A good simulation (90th percentile) · mcts-m2.m2-kor-mcts-tier-rank

Simulation 3

South Korea, tree search, 20 years, seed 3: a good simulation (90th percentile) of the experiment's 50. Capability index 16.00 at the 2026 position, 18.31 in 2046; 72 actions over 20 rounds and 1 shock.

Model 0.1.0 · graph 0.2.0 · parameters 0.1.0 · seed 3

The experiment · The other representative simulations: 50 (median simulation), 18 (a poor simulation (10th percentile))

Outcome

From the 2026 position to 2046.

Capability index
18.31 (+2.31)
From 16.00
Rank by index
1
From 6
Domains at Tier 1
7
From 2
Events
1 shock
2 upside events

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 tree search (mcts) 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
  • Buy Economic Output & Productivity 44
  • Build Technical & Vocational Skills 44
  • Build Lifelong Learning & Reskilling 44
  • Build Digital & AI Competence 44
  • Buy Research Talent & Knowledge Creation 44
16.08 +0.074
2028
  • Buy Space Operations 44
  • Build Technical & Vocational Skills 44
  • Build Lifelong Learning & Reskilling 44
  • Build Digital & AI Competence 44
  • Build Advanced Education 44
16.14 +0.066
2029
  • Partner Technical & Vocational Skills 46
  • Partner Alliances & Security Cooperation 46
  • Build Advanced Education 46
  • Partner Trade Policy & Market Access 46
  • Build Foundational Education 46
AI labour shock16.14 +0.002
2030
  • Partner Fiscal Capacity & Public Finance 46
  • Partner Diplomatic Statecraft & Global Networks 46
  • Buy Development Cooperation & Global Assistance 46
  • Build Foundational Education 46
  • Buy Research Talent & Knowledge Creation 46
16.22 +0.077
2031
  • Partner Fiscal Capacity & Public Finance 40
  • Partner Investment Attraction & Projection 40
  • Partner Economic Leverage & Dependence 40
  • Partner Diplomatic Statecraft & Global Networks 40
  • Partner Digital & Services Trade 40
16.23 +0.014
2032
  • Buy Export Capability & Sophistication 40
  • Buy Artificial Intelligence 40
  • Partner Investment Attraction & Projection 40
  • Buy Technology Adoption & Diffusion 40
  • Partner Global Value Chain Position 40
Market access opening16.52 +0.286
2033
  • Partner Trade Facilitation & Logistics 47
  • Build Government Effectiveness & Public Administration 47
  • Buy Sovereign Capital & External Financial Power 47
  • Partner Information Environment & Strategic Communication 47
  • Build Development Cooperation & Global Assistance 47
16.73 +0.213
2034
  • Buy Connectivity, Cyber & Trust Technologies 49
  • Build Early Childhood Development 49
  • Build Justice System & Fundamental Rights 49
  • Build Population Health 49
  • Build Political Institutions & Civic Participation 49
16.93 +0.192
2035
  • Build Regulatory Governance & Strategic Controls 50
  • Build Justice System & Fundamental Rights 50
  • Build Public Integrity & Anti-Corruption 50
  • Build Early Childhood Development 50
  • Build Labour & Employment 50
17.02 +0.091
2036
  • Build Transparency, Oversight & Accountability 49
  • Build Regulatory Governance & Strategic Controls 49
  • Build Financial Infrastructure 49
  • Build Public Integrity & Anti-Corruption 49
  • Build Resource Infrastructure 49
17.12 +0.105
2037
  • Partner Fiscal Capacity & Public Finance 49
  • Build Transparency, Oversight & Accountability 49
  • Build Industrial & Sectoral Base 49
  • Build Financial Infrastructure 49
  • Partner Culture, Language & Education Diplomacy 49
17.27 +0.153
2038
  • Build Transparency, Oversight & Accountability 49
  • Build Financial Regulation & Integrity 49
  • Build Industrial & Sectoral Base 49
  • Build Economic Output & Productivity 49
  • Build Resource Infrastructure 49
17.45 +0.170
2039
  • Build Business Dynamism & Entrepreneurship 49
  • Buy Space, Aerospace & Defence Infrastructure 49
  • Buy Artificial Intelligence 49
  • Build Health System Capability 20
17.61 +0.164
2040
  • Build Economic Leverage & Dependence 50
  • Build Structural Transformation & Complexity 20
17.73 +0.118
2041
  • Build Structural Transformation & Complexity 50
17.80 +0.074
2042
  • Partner Space Technologies 20
  • Buy Sensing, Timing & Navigation 10
Clean power threshold17.93 +0.129
2043
  • Partner Fiscal Capacity & Public Finance 51
  • Build Diaspora & Global Communities 10
18.05 +0.124
2044
  • Build Sensing, Timing & Navigation 22
18.15 +0.100
2045No actions18.25 +0.093
2046No actions18.31 +0.068

