The shortage is judgment, not technical knowledge
- The WEF Future of Jobs Report 2025 projects 39% of existing skill sets will be disrupted within five years. LinkedIn's 2024 Workforce Confidence Index found nearly half of hiring managers report new graduates lacking applied problem-framing skills — the deficit is not missing technical knowledge, it is missing capacity to operate where AI handles execution and humans must supply judgment.
- McKinsey's 2023 analysis of generative AI's impact on knowledge-intensive sectors identifies decision augmentation as the primary value-creation mode in cognitive-intensive work. Most undergraduate and postgraduate programmes have no formal curriculum component that develops this capacity in relation to AI tools.
Audit curricula against the decisions graduates will face, not the jobs they will hold
Audit your institution's curriculum against the decision types graduates will face, not the job titles they will hold — and identify which programmes formally develop judgment under ambiguity and human-AI boundary navigation. Where those are absent, the gap is architectural, not pedagogical. D5 frames this as a workspace design problem: the cognitive environment students are trained inside shapes which capacities develop and which atrophy.
