Synthetic identity fraud (SIF) is one of the most rapidly growing forms of financial crime in the U.S., with the Federal Trade Commission (FTC) estimating that it accounts for up to 80% of all credit card fraud losses (Federal Trade Commission, 2022). In SIF,...