CognitiveCoefficient
Overview / Rankings / Poland

Poland

Falling behindEuropeHigh income Power #26 / 48Per-capita #29
Cognitive Power
32.0
of 100 · #26
CPI
32.0
CC
46.8
CDI
0.488
AIR
44.4
AIX
26.1
CRI
42.3
CM
35.0
CV
3.1%
Primary · absolute lens

Cognitive Power

32.0 · #26/48

Total national capacity — AI capital, compute, models & robotics. Strongest in researchers (total), economic mass, research output (total).

Per-capita lens

Cognitive Coefficient

46.8 · #29/48

How deep infrastructure runs per person — rewards intensity, like GDP-per-capita or the HDI.

CC projection to 2040 — Baseline

All 8 scenarios →

Monte-Carlo band (P10–P90) around the median path. Dashed = illustrative historical reconstruction.

Median (P50)P10–P90 bandReconstruction

Pillar profile

Insight engine

Poland ranks #29 of 48 on the Cognitive Coefficient (46.8/100), with a trajectory classified as Falling behind relative to the frontier. Its strongest pillars are data, education; the binding constraints are ai adoption, compute.

Risks

  • Low cognitive resilience: heavy reliance on externally-controlled frontier infrastructure.
  • Relative position is eroding — growth pace trails the frontier, widening the gap.
  • Readiness outpaces utilization: infrastructure exists but augmentation is under-adopted.

Opportunities

  • Largest headroom in AI Adoption (23.0/100) — targeted investment compounds fastest here.
  • Largest headroom in Compute (31.4/100) — targeted investment compounds fastest here.

Recommended actions

  • Prioritise the weakest pillar (AI Adoption) to lift the geometric-mean development index (CDI).
  • Convert access into utilization: workforce AI-skilling and agentic-workflow adoption.
  • Broaden the base (education + data governance) to raise resilience and reduce concentration risk.
These are model outputs and scenarios, not forecasts of actual outcomes. This platform measures access to, utilization of, and leverage from cognitive infrastructure — not intelligence. No causality or certainty is claimed.

Pillars

AI Access53.2
AI Adoption23.0
Compute31.4
Data69.6
Education65.5
Digital Literacy56.3
Innovation41.1
Knowledge Infrastructure33.8

Nearest peers