A good simulation (90th percentile) · mcts-m2b.m2b-ken-greedy

Simulation 4

Kenya, greedy, 20 years, seed 4: a good simulation (90th percentile) of the experiment's 20. Capability index 7.18 at the 2026 position, 7.84 in 2046; 100 actions over 20 rounds and 1 shock.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 4

The experiment · The other representative simulations: 1 (median simulation), 11 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
7.84 (+0.67)
From 7.18
Rank by index
70
From 79
Domains at Tier 1
0
From 0
Events
1 shock
1 upside event

Trajectory by domain

The mean score of each domain by round, with a dashed marker at each round a shock (red) or an upside event (green) began. Rest on a domain to bring it forward.

  • ShockUpside event

Capability index by round

Pathway, round by round

Every decision of the greedy method: its actions (a mode, a group and the credits spent), and the events that began that round. Each round has its own page: the state it came in with, the decision, the shocks, what moved through the graph and the state it left.

RoundDecisionEventsIndex
2027
  • Build Technical & Vocational Skills 5
  • Build Lifelong Learning & Reskilling 5
  • Buy Development Cooperation & Global Assistance 5
  • Build Digital & AI Competence 5
  • Buy Connectivity, Cyber & Trust Technologies 5
7.20 +0.024
2028
  • Build Technical & Vocational Skills 5
  • Build Lifelong Learning & Reskilling 5
  • Build Digital & AI Competence 5
  • Buy Development Cooperation & Global Assistance 5
  • Buy Technology Adoption & Diffusion 5
7.23 +0.029
2029
  • Build Technical & Vocational Skills 5
  • Build Lifelong Learning & Reskilling 5
  • Build Digital & AI Competence 5
  • Buy Connectivity, Cyber & Trust Technologies 5
  • Buy Development Cooperation & Global Assistance 5
7.26 +0.031
2030
  • Build Technical & Vocational Skills 5
  • Build Lifelong Learning & Reskilling 5
  • Build Digital & AI Competence 5
  • Buy Technology Adoption & Diffusion 5
  • Buy Connectivity, Cyber & Trust Technologies 5
AI labour shockMarket access opening7.25 −0.009
2031
  • Build Technical & Vocational Skills 5
  • Build Lifelong Learning & Reskilling 5
  • Buy Artificial Intelligence 5
  • Partner Export Capability & Sophistication 5
  • Build Digital & AI Competence 5
7.24 −0.010
2032
  • Build Technical & Vocational Skills 4
  • Partner Alliances & Security Cooperation 4
  • Buy Development Cooperation & Global Assistance 4
  • Partner Trade Policy & Market Access 4
  • Buy Connectivity, Cyber & Trust Technologies 4
7.25 +0.006
2033
  • Build Technical & Vocational Skills 4
  • Buy Artificial Intelligence 4
  • Partner Alliances & Security Cooperation 4
  • Buy Technology Adoption & Diffusion 4
  • Partner Trade Policy & Market Access 4
7.30 +0.050
2034
  • Buy Semiconductors & Advanced Computing 5
  • Build Technical & Vocational Skills 5
  • Buy Connectivity, Cyber & Trust Technologies 5