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 Technology222333222222222222222
Strategic Infrastructure222222221111111111111
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333211111111111111111
Governance & Integrity444455533111111111111
Financial Strength555552111111111111111
Production & Innovation111122111111111111111
Trade & Investment222211111111111111111

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−2.327−160.1−5.20
No shocks+0.152+12.6+0.20
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.009−0.8−0.20
Without the 2nd largest decision−0.016−1.30.00
Without the 3rd largest decision−0.020−1.10.00
Without the 4th largest decision−0.018−1.40.00
Without the 5th largest decision−0.013−1.00.00
Without the 1st largest shock+0.084+6.3+0.20
Without the 2nd largest shock+0.025+3.0+0.33
Without the 3rd largest shock+0.013+3.0+1.00

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
Resource InfrastructureStrategic Infrastructure11.7517.64+5.89+4.35−0.02+1.17+0.38
Development Cooperation & Global AssistanceInformation & Influence14.5019.93+5.43+5.03−0.03−0.06+0.49
Public Integrity & Anti-CorruptionGovernance & Integrity15.0019.95+4.95+3.81−0.01+0.59+0.55
Diplomatic Statecraft & Global NetworksInformation & Influence14.5019.43+4.93+4.70−0.03−0.06+0.32
Transparency, Oversight & AccountabilityGovernance & Integrity15.3320.00+4.67+5.52−0.01+0.59+0.08
Economic Leverage & DependenceTrade & Investment15.3320.00+4.67+4.12−0.03+0.29+0.50
Justice System & Fundamental RightsGovernance & Integrity15.0019.57+4.57+3.83−0.01+0.59+0.16
Technical & Vocational SkillsHuman Capital15.5020.00+4.50+8.58−0.01+0.81+0.17
Artificial IntelligenceCritical Technology16.0020.00+4.00+4.27−0.05−0.18+0.19
Lifelong Learning & ReskillingHuman Capital16.0020.00+4.00+6.58−0.01−0.01+0.14
Research Talent & Knowledge CreationHuman Capital16.0019.81+3.81+3.08−0.02+0.23+0.51
Alliances & Security CooperationInformation & Influence16.0019.79+3.79+3.50−0.03−0.05+0.37
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3320.00+3.67+3.57−0.01+1.20+0.03
Investment Attraction & ProjectionTrade & Investment16.3320.00+3.67+4.21−0.03+0.55+0.34
Financial InfrastructureStrategic Infrastructure16.5020.00+3.50+4.11−0.02+0.61+0.10
Fiscal Capacity & Public FinanceFinancial Strength16.5020.00+3.50+3.79−0.02−0.21+0.64
Economic Output & ProductivityProduction & Innovation16.5020.00+3.50+2.96−0.03+0.36+0.29
Industrial & Sectoral BaseProduction & Innovation16.5020.00+3.50+3.83−0.03+0.95+0.15
Structural Transformation & ComplexityProduction & Innovation16.6720.00+3.33+2.89−0.03+0.38+0.25
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6019.60+3.00+2.70−0.05+0.26+0.08
Early Childhood DevelopmentHuman Capital17.0020.00+3.00+3.96−0.01+0.25+0.29
Advanced EducationHuman Capital17.0020.00+3.00+3.61−0.01−0.03+0.38
Digital & AI CompetenceHuman Capital17.0020.00+3.00+4.84−0.01−0.01+0.40
Trade Policy & Market AccessTrade & Investment17.0020.00+3.00+2.92−0.03+0.55+0.59
Sovereign Capital & External Financial PowerFinancial Strength14.2017.10+2.90+2.43−0.02+0.23+0.26
Business Dynamism & EntrepreneurshipProduction & Innovation15.7518.62+2.87+2.23−0.03+0.38+0.28
Labour & EmploymentProduction & Innovation15.0017.81+2.81+2.45−0.02−0.08+0.46
Government Effectiveness & Public AdministrationGovernance & Integrity17.2020.00+2.80+1.53−0.01+1.21+0.42
Foundational EducationHuman Capital17.2520.00+2.75+3.45−0.01+0.25+0.34
Global Value Chain PositionTrade & Investment17.3319.87+2.54+2.00−0.03+0.30+0.27
Digital & Services TradeTrade & Investment16.2518.78+2.53+2.38−0.03+0.01+0.16
