追溯无形：揭示就业 listings 中的人口贩卖模式
Tracing the Unseen: Uncovering Human Trafficking Patterns in Job Listings
AI总结：
本研究通过分析美国八个地区的就业数据，揭示人口贩卖模式，并指出危机事件与可疑招聘广告的关联，呼吁加强在线平台的监管。
摘要：
在数字革命的阴影下，人口贩卖这一隐秘问题在社交媒体和在线求职平台中找到了新的滋生地。以往的研究主要集中在通过分析陪同广告来识别受害者。然而，我们的研究转向了以预防为主的方法：在贩子通过虚假工作机会诱骗猎物之前，识别潜在的贩子。在本研究中，我们收集并分析了一个包含超过25万份工作清单的数据集，这些数据来自美国八个相关地区，时间跨度近二十年（2006-2024）。我们考虑的求职平台专门面向美国的华裔移民。我们根据发布者自报的信息将工作帖子分为不同的类别。我们的研究探讨了所宣传的机会类型、首选联系方式的方式以及发布频率，揭示了可疑广告的特征。此外，我们还突显了外部事件如健康紧急情况和冲突似乎与可疑工作帖子数量增加之间存在强烈相关性：贩子更可能在危机时期针对弱势群体进行剥削。这项研究强调了深入探讨在线求职平台和通信平台如何可能无意中成为人口贩卖的帮凶的必要性。更重要的是，它呼吁制定紧急策略，以摧毁这些数字剥削渠道。
英文摘要：
In the shadow of the digital revolution, the insidious issue of human trafficking has found new breeding grounds within the realms of social media and online job boards. Previous research efforts have predominantly centered on identifying victims via the analysis of escort advertisements. However, our work shifts the focus towards enabling a proactive approach: pinpointing potential traffickers before they lure their preys through false job opportunities. In this study, we collect and analyze a vast dataset comprising over a quarter million job postings collected from eight relevant regions across the United States, spanning nearly two decades (2006-2024). The job boards we considered are specifically catered towards Chinese-speaking immigrants in the US. We classify the job posts into distinct groups based on the self-reported information of the posting user. Our investigation into the types of advertised opportunities, the modes of preferred contact, and the frequency of postings uncovers the patterns characterizing suspicious ads. Additionally, we highlight how external events such as health emergencies and conflicts appear to strongly correlate with increased volume of suspicious job posts: traffickers are more likely to prey upon vulnerable populations in times of crises. This research underscores the imperative for a deeper dive into how online job boards and communication platforms could be unwitting facilitators of human trafficking. More importantly, it calls for the urgent formulation of targeted strategies to dismantle these digital conduits of exploitation.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
