Individual cardholders are creatures of habit. Cardholders have "favorites"—or recurrences—over a wide variety of entities in their transaction streams. These entities might include favorite ATMs close to work or home, favorite gas stations along a daily commute, preferred grocery stores, and preferred online stores for shopping. To improve fraud management,...
Full Post "Know Customer Favorites to Fight Fraud" »
Since the global recession, regulators worldwide have become increasingly concerned about the soundness of decision making and capital adequacy within financial services. As a result, they are taking an even closer look at how financial institutions manage risk and use scoring models. To address this greater regulatory scrutiny of model...
Full Post "Regulations Amplify Demands on Model Management" »
Financial institutions have had a difficult time adapting to the latest regulatory guidance regarding model validation and management. But making the right improvements can also translate into better analytic performance and risk management. To both comply and compete, it's critical to build an organizational policy for comprehensive model and credit...
Full Post "Best Practices for Modeling Regulations" »
At this week’s FICO World conference in Miami, Big Data has taken center stage. Our keynote panellist yesterday, Kenneth Cukier, presented a captivating talk on how Big Data will transform our lives. Based on his new book, Cukier, the data editor of The Economist, emphasized that the secret of succeeding...
Full Post "Secrets of Big Data Success – Live from FICO World 2013" »
Analytic investments are priorities for banks across Europe, who are looking not better risk management, better identification of customer needs and better capital management. This is evident in the results of FICO and Efma’s seventh European Credit Risk Outlook, published on Tuesday. More than 40% of respondents say they will...
Full Post "Risk Tops European Banks’ Analytic Priorities — But Should It?" »
There's tremendous emphasis on increasing customer centricity in banking these days, and indeed a big focus of my fraud analytics team is developing “customer-focused” innovations. These analytic models go beyond focusing solely on the characteristics of typical fraud events; they’re also built to improve learning of what typical customer behavior...
Full Post "Customer-Centric Innovations in Fraud Analytics" »
Those of you who follow this blog know that I regularly discuss analytic innovations that boost fraud detection. One such innovation is adaptive analytics, so-called because these models continually "adapt" traditional neural network fraud models in response to real-time fraud tactics that were not present at the time of model...
Full Post "Dynamic Detection for the Global Fraud Fight" »
How are companies using Big Data analytics to understand and collaborate with today’s connected consumer? Join us at FICO World 2013 to discover answers from experts and network with your banking peers. Registration is now open for the conference, which will be held April 30-May 3 in Miami. FICO World...
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Big Data was on the agenda last week at the third annual Asia Pacific Chief Risk Officer Forum, held in Bangkok and hosted by FICO with IDC Financial Insights. But it might not be the Big Data you’re thinking about. For example, Australia’s contingent were discussing “comprehensive reporting,” which is...
Full Post "How Big Does Big Data Need to Be?" »
Today’s buzz around Big Data is bringing renewed attention to the need for streaming analytics—a focus that, if you ask me, is long overdue. In the payment card space, we at FICO are celebrating the 20th anniversary of using streaming analytics for fraud detection. Our FICO® Falcon® Fraud Manager models...
Full Post "Big Data in Fraud: A Need to Stream" »