Business schools and federal regulators are reshaping admissions practices as institutions hire corporate talent and legal fights shift data collection timelines. Darden tapped a Google talent leader to run MBA admissions, signaling business schools’ growing reliance on corporate recruitment practices to diversify and scale pipelines. Meanwhile, a federal judge pushed back the Education Department’s deadline for detailed race‑and‑sex admissions data amid a multi‑state legal challenge that accuses the agency of overreach. The additional time may delay department enforcement and give colleges room to respond to complex reporting demands. Admission leaders said the twin pressures—from employers’ data‑driven recruiting playbooks and from government reporting requirements—are forcing schools to retool outreach, analytics and documentation to balance compliance with targeted enrollment goals.