Tag: risk management

Discover how data-driven risk management strategies are transforming credit risk management in the fintech industry.

The days of managing credit risk, fraud prevention, and compliance in silos are over. As fraud threats evolve, regulatory scrutiny increases, and economic uncertainty persists, businesses need a more unified risk strategy to stay ahead. Our latest e-book, Navigating the intersection of credit, fraud, and compliance, explores why 94% of forward-looking companies expect credit, fraud, and compliance to converge within the next three years — and what that means for your business.1 Key insights include: The line between fraud and credit risk is blurring. Many organizations classify first-party fraud losses as credit losses, distorting the true risk picture. Fear of fraud is costing businesses growth. 68% of organizations say they’re denying too many good customers due to fraud concerns. A unified approach is the future. Integrating risk decisioning across credit, fraud, and compliance leads to stronger fraud detection, smarter credit risk assessments, and improved compliance. Read the full e-book to explore how an integrated risk approach can protect your business and fuel growth. Download e-book 1Research conducted by InsightAvenue on behalf of Experian

Industry-leading institutions apply a layered approach to solving fraud that starts with a fraud risk assessment. Learn more!

Consumers' financial behaviors are constantly changing. Event triggers enable lenders to quickly respond before their portfolio takes a hit.

At Experian, we believe in fostering innovation and collaboration to solve complex challenges. Recently, Ivan Ahmed, one of our talented product management leaders at Experian Housing, had the opportunity to participate in the FHFA 2024 TechSprint, where his team won the award for the best Risk Management and Compliance idea. In this article, we share Ivan's experience as he reflects on the TechSprint, the inspiration behind his team's project, and the valuable lessons learned. Can you share your experience participating in the FHFA 2024 TechSprint? What was the atmosphere like, and how did it feel to be recognized for the best Risk Management and Compliance idea? Let me start by explaining what a TechSprint is. It is a fast-paced, high-energy collaborative workshop where diverse experts and stakeholders come together to design technological solutions to complex problems. Each team is given a high-level problem and use case. From there, stakeholders and domain experts must develop a proof of concept within 3 days to best address the problem. On the last and final day, called the “Demo Day,” teams must showcase their solution in front of a panel of judges. It’s a fun, high-energy, challenging, and rewarding experience. A TechSprint is a convergence of everything I love – technology, business, and design and I think FHFA did a wonderful job orchestrating the event. Each team consisted of representatives from different functions in the housing ecosystem, including lenders, technologists, product managers, and regulators. We were given access to a room, whiteboards, and, most importantly, delicious snacks. We were also given access to industry subject matter experts outside our teams, including representatives from Fannie Mae and Freddie Mac, FHFA, and leaders from top companies. What I found the most impactful was the ability to pressure test our ideas and solutions against these industry subject matter experts. Ideating in a vacuum can be challenging, so being able to stress test things rapidly with these experts allowed us to change course quickly as new information was introduced. Winning the best Risk Management and Compliance idea award was rewarding, especially as we were able to ideate a solution to such a critical accessibility issue. Ultimately, our goal was to help create a fairer, more equitable, and inclusive housing finance system. A big shoutout to my teammates, Wemimo Abbey, Joseph Karbowski, Will Regenauer, and Eddy Atkins. What inspired Team Arsenal to focus on identifying potential gaps in ADA compliance within multifamily buildings, and what were some of the key challenges your team faced during the process? My mother has suffered from several disabilities most of her life. With age, she has become more wheelchair-dependent, and traveling has become a major challenge. On a recent family trip, the entry to our hotel building wasn’t ADA-compliant, and I had to carry her up a flight of stairs. It was frustrating to deal with. I later went down a rabbit hole around ADA compliance and, much to my surprise, learned that only 0.15% of all homes in the U.S. are wheelchair accessible! As we explored the problem space further as a team, we learned how difficult it is to ensure that new and existing rental homes are ADA-compliant. We hypothesized that a solution is needed to establish incentives for borrowers, lenders, and GSEs to meet compliance. A technological solution could more easily enable multi-family lenders and builders to identify rental units that are non-ADA compliant and could provide ways to address the gaps. We noticed two primary challenges: an enforcement gap and an incentive gap. We learned that agency loans (Fannie Mae and Freddie Mac) account for most multi-family home loan originations. If we could tackle the enforcement challenge at the GSE level, we could set up the proper incentives for all players in the multi-family lending process. By providing tools to both the borrower and the GSE’s, we could help foster a more inclusive and accessible rental housing market. How do you envision your AI-driven solution impacting the rental housing market and improving ADA compliance for multifamily buildings? We wanted to ensure that we leveraged the true power of Generative AI, which meant that our solution could take multimodal inputs and produce multimodal outputs. For example, we could train the Generative AI model on photos of interior multi-family rental units and structured or unstructured text like building sketches, site layouts, and local building codes. We could then incorporate ADA design requirements and analyze discrepancies. The result would be a compliance report or tool outlining the adherence level to ADA design requirements and providing tips and recommendations on remediation. The solution could be delivered as a free tool by the GSEs, who could incentivize its usage by offering price concessions to borrowers. Developers could also use the tool to evaluate whether new or existing builds were ADA-compliant. How did your background and experience with Experian contribute to developing your team's winning idea at the FHFA TechSprint? Much of my role at Experian has involved exploring ways to leverage proprietary and public record property data for marketing, account review, and analytical use cases. I work very closely with property data at Experian, so I was very familiar with the types of input fields of property data that would be the most relevant to improving a generative AI model output. Specifically, in our use case, we wanted to train the model to better identify homes and features that were non-compliant with ADA and provide clear remediation steps. We knew that public record property information was available from various sources and could be leveraged as additional third-party input data to improve our model accuracy. What advice would you give to other teams or individuals looking to participate in future TechSprint events, especially those aiming to tackle complex issues like risk management and compliance? It’s important to remember that an ideal solution is both impactful and practical. Practicality is achieved when the solution has both business and technical viability. Therefore, it’s crucial to carefully vet problems and solutions by understanding their viability. Working as a team to solve the problem means leveraging the expertise of subject matter experts around you. Each team member should draw on their strengths, making the collective effort stronger than individual contribution. Most importantly, fairness, inclusivity, and accessibility matter. An effective solution should strive to have a positive social impact in addition to other considerations. Winning with purpose Ivan’s journey through the FHFA 2024 TechSprint exemplifies the innovative and collaborative spirit that drives our team at Experian. His reflections highlight the impact of well-designed technological solutions on critical issues like ADA-compliance in multifamily housing. We hope Ivan’s experience inspires others to explore their potential in solving complex problems and to participate in future TechSprints, where innovative thinking and a commitment to social good can lead to meaningful change.