  • Buy Artificial Intelligence 5
  • Partner Export Capability & Sophistication 5
7.34 +0.045
2035
  • Buy Semiconductors & Advanced Computing 5
  • Buy Development Cooperation & Global Assistance 5
  • Partner Fiscal Capacity & Public Finance 5
  • Buy Technology Adoption & Diffusion 5
  • Buy Economic Output & Productivity 5
7.39 +0.046
2036
  • Buy Semiconductors & Advanced Computing 5
  • Buy Artificial Intelligence 5
  • Partner Investment Attraction & Projection 5
  • Partner Alliances & Security Cooperation 5
  • Buy Connectivity, Cyber & Trust Technologies 5
7.43 +0.039
2037
  • Buy Semiconductors & Advanced Computing 5
  • Partner Export Capability & Sophistication 5
  • Partner Trade Policy & Market Access 5
  • Partner Investment Attraction & Projection 5
  • Partner Alliances & Security Cooperation 5
7.47 +0.042
2038
  • Buy Semiconductors & Advanced Computing 5
  • Buy Advanced Materials & Manufacturing 5
  • Buy Development Cooperation & Global Assistance 5
  • Buy Research Talent & Knowledge Creation 5
  • Buy Economic Output & Productivity 5
7.53 +0.059
2039
  • Buy Semiconductors & Advanced Computing 5
  • Buy Connectivity, Cyber & Trust Technologies 5
  • Buy Artificial Intelligence 5
  • Buy Advanced Materials & Manufacturing 5
  • Buy Technology Adoption & Diffusion 5
7.57 +0.041
2040
  • Buy Semiconductors & Advanced Computing 5
  • Buy Sensing, Timing & Navigation 5
  • Buy Advanced Materials & Manufacturing 5
  • Partner Fiscal Capacity & Public Finance 5
  • Partner Trade Policy & Market Access 5
7.60 +0.033
2041
  • Buy Semiconductors & Advanced Computing 5
  • Buy Sensing, Timing & Navigation 5
  • Buy Connectivity, Cyber & Trust Technologies 5
  • Partner Export Capability & Sophistication 5
  • Partner Alliances & Security Cooperation 5
7.65 +0.043
2042
  • Buy Semiconductors & Advanced Computing 5
  • Buy Sensing, Timing & Navigation 5
  • Buy Advanced Materials & Manufacturing 5
  • Partner Space Technologies 5
  • Buy Energy Technologies 5
7.69 +0.044
2043
  • Buy Semiconductors & Advanced Computing 5
  • Partner Space Technologies 5
  • Buy Robotics & Autonomous Systems 5
  • Buy Sensing, Timing & Navigation 5
  • Buy Artificial Intelligence 5
7.73 +0.036
2044
  • Partner Space Technologies 5
  • Buy Semiconductors & Advanced Computing 5
  • Buy Advanced Materials & Manufacturing 5
  • Buy Energy Technologies 5
  • Buy Connectivity, Cyber & Trust Technologies 5
7.76 +0.035
2045
  • Partner Space Technologies 5
  • Buy Sensing, Timing & Navigation 5
  • Buy Robotics & Autonomous Systems 5
  • Buy Semiconductors & Advanced Computing 5
  • Buy Development Cooperation & Global Assistance 5
7.80 +0.039
2046
  • Buy Advanced Materials & Manufacturing 5
  • Buy Energy Technologies 5
  • Buy Technology Adoption & Diffusion 5
  • Buy Economic Output & Productivity 5
  • Buy Sensing, Timing & Navigation 5
7.84 +0.041

