CognitiveCoefficient
Overview / Scenarios

Scenario Explorer

Eight scenarios for Kenya'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

14.9

Slow diffusion, constrained compute, cautious adoption.

2040: P10 13.7 · P50 14.9 · P90 16.0

Baseline

23.0

Current trajectories continue at observed rates.

2040: P10 19.6 · P50 23.0 · P90 26.0

Acceleration

37.0

Capability and adoption compound faster than today.

2040: P10 30.2 · P50 37.0 · P90 42.8

Elite Divergence

20.0

Frontier pulls away; laggards stall. Inequality widens.

2040: P10 17.1 · P50 20.0 · P90 22.7

Democratization

44.2

Access broadens; catch-up dominates. Inequality narrows.

2040: P10 35.3 · P50 44.2 · P90 51.6

Open-Source Dominance

46.6

Open models + cheap compute broaden the base rapidly.

2040: P10 37.4 · P50 46.6 · P90 56.2

Regulatory Constriction

14.1

Tight governance slows diffusion across the board.

2040: P10 13.0 · P50 14.1 · P90 15.2

AGI Emergence

37.4

Highly capable autonomous systems; large, uncertain divergence.

2040: P10 27.7 · P50 37.4 · P90 47.9

Methodology: scenario construction →