Culture, Language & Education DiplomacyInformation & Influence16.8019.31+2.51+2.18−0.03−0.04+0.40
Population HealthHuman Capital16.0018.50+2.50+2.13−0.01+0.24+0.13
Trade Facilitation & LogisticsTrade & Investment17.5020.00+2.50+2.10−0.03+0.56+0.24
Financial Regulation & IntegrityFinancial Strength15.7518.23+2.48+2.02−0.02+0.24+0.24
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3318.75+2.42+1.61−0.02+0.61+0.21
Political Institutions & Civic ParticipationGovernance & Integrity16.0018.42+2.42+1.91−0.01+0.37+0.15
Information Environment & Strategic CommunicationInformation & Influence15.6718.01+2.34+2.55−0.03−0.51+0.33
Export Capability & SophisticationTrade & Investment17.0019.24+2.24+1.46−0.03+0.30+0.51
Technology Adoption & DiffusionProduction & Innovation18.0020.00+2.00+1.83−0.03+0.96+0.47
Space OperationsNational Security13.6715.52+1.85+1.74−0.030.00+0.14
Sensing, Timing & NavigationCritical Technology15.8017.47+1.67+1.19−0.04+0.26+0.26
Energy InfrastructureStrategic Infrastructure16.1317.72+1.590.00−0.02+1.44+0.17
Innovation & CommercialisationProduction & Innovation18.0019.43+1.430.00−0.03+0.39+1.06
Social InfrastructureStrategic Infrastructure17.0018.38+1.380.00−0.02+0.62+0.78
Transport InfrastructureStrategic Infrastructure16.5017.85+1.350.00−0.02+0.87+0.50
Health System CapabilityHuman Capital16.6717.94+1.27+0.74−0.01+0.25+0.30
Advanced ManufacturingStrategic Infrastructure18.4019.65+1.250.00−0.02+0.62+0.65
Space TechnologiesCritical Technology14.6715.88+1.21+0.78−0.04+0.25+0.22
Energy TechnologiesCritical Technology16.6017.74+1.140.00−0.04+0.83+0.35
Financial System Depth & AccessFinancial Strength17.0018.01+1.010.00−0.02+0.82+0.21
Quantum TechnologiesCritical Technology14.2515.22+0.970.00−0.04+0.24+0.76
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8017.74+0.940.00−0.02+0.62+0.34
Internal Security & OrderGovernance & Integrity15.6716.57+0.900.00−0.01+0.59+0.31
National Resilience & Crisis ManagementGovernance & Integrity16.2017.07+0.870.00−0.01+0.60+0.28
Communications & Digital InfrastructureStrategic Infrastructure18.0018.85+0.850.00−0.03+0.62+0.27
Advanced Materials & ManufacturingCritical Technology16.7117.49+0.780.00−0.04+0.26+0.56
Robotics & Autonomous SystemsCritical Technology16.5017.24+0.740.00−0.04+0.26+0.52
Agriculture & Food InfrastructureStrategic Infrastructure15.7516.40+0.650.00−0.02+0.61+0.05
Biotechnology & Health TechnologiesCritical Technology16.2016.77+0.570.00−0.04+0.26+0.35
Semiconductors & Advanced ComputingCritical Technology17.5018.04+0.540.00−0.04+0.27+0.32
Monetary & Currency CapabilityFinancial Strength16.3316.85+0.520.00−0.01+0.24+0.29
Financial Stability & Crisis ManagementFinancial Strength16.6717.13+0.460.00−0.01+0.25+0.23
Diaspora & Global CommunitiesInformation & Influence15.5015.94+0.44+0.47−0.02−0.05+0.05
Force Generation & MobilisationNational Security16.3316.66+0.330.00−0.030.00+0.36
Air PowerNational Security16.7517.01+0.260.00−0.030.00+0.29
Cyber & Electromagnetic OperationsNational Security16.0016.21+0.210.00−0.030.00+0.24
Intelligence & AssessmentNational Security15.8315.94+0.110.00−0.030.00+0.14
Joint Command, Projection & SustainmentNational Security15.3315.44+0.110.00−0.030.00+0.14
Maritime PowerNational Security16.0016.09+0.090.00−0.030.00+0.12
Land PowerNational Security16.5016.58+0.080.00−0.030.00+0.11
Strategic Strike & Missile DefenceNational Security16.0016.07+0.070.00−0.030.00+0.10
Nuclear DeterrenceNational Security1.671.66−0.010.000.000.00−0.01

Seed 3 of experiment mcts-m2.m2-kor-mcts-tier-rank. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.