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The methodology describes building a custom architecture for synthetic surveys and comparing AI-generated ‘silicon sample’ responses to three American Trends Panel waves (185, 190, 192), replicating those human-administered benchmark surveys.
Research mapping UK cyber security skills needs and job vacancies in 2026, detailing employer demand and gaps across roles and regions to inform skills policy, recruitment and training provision.