- Essays··8 min read
Two Clocks in Riyadh, One Deficit
Saudi Arabia and the UAE are simultaneously building AI datacentres — with vendor contracts and two-to-four-year payback windows — and AI workforces, whose returns compound over decades. Under significant fiscal pressure, these two clocks are running against one balance sheet. The education and training lines are structurally the most deferrable: the observable signal will not be a headline cut but a quiet slip in timelines, with vendor-branded programmes filling the gap.
saudi-arabiagulf-aiworkforce-developmentfiscal-policyRead - Essays··9 min read
Mandates without mastery: the AI upskilling gap that vendor dashboards hide
Corporate AI mandates now outrun demonstrable capability. Google ties usage to performance reviews, Meta tracks AI-assisted output, Microsoft has declared it non-optional. 82% of organisations provide AI training; 59% still report a skills gap. Access is not the deficit. Completion certificates measure the wrong thing, and firms are applying one-time training models to a skill that demands continuous, deliberate practice on realistic tasks.
ai-upskillingenterprise-aiworkforce-developmentskills-gapRead