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Can you spot a Fraudster online?

Published: November 25, 2015 by David Britton

Profile of an online fraudster

online fraudsterI recently read a study about the profile of a cybercriminal. While I appreciate the study itself, one thing it lacks perspective on is an understanding of how identity data is being used to perpetrate fraud in the online channel. One may jump to conclusions about what is a good indicator for catching fraudsters. These very broad-brush observations may result in an overwhelming number of false positives without digging in deeper.

Purchase value

A single approach for understanding the correlation between purchase value and fraud does not work to best protect all businesses. Back in 2005, we saw that orders under $5 were great indicators of subsequent large-ticket fraud. For merchants that sell large-ticket items, such as electronics, those same rules may not be effective. To simply believe that the low dollar amount is the extent of the crime and not just a precursor to the real, bigger crime indicates a lack of understanding of how fraudsters work to manipulate a system. For some merchants, where fraudsters know they can go to do card testing against their business, low-dollar-amount rules may apply. However, for other businesses a different set of rules must be put into place.

Time of day

We have been tracking fraud time of day as a rule since 2004, but the critical point is a clear definition of which time of day. For the merchant, 3 a.m. is very different than 3 a.m. for a fraudster who is in Asia or Eastern Europe, where 3 a.m. merchant time is actually the middle of the online fraudster’s day. FraudNet is designed to identify the time from the user’s device and runs its rules from the user’s time.

We find that every individual business will have a very specific threat profile. Businesses need to build their individual fraud strategy around their overall attack rate taking into account the strength of the defense and the ability to be flexible to accommodate the nuances for individual consumers. A general approach to fraud mitigation inevitably results in a system that begins to chase broad averages, which leads to excessive false positives and mediocre detection. That’s what drives us to do the job better.

The proof of every fraud solution should lie in its ability to catch the most fraud without negatively impacting good customers.

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In today’s digital lending landscape, fraudsters are more sophisticated, coordinated, and relentless than ever. For companies like Terrace Finance — a specialty finance platform connecting over 5,000 merchants, consumers, and lenders — effectively staying ahead of these threats is a major competitive advantage. That is why Terrace Finance partnered with NeuroID, a part of Experian, to bring behavioral analytics into their fraud prevention strategy. It has given Terrace’s team a proactive, real-time defense that is transforming how they detect and respond to attacks — potentially stopping fraud before it ever reaches their lending partners. The challenge: Sophisticated fraud in a high-stakes ecosystem Terrace Finance operates in a complex environment, offering financing across a wide range of industries and credit profiles. With applications flowing in from countless channels, the risk of fraud is ever-present. A single fraudulent transaction can damage lender relationships or even cut off financing access for entire merchant groups. According to CEO Andy Hopkins, protecting its partners is a top priority for Terrace:“We know that each individual fraud attack can be very costly for merchants, and some merchants will get shut off from their lending partners because fraud was let through ... It is necessary in this business to keep fraud at a tolerable level, with the ultimate goal to eliminate it entirely.” Prior to NeuroID, Terrace was confident in its ability to validate submitted data. But with concerns about GenAI-powered fraud growing, including the threat of next-generation fraud bots, Terrace sought out a solution that could provide visibility into how data was being entered and detect risk before applications are submitted. The solution: Behavioral analytics from NeuroID via Experian After integrating NeuroID through Experian’s orchestration platform, Terrace gained access to real-time behavioral signals that detected fraud before data was even submitted. Just hours after Terrace turned NeuroID on, behavioral signals revealed a major attack in progress — NeuroID enabled Terrace to respond faster than ever and reduce risk immediately. “Going live was my most nerve-wracking day. We knew we would see data that we have never seen before and sure enough, we were right in the middle of an attack,” Hopkins said. “We thought the fraud was a little more generic and a little more spread out. What we found was much more coordinated activities, but this also meant we could bring more surgical solutions to the problem instead of broad strokes.” Terrace has seen significant results with NeuroID in place, including: Together, NeuroID and Experian enabled Terrace to build a layered, intelligent fraud defense that adapts in real time. A partnership built on innovation Terrace Finance’s success is a testament to what is  possible when forward-thinking companies partner with innovative technology providers. With Experian’s fraud analytics and NeuroID’s behavioral intelligence, they have built a fraud prevention strategy that is proactive, precise, and scalable. And they are not stopping there. Terrace is now working with Experian to explore additional tools and insights across the ecosystem, continuing to refine their fraud defenses and deliver the best possible experience for genuine users. “We use the analogy of a stream,” Hopkins explained. “Rocks block the flow, and as you remove them, it flows better. But that means smaller rocks are now exposed. We can repeat these improvements until the water flows smoothly.” Learn more about Terrace Finance and NeuroID Want more of the story? Read the full case study to explore how behavioral analytics provided immediate and long-term value to Terrace Finance’s innovative fraud prevention strategy. Read case study

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