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Knowledge, Skills, and Abilities. The most important knowledge the fraud analyst or specialist needs to have is an understanding of regulatory requirements related to fraud detection/investigation, including Suspicious Activity Reports, USA PATRIOT Act, and FACTA (Fair and Accurate Credit Transactions Act).
Big 4 consultants typically come in with a somewhat relevant skill set (long hours, excel skill, client facing, etc) I would leave off your GMAT from your resume, but banks don't care as much as MBB. Just make sure you do well in finance classes and you know your stuff.