Wayne Birch

When Classification Fails, Compensation Follows: An AI-Assisted Job Classification Framework for Large Public Sector Employers

This case study describes a classification reform at a large urban U.S. public school district of 11,480 employees and $724 million in payroll. An internal pay equity review found pay gaps between demographic groups that job content and tenure did not explain. The gaps came from how jobs had been assigned to titles and...