AI and Data Standards Can Improve Skills-Based Hiring—But Only With Human Context

AI and data standards can make skills-based hiring more structured, portable, and transparent—but they cannot make it fair on their own. Learn how human context, evidence, agency, and accountable judgment complete the system.