Why does rigor in skills measurement matter?

Skills data increasingly informs decisions about readiness, investment, and execution. When measurement lacks rigor, those decisions become risky.

Rigorous, evidence-based measurement ensures that skill signals remain meaningful as roles evolve, organizations scale, and expectations change. This is what allows skills data to function as a reliable system of record, supporting decisions that must be explained, audited, and defended over time.