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Latest observation
2026-10-08
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4434
Build time
2026-10-08 19:44 KST
The Futures

Signal Preprint proposes 'Effective Cognitive Population' unit for AI-era national planning

Summary

A preprint proposes a new concept called the Effective Cognitive Population. National planning has traditionally treated population, human capital and AI readiness as separate ledgers. The proposed measure is a decomposable unit that weights population both by capability and by the conditions under which that readiness actually converts into productive capacity. The paper argues that no existing metric captures this conversion condition. It represents an attempt to combine population, human capital and AI readiness, previously tracked in separate ledgers, into a single decomposable measure. As a result, the concept sits at the intersection of demographic and health policy on one hand and AI governance planning on the other.

Classification

Secondary topicsAI & Computing
Region menusGlobal
Impactscope:global
Time horizon11-30 years (2026-08-12)
Last updated2026-09-25 22:32 KST

Evidence 1

Part of trends 0

No objects.

Directly linked issues 0

No objects.

Public id: fm-d04ae25bff10