Credits

What each round's credits went on: maintenance, the three modes, and what was carried over.

Tiers by round

Each domain's tier against the frozen field, round by round: Tier 1 green, Tier 2 blue, Tier 3 amber, below that grey.

Domain20262031203620412046
Critical Technology1212121210101010101099988877766
Strategic Infrastructure777777777777777777777
National Security999999999999999999999
Human Capital121212121212121010998888888888
Information & Influence999799888877777777777
Governance & Integrity141414141415151515151515151515151515151515
Financial Strength171717171718181818181818181818181818181818
Production & Innovation141414141414141414141414141212121212121211
Trade & Investment121212121213131312121211111111111111111111

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 5 seeds, this one among them: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−0.806−59.20.00
No shocks+0.865+62.00.00
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.007−0.60.00
Without the 2nd largest decision−0.007−0.60.00
Without the 3rd largest decision−0.008−0.50.00
Without the 4th largest decision−0.007−0.50.00
Without the 5th largest decision−0.007−0.60.00
Without the 1st largest shock+0.647+44.80.00
Without the 2nd largest shock+0.399+28.00.00

Every group over the simulation

Where each group started and ended, and what moved it: levels invested, decay, events and changes arriving through the graph. The parts do not quite sum to the change where a score met 0 or 20.

73 of 73 groups

Capability group
Domain
2026
2046
Change
Invested
Decay
Events
Graph
Semiconductors & Advanced ComputingCritical Technology1.006.72+5.72+5.690.00+0.03+0.01
Connectivity, Cyber & Trust TechnologiesCritical Technology4.009.37+5.37+5.530.00−0.160.00
Artificial IntelligenceCritical Technology5.3310.09+4.76+3.580.00−0.33+1.52
Technical & Vocational SkillsHuman Capital7.0011.46+4.46+4.380.00+0.09−0.01
Development Cooperation & Global AssistanceInformation & Influence4.508.28+3.78+3.930.00−0.20+0.05
Sensing, Timing & NavigationCritical Technology1.605.08+3.48+3.430.000.00+0.05
Technology Adoption & DiffusionProduction & Innovation7.5010.89+3.39+3.340.00−0.16+0.22
Advanced Materials & ManufacturingCritical Technology2.435.72+3.29+3.310.00−0.03+0.01
Alliances & Security CooperationInformation & Influence9.0011.77+2.77+3.030.00−0.260.00
Lifelong Learning & ReskillingHuman Capital7.009.68+2.68+2.860.00−0.23+0.05
Digital & AI CompetenceHuman Capital7.509.75+2.25+2.510.00−0.25−0.01
Trade Policy & Market AccessTrade & Investment9.7511.95+2.20+2.330.00−0.130.00
Export Capability & SophisticationTrade & Investment6.338.35+2.02+2.160.00−0.14−0.01
Space TechnologiesCritical Technology1.333.09+1.76+1.750.00+0.010.00
Energy TechnologiesCritical Technology3.605.19+1.59+1.650.00−0.07+0.01
Robotics & Autonomous SystemsCritical Technology3.254.62+1.37+1.120.00−0.06+0.31
Economic Output & ProductivityProduction & Innovation7.508.60+1.10+1.090.00−0.13+0.14
Investment Attraction & ProjectionTrade & Investment7.678.65+0.98+1.020.00−0.06+0.01
Advanced ManufacturingStrategic Infrastructure7.007.82+0.820.000.00+0.02+0.81
Cyber & Electromagnetic OperationsNational Security4.675.28+0.610.000.000.00+0.61
Economic Leverage & DependenceTrade & Investment6.677.08+0.410.000.00−0.15+0.56
Intelligence & AssessmentNational Security6.837.14+0.310.000.000.00+0.31
Research Talent & Knowledge CreationHuman Capital7.337.61+0.28+0.380.00−0.04−0.05
Air PowerNational Security4.754.92+0.170.000.000.00+0.17
Energy InfrastructureStrategic Infrastructure7.257.40+0.150.000.00+0.15+0.01
Innovation & CommercialisationProduction & Innovation6.506.64+0.140.000.00−0.10+0.23
Transport InfrastructureStrategic Infrastructure9.259.37+0.120.000.00+0.120.00
Space, Aerospace & Defence InfrastructureStrategic Infrastructure4.674.77+0.100.000.00+0.05+0.05
