Identity fraud is a ongoing challenge that continues to shift, presenting new and complex challenges for individuals and organizations. Cybercriminals are regularly utilizing emerging technologies and strategies to compromise sensitive personal information. One notable trend is the growing use of machine learning for creating synthetic identities.