Abstract
AbstractThe COVID-19 pandemic has reshaped the demand for goods and services worldwide. The combination of a public health emergency, economic distress, and misinformation-driven panic have pushed customers and vendors towards the shadow economy. In particular, dark web marketplaces (DWMs), commercial websites accessible via free software, have gained significant popularity. Here, we analyse 851,199 listings extracted from 30 DWMs between January 1, 2020 and November 16, 2020. We identify 788 listings directly related to COVID-19 products and monitor the temporal evolution of product categories including Personal Protective Equipment (PPE), medicines (e.g., hydroxyclorochine), and medical frauds. Finally, we compare trends in their temporal evolution with variations in public attention, as measured by Twitter posts and Wikipedia page visits. We reveal how the online shadow economy has evolved during the COVID-19 pandemic and highlight the importance of a continuous monitoring of DWMs, especially now that real vaccines are available and in short supply. We anticipate our analysis will be of interest both to researchers and public agencies focused on the protection of public health.
Funder
Economic and Social Research Council
National Science Foundation
Publisher
Springer Science and Business Media LLC
Subject
Computational Mathematics,Computer Science Applications,Modelling and Simulation
Reference101 articles.
1. Taylor DB (2020) A timeline of the coronavirus pandemic. https://www.nytimes.com/article/coronavirus-timeline.html Accessed August 2, 2020. The New York Times
2. WHO (2020) Coronavirus disease (COVID-2019) situation reports. https://www.who.int/emergencies/diseases/novel-coronavirus-2019/situation-reports Accessed August 2, 2020. World Health Organization
3. Kraemer MU, Yang C-H, Gutierrez B, Wu C-H, Klein B, Pigott DM, Du Plessis L, Faria NR, Li R, Hanage WP et al. (2020) The effect of human mobility and control measures on the COVID-19 epidemic in China. Science 368(6490):493–497
4. Fernandes N (2020) Economic effects of coronavirus outbreak (COVID-19) on the world economy. Available at SSRN 3557504
5. Arezki R, Nguyen H (2020) 4 Novel coronavirus hurts the Middle East and North Africa through many channels. Economics in the Time of COVID-19, 53
Cited by
37 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献