Strategic Strike & Missile DefenceNational Security2.332.41+0.080.000.000.00+0.08
Resource InfrastructureStrategic Infrastructure6.006.07+0.070.000.00+0.03+0.04
Space OperationsNational Security2.332.39+0.060.000.000.00+0.06
Fiscal Capacity & Public FinanceFinancial Strength8.758.80+0.05+0.550.00−0.58+0.08
Communications & Digital InfrastructureStrategic Infrastructure10.2910.32+0.030.000.00−0.03+0.06
Quantum TechnologiesCritical Technology1.251.28+0.030.000.00+0.02+0.01
Water, Sanitation & Waste InfrastructureStrategic Infrastructure7.007.02+0.020.000.00+0.020.00
Joint Command, Projection & SustainmentNational Security6.336.34+0.010.000.000.00+0.01
Land PowerNational Security7.257.26+0.010.000.000.00+0.01
Sovereign Capital & External Financial PowerFinancial Strength6.006.01+0.010.000.00−0.16+0.17
Social InfrastructureStrategic Infrastructure8.098.090.000.000.000.00+0.01
Maritime PowerNational Security3.503.500.000.000.000.000.00
Nuclear DeterrenceNational Security0.000.000.000.000.000.00−0.01
Agriculture & Food InfrastructureStrategic Infrastructure8.258.24−0.010.000.000.000.00
Diplomatic Statecraft & Global NetworksInformation & Influence11.0010.99−0.010.000.00−0.28+0.28
Internal Security & OrderGovernance & Integrity7.677.65−0.020.000.00−0.01−0.01
Force Generation & MobilisationNational Security8.007.97−0.030.000.000.00−0.03
Public Integrity & Anti-CorruptionGovernance & Integrity8.007.97−0.030.000.00−0.02−0.01
National Resilience & Crisis ManagementGovernance & Integrity8.007.97−0.030.000.00−0.02−0.01
Population HealthHuman Capital7.006.96−0.040.000.00−0.04−0.01
Regulatory Governance & Strategic ControlsGovernance & Integrity8.007.96−0.040.000.00−0.040.00
Structural Transformation & ComplexityProduction & Innovation8.007.95−0.050.000.00−0.15+0.10
Justice System & Fundamental RightsGovernance & Integrity9.008.95−0.050.000.00−0.04−0.02
Industrial & Sectoral BaseProduction & Innovation7.757.69−0.060.000.00−0.14+0.08
Transparency, Oversight & AccountabilityGovernance & Integrity9.679.61−0.060.000.00−0.05−0.02
Financial InfrastructureStrategic Infrastructure11.0010.93−0.070.000.00−0.03−0.05
Early Childhood DevelopmentHuman Capital8.508.42−0.080.000.00−0.07−0.01
Health System CapabilityHuman Capital8.338.25−0.080.000.00−0.07−0.01
Foundational EducationHuman Capital8.758.66−0.090.000.00−0.07−0.01
Trade Facilitation & LogisticsTrade & Investment9.509.39−0.110.000.00−0.12+0.01
Government Effectiveness & Public AdministrationGovernance & Integrity9.809.69−0.110.000.00−0.10−0.02
Biotechnology & Health TechnologiesCritical Technology5.205.08−0.120.000.00−0.13+0.01
Labour & EmploymentProduction & Innovation6.756.62−0.130.000.00−0.35+0.21
Global Value Chain PositionTrade & Investment8.678.51−0.160.000.00−0.23+0.07
Business Dynamism & EntrepreneurshipProduction & Innovation9.008.79−0.210.000.00−0.18−0.04
Culture, Language & Education DiplomacyInformation & Influence7.607.36−0.240.000.00−0.21−0.03
Political Institutions & Civic ParticipationGovernance & Integrity11.0010.76−0.240.000.00−0.23−0.01
Advanced EducationHuman Capital7.677.42−0.250.000.00−0.24−0.01
Financial Stability & Crisis ManagementFinancial Strength8.007.74−0.260.000.00−0.23−0.02
Diaspora & Global CommunitiesInformation & Influence9.509.22−0.280.000.00−0.27−0.01
Financial Regulation & IntegrityFinancial Strength9.258.97−0.280.000.00−0.27−0.01
Financial System Depth & AccessFinancial Strength9.409.12−0.280.000.00−0.280.00
Monetary & Currency CapabilityFinancial Strength10.009.69−0.310.000.00−0.29−0.01
Information Environment & Strategic CommunicationInformation & Influence7.677.34−0.330.000.00−0.49+0.16
Digital & Services TradeTrade & Investment9.509.06−0.440.000.00−0.52+0.08

Seed 4 of experiment mcts-m2b.m2b-ken-greedy. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.