Knowledge Based Authentication (KBA) best practices, Part 3

by Guest Contributor 2 min read December 14, 2009

–by Andrew Gulledge

General configuration issues

Question selection– In addition to choosing questions that generally have a high percentage correct and fraud separation, consider any questions that would clearly not be a fit to your consumer population. Don’t get too trigger-happy, however, or you’ll have a spike in your “failure to generate questions” rate.

Number of questions– Many people use three or four out-of-wallet questions in a Knowledge Based Authentication session, but some use more or less than that, based on their business needs. In general, more questions will provide a stricter authentication session, but might detract from the customer experience. They may also create longer handling times in a call center environment. Furthermore, it is harder to generate a lot of questions for some consumers, including thin-file types. Fewer Knowledge Based Authentication questions can be less invasive for the consumer, but limits the fraud detection value of the KBA process.

Multiple choice– One advantage of this answer format is that it relies on recognition memory rather than recall memory, which is easier for the consumer. Another advantage is that it generally prevents complications associated with minor numerical errors, typos, date formatting errors and text scrubbing requirements. A disadvantage of multiple-choice, however, is that it can make educated guessing (and potentially gaming) easier for fraudsters.

Fill in the blank– This is a good fit for some KBA questions, but less so with others. A simple numeric answer works well with fill in the blank (some small variance can be allowed where appropriate), but longer text strings can present complications. While undoubtedly difficult for a fraudster to guess, for example, most consumers would not know the full, official and (correct spelling) of the nameto which they pay their monthly autopayment. Numeric fill in the blank questions are also good candidates for KBA in an IVR environment, where consumers can use their phone’s keypad to enter the answers.

Related Posts

The American Fintech Council on Responsible Innovation

Ian P. Moloney of the American Fintech Council discusses responsible fintech innovation and Experian’s role in expanding credit access.

Published: July 8, 2026 by Scarlet.Nickel@experian.com
Electric Vehicle Registrations Are Growing Beyond Traditional Locations

For years, most electric vehicle (EV) adoption has been concentrated in California, New York, and other traditional early-adopter markets. And while those markets still lead the nation in total registrations, as of last year, some of the fastest-growing EV markets are in regions that haven’t played a significant role in the past. According to Experian Automotive’s 2025 EV Year in Review Report, EV adoptions seem to be entering a new phase that is spreading well beyond coastal strongholds. In fact, the top designated market areas (DMAs) that saw the fastest year-over-year growth for new retail individual EV registrations in the last five years were Detroit, MI (34.5%), Naples, FL (32.6%), Atlanta, GA (20.6%), Buffalo, NY (18.7%), and Charlotte, NC (17.3%). However, despite the growing demand in these market areas over the last few years, Los Angeles, CA still holds a strong lead in new retail individual EV registrations, with over 164,000 new adopters in 2025. Rounding out the top five were San Francisco, CA (85,000+), New York, NY (78,000+), Miami, FL (45,000+), and Seattle, WA (35,000+). EV adoption expanding well beyond the early-adopter markets could be a result of charging infrastructure growth, vehicle availability improvement, and consumer interest reaching new levels across the country. What does this mean for dealers? The extension of EV adoption into emerging markets signals that these vehicles are becoming a mainstream consideration for more consumers. As dealers look for ways to grow their presence in this segment, adopting marketing strategies, service operations, and inventory planning will be beneficial to meet changing buyer expectations and capitalize on the growing demand. The biggest takeaway isn’t necessarily which markets are selling the most EVs, it’s seemingly where adoption is gaining momentum. As new regions start to embrace these vehicles, it’ll be important to monitor the next phase of growth and where future opportunities may emerge. To learn more about EV insights, visit Experian Automotive’s EV Resource Center.

Published: July 7, 2026 by Kirsten Von Busch
PREMIER Bankcard Expands Financial Access

Learn how PREMIER Bankcard and Experian are helping expand financial access through data, technology and personalized decisioning.

Published: July 6, 2026 by Scarlet.Nickel@experian.com