“Learn how to learn.” One of Zack Kass’, AI futurist and one of the keynote speakers at Vision 2024, takeaways readily embodies a sentiment most of us share — particularly here at Vision. Jennifer Schulz, CEO of Experian, North America, talked about AI and transformative technologies of past and present as she kicked off Vision 2024, the 40th Vision. Keynote speaker: Dr. Mohamed El-Erian Dr. Mohamed El-Erian, President of Queens’ College, Cambridge and Chief Economic Advisor at Allianz, returned to the Vision stage to discuss the labor market, “sticky” inflation and the health of consumers. He emphasized the need to embrace and learn how to talk to AI engines and that AI can facilitate content, creation, collaboration and community Keynote speaker: Zack Kass Zack Kass, AI futurist and former Head of Go-To-Market at OpenAI, spoke about the future of work and life and artificial general intelligence. He said AI is aiding in our entering of a superlinear trajectory and compared the thresholds of technology versus those of society. Sessions – Day 1 highlights The conference hall was buzzing with conversations, discussions and thought leadership. Some themes definitely rose to the top — the increasing proliferation of fraud and how to combat it without diminishing the customer experience, leveraging AI and transformative technology in decisioning and how Experian is pioneering the GenAI era in finance and technology. Transformative technologiesAI and emerging technologies are reshaping the finance sector and it's the responsibility of today's industry leaders to equip themselves with cutting-edge strategies and a comprehensive understanding to master the rapidly evolving landscape. That said, transformation is a journey and aligning with a partner that's agile and innovative is critical. Holistic fraud decisioningGenerative AI, a resurgence of bank branch transactions, synthetic identity and pig butchering are all fraud trends that today's organizations must be acutely aware of and armed to protect their businesses and customers against. Leveraging a holistic fraud decisioning strategy is important in finding the balance between customer experience and mitigating fraud. Unlocking cashflow to grow, protect and reduce riskCash flow data can be used not only across the lending lifecycle, but also as part of assessing existing portfolio opportunities. Incorporating consumer-permissioned data into models and processes powers predicatbility and can further assess risk and help score more consumers. Navigating the economyAmid a slowing economy, consumers and businesses continue to struggle with higher interest rates, tighter credit conditions and rising delinquencies, creating a challenging environment for lenders. Experian's experts outlined their latest economic forecasts and provided actionable insights into key consumer and commercial credit trends. More insights from Vision to come. Follow @ExperianVision and @ExperianInsights to see more of the action.

