Virginia HB 1514 regulates the use of automated decision systems in employment decisions across state agencies, local government entities, and private employers. All three entity types are prohibited from making employment decisions solely based on automated decision system outputs — a human decision maker must be involved. State agencies and local government entities face additional obligations: they must disclose the use of automated systems and their data inputs, provide opt-out rights, annually test for algorithmic discrimination, ensure staff data handling compliance, and train staff. Private employers face the human-in-the-loop requirement only, enforced by the Commissioner of Labor and Industry through civil penalties up to $500 for a first violation and $1,500 for subsequent violations. The bill is currently pending in committee.