Jobs & Talent · Source published 26 August 2025
Research signal
Stanford’s original August 2025 working paper reported a relative employment decline for young workers in highly AI-exposed US occupations. It is observational US evidence, not a direct estimate for Malaysia.
Source: Stanford SIEPR — Canaries in the Coal Mine, original working paper · 26 August 2025.
Event Systematic perspective
For employers, the constructive response is to examine the entry route into their own organisation. Which assignments help a new employee develop context? Which skills are expected before hiring, and which were previously learned on the job? A recruitment pipeline can weaken if requirements rise while opportunities to practise disappear.
Create a supervised entry assignment with useful output and explicit learning goals. A new analyst, for example, can compare a generated summary with source documents and explain discrepancies. The supervisor should provide feedback on reasoning, not only formatting. This preserves a route toward expertise while changing the work itself.
Put it into practice
- Track entry-level opportunities separately from total headcount.
- Review whether selection criteria assume experience that applicants have no realistic way to obtain.
- Use paid, supervised work samples or structured placements with clear expectations.
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