ResourceseBookAi skillsA framework for what actually predicts ai performance


A framework for what actually predicts AI performance

Drawing on industrial-organisational psychology and the latest AI productivity research, this section introduces a five-layer framework for decomposing AI capability into something you can actually assess. The finding that holds across every study: the competencies that predict who creates value with AI are durable, human, and largely invisible to CVs and certificates.

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