Millions of roles in payroll, billing, and human resources face displacement as AI automates administrative workflows. These positions are disproportionately held by women. While developers feared for their code, The New York Times highlights a shift toward clerical disruption. This trend forces a rapid reassessment of workforce stability for non-technical middle-class employees.