic, 2018. "Modeling public responses to soft-target transportation terror," Environment Systems and Decisions, Springer, vol. 38(2), pages 239-249, June.
    2. Michael Greenberg & Anthony Cox & Vicki Bier & Jim Lambert & Karen Lowrie & Warner North & Michael Siegrist & Felicia Wu, 2020. "Risk Analysis: Celebrating the Accomplishments and Embracing Ongoing Challenges," Risk Analysis, John Wiley & Sons, vol. 40(S1), pages 2113-2127, November.
    3. Tsan‐Ming Choi & James H. Lambert, 2017. "Advances in Risk Analysis with Big Data," Risk Analysis, John Wiley & Sons, vol. 37(8), pages 1435-1442, August.
    4. Wenjuan Sun & Paolo Bocchini & Brian D. Davison, 2020. "Applications of artificial intelligence for disaster management," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 103(3), pages 2631-2689, September.
    5. Dajun Dai & Ruixue Wang, 2020. "Space-Time Surveillance of Negative Emotions after Consecutive Terrorist Attacks in London," IJERPH, MDPI, vol. 17(11), pages 1-15, June.
    6. Yu-Ru Lin & Wen-Ting Chung, 2020. "The dynamics of Twitter users’ gun narratives across major mass shooting events," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-16, December.
    7. Qi Li & Cong Wei & Jianning Dang & Lei Cao & Li Liu, 2020. "Tracking and Analyzing Public Emotion Evolutions During COVID-19: A Case Study from the Event-Driven Perspective on Microblogs," IJERPH, MDPI, vol. 17(18), pages 1-24, September.

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