CognitiveCoefficient
Overview / Scenarios

Scenario Explorer

Eight scenarios for Germany's Cognitive Coefficient to 2040 — each the median (P50) path under different assumptions about diffusion, governance, and concentration.

Every line is a scenario, not a forecast. CC trajectories use a saturating bounded-growth curve with Monte-Carlo uncertainty bands (occupation projections use Bass diffusion). We never claim a single future will occur.

CC trajectories — all scenarios (P50)

ConservativeBaselineAccelerationElite DivergenceDemocratizationOpen-Source DominanceRegulatory ConstrictionAGI Emergence

Conservative

77.1

Slow diffusion, constrained compute, cautious adoption.

2040: P10 74.9 · P50 77.1 · P90 79.1

Baseline

88.7

Current trajectories continue at observed rates.

2040: P10 83.5 · P50 88.7 · P90 93.5

Acceleration

115.5

Capability and adoption compound faster than today.

2040: P10 102.0 · P50 115.5 · P90 125.4

Elite Divergence

115.9

Frontier pulls away; laggards stall. Inequality widens.

2040: P10 104.5 · P50 115.9 · P90 128.3

Democratization

95.4

Access broadens; catch-up dominates. Inequality narrows.

2040: P10 89.2 · P50 95.4 · P90 101.8

Open-Source Dominance

102.8

Open models + cheap compute broaden the base rapidly.

2040: P10 93.4 · P50 102.8 · P90 111.0

Regulatory Constriction

73.4

Tight governance slows diffusion across the board.

2040: P10 71.7 · P50 73.4 · P90 75.1

AGI Emergence

182.9

Highly capable autonomous systems; large, uncertain divergence.

2040: P10 136.9 · P50 182.9 · P90 223.7

Methodology: scenario construction →