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I've previously posted content around an overall risk-based approach to Red Flags compliance. I also want to keep current in mentioning the use of Knowledge Based Authentication (KBA) as an effective component in an Identity Theft Prevention Program. I get this question often: "Is KBA a fraud detection tool or a verification tool?" Short answer: "It's both."Beyond fraud detection and prevention, KBA implementation can provide your program real returns in a few key areas:Reconciliation of initially detected "Red Flag" conditionsKBA allows you to positively pass consumers who may have some level of initial authentication challenge or high-risk condition. The reality of identity verification is that regardless of all the data assets potentially leveraged, there are still those cases in which a good consumer identity continues to pose challenges to basic verification checks.Cost reduction in referral / reconciliation processesKBA can replace more subjective decision making and process invocation, turning instead to objective question presentation and performance to drive overall decisioning.Customer experienceConsumers are more willing today than ever before to participate in a KBA session, and most would prefer this activity over provision of documentary evidence, for example.KBA, when used in combination with strong analytics and comprehensive authentication results, can be valued tool in your overall Red Flags Identity Theft Prevention program.

Behavioral scoring is one of the most important tools that allow collections management and account management groups to evaluate accounts in an efficient and cost-effective manner. Although behavioral models are developed in a similar manner as new applicant models, there are several key differences that make behavioral models a better choice for many account management applications and collections workflow systems:By using only internal master file data as opposed to external credit bureau data, for example, accounts can be regularly evaluated without incremental cost. The most common practices are to score accounts on a weekly or monthly basis, which allows for quick strategic responses to a customer’s change in behavior. Frequent evaluations can result in automated or manual actions such as the acceleration or deceleration of collections efforts, adjusting credit limits and changing terms and conditions.The performance definitions of behavioral scores are very specific to each strategy and task, and it is typically not advised to use models in applications for which they were not designed. For example, a new applicant model definition of “bad” may be a high probability of charge off during the initial term of a line of credit. For collections strategy, a more appropriate bad definition might be the likelihood of an account rolling to the next delinquency bucket, regardless of the age of the account. Behavioral models also have a much shorter outcome period of three to four months versus new applicant models that forecast over one to two years. Since behaviors with one creditor can typically be recognized more quickly than with all lending institutions associated with a particular debtor, behavioral models provide a unique and timely evaluation of the ongoing risk once the account is already on the books.

Regardless of the specific checks and overall processes incorporated into your Red Flags Identity Theft Prevention Program, the use of an automated decisioning strategy or strategies will allow you to: Deliver consistent responses based on objective authentication results, while eliminating subjectivity often found in more manual review processes. Save time and money associated with a manual review process currently attributed to Red Flag Rule referrals. Provide examiners a detailed process flow including decision elements. Create champion / challenger flows to test, compare and alter new strategies over time. Revise, over time, the specific elements used in your decisioning to appropriately weight each from a fraud detection and/or compliance perspective. Experian's consumer authentication products provide hosted decisioning strategies that alleviate the burden on our clients associated with maintenance and development of those processes. Whether you facilitate your own strategies or use a service provider's hosted strategies, it is important to ensure you are maximizing their ability to balance pass rates, fraud detection and compliance requirements.
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