New graduate unemployment hit 5.6% in early 2026, a 1.6 percentage point jump over three years. Stanford data shows firms are replacing junior roles with AI to cut costs. This creates a talent gap as entry-level workers lose training grounds. Knowledge workers must now prove higher-order skills to secure initial employment.