What This Tool Does
The Resilience Matrix is an ensemble scoring engine that filters job tasks through three rigorous lenses —Capability (can AI do it?), Economics (should AI do it?), and Structure (is the job designed for it?) — using six research-based frameworks (four peer-reviewed, one institutional report, and one proprietary), validated by Frank et al. (PNAS Nexus, 2025). It then applies a proprietary State Transfer Test to identify tasks that autonomous AI agents could chain into end-to-end workflows. The World Economic Forum estimates 22% of jobs will be disrupted by 2030 — but which tasks, in which roles? We don't predict what AI will "take" — we map your Human Skillprint — the tasks that define your irreplaceable value.
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Submissions are analyzed in real time. Aggregate, anonymized data may be used to track AI adoption trends.
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