For example, users migrate to alternative DWMs when a DWM that they trade on closes12,13. Such migration of users is aided by communication via online forums and chats on the dark web14,15. However, little is known about how DWM users trade and transact outside the DWMs.
On the one hand, some recent works have shown that a significant number of DWM users trade drugs and other illicit goods using social media platforms, such as Facebook, Telegram, and Reddit16,17,18,19,20. Moreover, several qualitative, interview-based studies have shown that DWM users form direct trading relationships with other users, starting user-to-user (U2U) pairs that bypass the intermediary role of DWMs21,22. Past research has also found that sellers on regulated online marketplaces and social medial platforms may decide to use intermediaries, such as Facebook groups or Instagram, to find new customers, and may start direct U2U trading with potential buyers23. In this paper, we look closely at patterns of U2U trading relationships among DWM users. Both the communication networks and current & future sales counts were extracted on a monthly basis using data up to the end of each month, including all data prior to the given month. As such, we obtained 15 network snapshots (starting from January 2014 up to March 2015).
- The months and years after Silk Road’s closure were marked by a greatly increased number of shorter-lived markets as well as semi-regular law enforcement takedowns, hacks, scams and voluntary closures.
- However, there are evidences of an indirect role of OC in darknet drug trafficking, as supplier of illegal drugs to the online-vendors.
- This is also demonstrated through sales recall, which measures what percentage of sales of the entire top percentile the detected vendors are responsible for (see Methods section for further details), in Supplementary Material Section S2.
- In fact, the build up reputation is such a vital aspect that it is predominantly the successful vendors with a large number of sales and high reputation who choose to migrate and maintain their identity in new cryptomarkets after market closures28.
Drugs On The Dark Net
Here, active users and vendors are those with at least one post up to and including the given month, where for the monthly active users we require at least one post that month. Throughout our results we relied on the total sets of active users and vendors for each month. Throughout this section we have considered a single threshold at which we cut-off the rankings, namely 20% of all users.
Darknet-hosted drug markets (‘cryptomarkets’) are an established model of illicit drug distribution which makes use of specialised online hosting and payment systems to link buyers and sellers remotely. Cryptomarkets appear to professionalise, gentrify and integrate drug markets. Therefore, they can be hypothesised to have effects on drug availability by allowing purchases by people who use drugs (PWUD) outside of face-to-face networks that have typified drug distribution. They may attract new buyers and may change use patterns by offering a greater range of higher-potency drugs. This paper examines the research on cryptomarkets’ potential impacts on drug availability. Figure 1 shows that, for all measures, vendors have higher network centralities and activity indicators than non-vendors.
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These platforms feature user-friendly interfaces, escrow systems, and vendor reviews. Darknet market lists help users find reliable onion links and avoid scams. The darknet drug market continues to expand, with new cryptomarkets emerging regularly. Dark web marketplaces ensure anonymity through decentralized networks, making them popular for discreet transactions. To summarise, topic engagement provides the best single measure recall performance.
Network Extraction

Note that we rely on all data prior to the given month and not only the most recent month(s), because a vendor’s reputation plays an important role in their success and is based not just on the most recent activity. In fact, the build up reputation is such a vital aspect that it is predominantly the successful vendors with a large number of sales and high reputation who choose to migrate and maintain their identity in new cryptomarkets after market closures28. Details on the network extraction process and the computation of monthly sales statistics are provided in the “Methods” section. The median net income is positive for sellers while negative for buyers throughout the whole period of observation.
- These platforms feature user-friendly interfaces, escrow systems, and vendor reviews.
- Additionally, any off-market private communication is not included in the analysis.
- Identifying which users function as administrators can often be as easy as looking at the titles assigned to them on the cryptomarkets’ forums.
- In the context of cryptomarkets, this makes it a good measure of how well a (potential) vendor reaches different communities of potential buyers.
- As brand awareness promotes trust and sales22,23 and trust is a good predictor of vendor selection24, a high in-degree might serve as a good predictor of vendor success.
Large Number Of U2U Transactions
This result is not trivial because, although the classification induces a positive net income for sellers, it is performed on each market and the U2U network separately, while the median net income is computed based on all transactions made by an entity. In fact, when we compute the total net income for each seller, a considerable fraction (16%) has a negative net income because they spend in markets where they are not classified as sellers, or in the U2U network. Moreover, we find a change of trend between the seller and the buyer median net income time series which reflects the dominance of markets, as detailed in the next section. The cryptomarkets are part of an ecosystem of messaging apps, webpages, discussion servers and social media platforms that service drug markets, mainly based in Europe, North America and Australasia 25•.

Topic Engagement
It formed a combination of a carding forum, where card information (e.g., credit/debit/ID/etc.) is traded, and an underground drug market25. Darknet markets — also known as cryptomarkets — provide a largely anonymous platform for trading in a range of illicit goods and services. Accessing the dark web can only be done using specific browsers, such as TOR Browser. We classify all entities either as sellers or buyers as a function of time. The result is a time series of lists of sellers and buyers for each period and for each market and the U2U network. The classification is performed in five steps (see Fig. 1), as detailed next.

Nonmedical Use Of Prescription Drugs: An Emerging Global Health And Policy Challenge

As input parameter, we considered the full network, transactions from/to DWMs and U2U transactions between users (see Section S4). Plotted lines indicate the median value while bands represent the 95% confidence interval. Negative and positive numbers indicate the days prior and after the closure, respectively. Only the 33 DWMs that closed during our time period are considered in the analysis. (a) Schematic representation of an ego network surrounding a dark web marketplace (“DWM”, in red).
2b shows again positive difference scores between the top vendor percentile and all vendors. 2d shows mostly positive difference scores when comparing with the sub-top percentile, but with lower scores. Thus, for both current and future success the network centralities and activity indicators show the potential to distinguish vendors’ level of success. The earliest modern online anonymous markets, often referred to as darknet markets or cryptomarkets, appeared in early 2010, and evolved from an encrypted email service and migrated on to a Tor (The Onion Router) anonymity network to guarantee better anonymity to users.
Accessibility Information
This behaviour is likely due to the delay between successful vendors establishing themselves in the network and reaping the benefits in terms of sales. In other words, high betweenness centrality is expected to be more a prelude to than a consequence of vendor success. Thus, these results show the potential of betweenness centrality as an early warning signal for future vendor success.
Easy Ways To Find Fresh Onion Links For Safe Drug Shopping

Those who do not have access to these distribution modes have often pursued shifting and sometimes predatory street markets. The impact of the darknet has to be fully seen in this context, as one component of an evolving social-technical infrastructure for drug distribution and consumption may include harm-reduction advice such as drug-checking services 60. Cryptomarkets are part of an evolving trend where communities of PWUD adapt and develop technological systems to their ends. The cryptomarket distribution system is emblematic of the move to drug distribution by delivery, whether through the postal system or tailored distribution services. They may now be being superseded in technical prowess by well-crafted, custom-built systems that use messaging apps 55, 56 and rather than representing the future are an established and stable if evolving niche. As a whole, these systems sometimes augment and sometimes bypass face-to-face markets and therefore may not be immediately open to the kind of incidental interventions that harm-reduction services may make.