Identity fraud is a persistent threat that continues to shift, presenting new and complex challenges for individuals and institutions. Cybercriminals are constantly leveraging emerging technologies and patterns to compromise sensitive personal information. One significant trend is the increasing use of machine learning for generating fake identiti