WEF rising skill #14

Quality control

Last checked 30 September 2026

Defining what good looks like and verifying that output meets it.

Measure this skill

Quality control feeds Human-edge skills in your AI readiness profile.

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Why it's rising

Volume of generated work has exploded. Verification capacity has not.

How ApplyAI measures this

Partly measured. The AI judgement questions test whether you check AI output before you trust it.

Every score is reported with a confidence band derived from its standard error of measurement, never as a single point estimate, and never as a comparison against another person.

Where does your quality control actually sit?

Free, about nine minutes, no card. You'll get your AI Adaptation Profile plus Adaptability, Human-Edge Skills and AI Fluency sub-scores, each with its confidence band.

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Questions

Defining what good looks like and verifying that output meets it.

Quality control is number 14 on the World Economic Forum's Future of Jobs 2025 core skills list. Volume of generated work has exploded. Verification capacity has not.

Start with Responsible Artificial Intelligence from TAFE NSW (free, about 2 hours, rated 4.6 out of 5). It is the top free course ApplyAI links to quality control.

Yes. Partly measured. The AI judgement questions test whether you check AI output before you trust it.