CognitiveCoefficient
Overview / Scenarios

Scenario Explorer

Eight scenarios for Italy'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

56.9

Slow diffusion, constrained compute, cautious adoption.

2040: P10 55.3 · P50 56.9 · P90 58.5

Baseline

67.1

Current trajectories continue at observed rates.

2040: P10 63.2 · P50 67.1 · P90 70.6

Acceleration

86.8

Capability and adoption compound faster than today.

2040: P10 77.6 · P50 86.8 · P90 95.0

Elite Divergence

76.5

Frontier pulls away; laggards stall. Inequality widens.

2040: P10 69.5 · P50 76.5 · P90 84.0

Democratization

83.2

Access broadens; catch-up dominates. Inequality narrows.

2040: P10 74.4 · P50 83.2 · P90 90.6

Open-Source Dominance

87.3

Open models + cheap compute broaden the base rapidly.

2040: P10 77.7 · P50 87.3 · P90 95.3

Regulatory Constriction

54.9

Tight governance slows diffusion across the board.

2040: P10 53.5 · P50 54.9 · P90 56.1

AGI Emergence

116.2

Highly capable autonomous systems; large, uncertain divergence.

2040: P10 91.0 · P50 116.2 · P90 141.8

Methodology: scenario construction →