For lenders, mitigating first payment default requires data, advanced analytics, customer engagement, and agile risk management.

Learn about the benefits of a fraud consortium and how Experian's solutions can help prevent fraud without inconveniencing consumers.

Learn how expanded data, AI-driven models, and increased automation can help you enhance your credit risk management strategies.

First-party fraud can be detected and prevented by using robust fraud risk management strategies and solutions.

To accelerate growth while proactively identifying risk, you’ll need a well-informed portfolio risk management strategy.

Risk management in banking is an approach used by financial institutions to manage risks associated with banking operations. Learn how to do it right.

As organizations look for ways to keep themselves and the consumers they serve safe in the digital era, many turn to fraud risk mitigation.

Reports of romance scams have spiked in the past two years, partly due to the rise in popularity of online dating and social apps while Americans were isolated at home. With more consumers looking for love online, fraudsters have jumped on the chance to build intimate, trusted relationships without the immediate pressure to meet in person. And these shams seemingly paid off: from January 1 to July 31, 2021, the Federal Bureau of Investigation (FBI) Internet Crime Complaint Center received over 1,800 complaints related to an online romance scam, resulting in losses of approximately $133 million. These romance scams carry financial and security risks that impact both the targets of the fraud and the businesses with which they interact. Experian predicts that romance scams will continue to rise in 2022, leaving consumers and businesses vulnerable to attacks and theft. What is a romance scam? According to the FBI, a romance scam occurs when “a criminal adopts a fake online identity to gain a victim's affection and trust." Typically, fraudsters seek out their marks in dating or socializing settings, such as online apps, and strive to build intimacy and trust as quickly as possible. To avoid suspicion, they may claim that they travel frequently for work or give other excuses about why they can't meet in person. Their attentions are in the context of love and dating, so it's not uncommon for romance scammers to offer marriage proposals or other commitments to intensify the relationship, but the whole point of this fraud is to get their targets to send money. Sometimes fraudsters simply ask for a “loan" to cover medical expenses, an unforeseen shortfall or even travel costs to see the victim in person. Other times, they might ask for gifts or gift cards. Requests for money ­– whether through direct deposit, gift cards or credit card payments – are all red flags. Increasingly, romance scammers have tried to lure people into investment deals, including cryptocurrency. Romance scams predate the internet by centuries, but the emergence of digital technologies has made them easier to accomplish – and easier to get away with, too. Romance scams are increasing In 2020, there were around 44 million users of online dating services in the United States and this increased to 49 million users in 2021, according to Statista Research Department. By 2022, two years into the COVID-19 pandemic, that number jumped to more than 50 million, and it's projected to rise to 53.3 million by 2025. More users mean more potential targets. According to the Federal Trade Commission (FTC), romance scams hit a record high in 2021, with consumers reporting $547 million in losses that year ­– up 80 percent from 2020. The median individual loss reported to the FTC from romance scams was $2,400. With the help of modern technologies, romance scammers have added new tactics to their grift. For example, in addition to usual requests for money, a target might be asked to participate in bogus investment schemes involving cryptocurrency. In these cases, the median loss was $10,000. According to the FTC, romance scammers have conned Americans out of an estimated $1.3 billion over the past five years. Worryingly, romance scams also present a serious data risk. Damage could spread beyond financial losses into even more hazardous territory if the scammer can gain access to a target's personally identifiable information (PII) or financial data. In these cases, fraudsters might engage in identity theft to create new accounts or take over existing ones. Breaking up with romance scammers Businesses may not be susceptible to the lure of love, but they're still vulnerable when it comes to the fallout from romance scams. Companies must ensure they have a layered solution that seamlessly recognizes returning customers, while monitoring for indicators that the user presenting an identity is not actually the owner of that identity. Some warning signs include logins from a new IP address nowhere near the user's registered physical address; unusual types or frequencies of transactions; and the addition of a suspicious new authorized user to a credit card account. Businesses also have access to fraud prevention help. Using vast data resources, decades of identity and credit risk management, consumer-permissioned data and industry-leading analytics, Experian enables businesses to detect and prevent fraud by identifying credible customers. This empowers businesses to apply the appropriate amount of friction to each interaction to protect their customers, their data and themselves. To learn more about how Experian is assisting businesses with their fraud prevention efforts, visit us or request a call. And keep an eye out for additional in-depth explorations of our Future of Fraud Forecast. Future of Fraud Forecast Fraud Prevention

Experian Link helps businesses remove unnecessary friction from card-not-present transactions by authentication consumer identities.