Category essay · QLM category creation

Skills Intelligence Needs Evidence, Not Surveys Alone

Surveys can ask what people think they can do. Evidence shows what they can actually do.

Category essay

The self-report problem

Self-report is useful for aspiration and confidence, but it is an uneven basis for readiness, mobility, or intervention decisions.

Performance changes the signal

Role scenarios can reveal capability, misconceptions, risk awareness, and transfer in ways surveys cannot.

QLM's answer

QLM connects performance evidence to living skills profiles so skill claims stay closer to demonstrated capability.

Published by Quantum Learning Machines · 2026-06-02

Related QLM paths

Keep building the category map.

Enterprise authority hubSkills Intelligence PlatformQLM's skills intelligence platform turns performance, assessment, tutoring, and simulation data into evidence leaders can act on.GlossarySkills IntelligenceDefine skills intelligence and learn how QLM grounds skill insights in performance evidence, not weak proxy signals.Enterprise use caseTalent Mobility Skills ProfileQLM living skills profiles help talent teams match people to opportunities using evidence of capability and transfer.

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