International Journal on Criminology Volume 7, Number 2, Spring 2020 | Page 105

International Journal on Criminology Extensive analysis was required to assemble the network since the advertisements revealed many common patterns that could be ascertained only by iterative analysis and comprehensively combing the escort advertisement dataset for potentially connected data points. The Backpage advertisements of the network, all featuring Asian women, had an easily interchangeable format in the free text portion of the advertisement, featuring descriptive language of different individuals, allowing the poster to replicate them quickly. Beyond the connecting entities, such as telephone numbers, email addresses, and embedded hyperlinks, commonly noted language descriptors of the network, such as unique persona descriptions, language advertising specials, common misspellings, and poor grammar, were used to further construct the network and its operations. 22 Given the limitations of machine learning classifiers in regards to textual and image analysis, these more subjective indicators of the network were often classified manually. Analysis of both the designated call and text telephone numbers of the linked advertisements through telephone number registration searches revealed that almost all of the entities used Voice over Internet Protocol (VoIPs) providers. Initially discovered telephone numbers were all registered to the same VoIP provider, however, after fully mapping the network, the operators were found to have used additional VoIP providers. Of these numbers, some of the designated text telephone numbers were registered to a VoIP provider specializing in SMS infrastructure for call centers, providing companies and organizations with methods to communicate with customers through text message and other application-based messaging platforms. When mapping the network, the entities with the largest number of connections were two WeChat IDs. WeChat is a popular application-based messaging platform among Chinese populations in China and abroad. 23 From this information, it was inferred that application-based messaging platforms, particularly WeChat, and VoIP services were used to schedule and deploy outcall escort services, potentially from a centralized location. This evidence supported the conclusion that this network was highly organized, used technology to efficiently coordinate activity across multiple cities, and was operated by Chinese individuals, potentially from outside the United States. Distinct personas of individuals described in the advertisements began to surface through analysis, although these were suspected to be fake personas. Image analysis conducted using Google image search of the photographs featured in the Backpage advertisements and escort agency websites, described below, displayed 22 Elements used to link the advertisements included telephone numbers, designated “text only” telephone numbers, email addresses, WeChat IDs, strings of unique text, the content structure of the advertisement, images and photoshopped features within images, advertisement post ID numbers, locations and physical addresses, persona descriptions, listed external websites, and identities of potential perpetrators. 23 R. Hollander, “WeChat has Hit 1 Billion Monthly Active Users,” Business Insider, March 6, 2018, https://www.businessinsider.com/wechat-has-hit-1-billion-monthly-active-users-2018-3. 96