The 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.
翻译:COVID-19大流行改变了全世界对商品和服务的需求,公共卫生紧急情况、经济困境和错误信息驱使的恐慌综合起来,将顾客和供应商推向影子经济,特别是黑网市场(DWM),这些通过免费软件可以进入的商业网站,已经获得显著的欢迎。在这里,我们分析了从2020年1月1日至2020年11月16日30个DWM中摘取的851 199个清单。我们查明了直接与COVID-19产品有关的788个清单,并监测产品类别(包括个人防护设备(PPE)、药品(例如水产克罗罗素)和医疗欺诈)的暂时演变。最后,我们比较了它们的时间演变趋势与公众关注程度的变化,如Twitter文章和维基百科网页访问所测量的那样。我们揭示了在COVID-19大流行期间在线影子经济是如何演变的,并强调了持续监测DWMs的重要性,特别是现在有真正的疫苗,而且供应不足。我们预计我们的分析对研究人员和公共机构都有兴趣。