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Observations from inside education, employability, and workforce transformation.

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AI productivity at workforce
Industry Perspectives
AI at Work: Why Productivity Gains Depend on People

The real value of AI comes from combining technology with human capabilities.

Kuala Lumpur Skyline
Workforce & Employability
Malaysia’s 500,000 AI Jobs Target Is Really a Skills Target

One number made headlines. A quieter one decides if it’s real.

Hong Kong Skyline
Workforce & Employability
Hong Kong Isn't Funding the Job Instead of the Course. It's Funding Both.

Training and jobs, funded separately. What does that say about training alone?

Job searching
Industry Perspectives
Job Ads Are Fluent in AI. Organisations Aren’t.

Job postings now demand AI skills at twice the rate. Has anyone shown it’s paying off?

https://www.pexels.com/@denniz-futalan-339724/
Industry Perspectives
The Graduate Employment Gap Nobody Designed to Close

A million graduates are unemployed. It isn’t their fault, or their employers’. So whose is it?

https://www.pexels.com/@edmond-dantes/
Industry Perspectives
When Hiring Gets Faster, Judgement Becomes the Entire Interview

Half of Singapore employers now screen CVs with AI. If the document can't be trusted, what can?

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