A poor simulation (10th percentile) · mcts-m5.m5-kor-mcts-marginal-return

Simulation 7

South Korea, tree search, 20 years, seed 7: a poor simulation (10th percentile) of the experiment's 10. Capability index 16.00 at the 2026 position, 16.88 in 2046; 85 actions over 20 rounds and 5 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 7

The experiment · The other representative simulations: 1 (median simulation), 3 (a good simulation (90th percentile))

Outcome

From the 2026 position to 2046.

Capability index
16.88 (+0.88)
From 16.00
Rank by index
2
From 6
Domains at Tier 1
5
From 2
Events
5 shocks
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
2027No actions16.00 0.000
2028No actionsWater-efficient food leap16.03 +0.029
2029No actions16.06 +0.029
2030
  • Build Technical & Vocational Skills 31
  • Build Lifelong Learning & Reskilling 31
  • Build Digital & AI Competence 31
  • Buy Research Talent & Knowledge Creation 31
  • Build Advanced Education 31
Debt service reset16.13 +0.072
2031
  • Buy Lifelong Learning & Reskilling 31
  • Build Technical & Vocational Skills 31
  • Build Digital & AI Competence 31
  • Partner Alliances & Security Cooperation 31
  • Build Advanced Education 31
16.24 +0.106
2032
  • Build Fiscal Capacity & Public Finance 33
  • Build Technical & Vocational Skills 33
  • Partner Trade Policy & Market Access 33
  • Buy Research Talent & Knowledge Creation 33
  • Partner Diplomatic Statecraft & Global Networks 33
16.39 +0.150
2033
  • Buy Development Cooperation & Global Assistance 33
  • Build Foundational Education 33
  • Partner Fiscal Capacity & Public Finance 33
  • Build Economic Output & Productivity 33
  • Partner Investment Attraction & Projection 33
16.55 +0.157
2034
  • Build Economic Output & Productivity 33
  • Partner Economic Leverage & Dependence 33
  • Partner Diplomatic Statecraft & Global Networks 33
  • Build Foundational Education 33
  • Build Development Cooperation & Global Assistance 33
16.67 +0.122
2035
  • Partner Economic Leverage & Dependence 33
  • Buy Artificial Intelligence 33
  • Partner Digital & Services Trade 33
  • Partner Export Capability & Sophistication 33
  • Build Justice System & Fundamental Rights 33
Global funding seizure16.68 +0.011
2036
  • Buy Connectivity, Cyber & Trust Technologies 32
  • Buy Sovereign Capital & External Financial Power 32
  • Partner Global Value Chain Position 32
  • Build Early Childhood Development 32
  • Partner Digital & Services Trade 32
16.84 +0.161
2037
  • Build Information Environment & Strategic Communication 32
  • Build Population Health 32
  • Build Public Integrity & Anti-Corruption 32
  • Build Justice System & Fundamental Rights 32
  • Build Financial Infrastructure 32
16.92 +0.080
2038
  • Partner Information Environment & Strategic Communication 33
  • Build Population Health 33
  • Build Regulatory Governance & Strategic Controls 33
  • Build Labour & Employment 33
  • Build Political Institutions & Civic Participation 33
17.00 +0.086
2039
  • Partner Trade Facilitation & Logistics 33
  • Build Transparency, Oversight & Accountability 33
  • Build Political Institutions & Civic Participation 33
  • Build Government Effectiveness & Public Administration 33
  • Build Public Integrity & Anti-Corruption 33
17.11 +0.103
2040
  • Buy Industrial & Sectoral Base 33
  • Build Transparency, Oversight & Accountability 33
  • Buy Resource Infrastructure 33
  • Build Political Institutions & Civic Participation 33
  • Build Regulatory Governance & Strategic Controls 33
AI labour shock17.13 +0.021
2041
  • Partner Culture, Language & Education Diplomacy 33
  • Build Transparency, Oversight & Accountability 33
  • Buy Sovereign Capital & External Financial Power 33
  • Buy Resource Infrastructure 33
  • Buy Space, Aerospace & Defence Infrastructure 33
Core disaster16.85 −0.276
2042
  • Partner Fiscal Capacity & Public Finance 29
  • Partner Investment Attraction & Projection 29
  • Buy Technology Adoption & Diffusion 29
  • Build Government Effectiveness & Public Administration 29
  • Build Financial Regulation & Integrity 29
16.87 +0.021
2043
  • Partner Fiscal Capacity & Public Finance 28
  • Buy Artificial Intelligence 28
  • Partner Trade Facilitation & Logistics 28
  • Build Labour & Employment 28
  • Build Industrial & Sectoral Base 28
16.96 +0.088
2044
  • Buy Space Technologies 32
  • Partner Export Capability & Sophistication 32
  • Build Business Dynamism & Entrepreneurship 32
  • Build Labour & Employment 32
  • Build Industrial & Sectoral Base 32
17.06 +0.094
2045
  • Buy Sensing, Timing & Navigation 32
  • Partner Diplomatic Statecraft & Global Networks 32
  • Buy Energy Infrastructure 32
  • Buy Communications & Digital Infrastructure 32
  • Buy Energy Technologies 32
17.16 +0.107
2046
  • Buy Robotics & Autonomous Systems 32
  • Buy Advanced Materials & Manufacturing 32
  • Buy Biotechnology & Health Technologies 32
  • Buy Sovereign Capital & External Financial Power 32
  • Buy Structural Transformation & Complexity 32
Regional war spilloverBreadbasket failure16.88 −0.286

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 Technology222222222222222222222
Strategic Infrastructure221111111111111222222
National Security333333333333333333333
Human Capital111111111111111111111
Information & Influence333332221111111111111
Governance & Integrity443333333333331111111
Financial Strength555444421111111221112
Production & Innovation111111111111111111111
Trade & Investment222222211111111111111

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 3 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−2.359−163.2−6.33
No shocks+0.578+42.8+0.67
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision−0.013−1.10.00
Without the 2nd largest decision−0.018−1.50.00
Without the 3rd largest decision−0.018−1.40.00
Without the 4th largest decision−0.018−1.40.00
Without the 5th largest decision−0.022−1.40.00
Without the 1st largest shock+0.226+16.5+0.33
Without the 2nd largest shock+0.279+20.50.00
Without the 3rd largest shock+0.185+14.30.00

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
Technical & Vocational SkillsHuman Capital15.5019.59+4.09+7.200.00−0.21+0.13
Diplomatic Statecraft & Global NetworksInformation & Influence14.5018.25+3.75+4.490.00−0.97+0.23
Transparency, Oversight & AccountabilityGovernance & Integrity15.3318.85+3.52+3.810.00−0.40+0.11
Sovereign Capital & External Financial PowerFinancial Strength14.2017.56+3.36+4.500.00−1.35+0.22
Development Cooperation & Global AssistanceInformation & Influence14.5017.80+3.30+3.800.00−0.80+0.30
Political Institutions & Civic ParticipationGovernance & Integrity16.0019.21+3.21+3.630.00−0.57+0.14
Labour & EmploymentProduction & Innovation15.0018.16+3.16+4.360.00−1.53+0.34
Lifelong Learning & ReskillingHuman Capital16.0018.98+2.98+3.590.00−0.64+0.02
Digital & AI CompetenceHuman Capital17.0019.39+2.39+3.400.00−0.58+0.23
Artificial IntelligenceCritical Technology16.0018.37+2.37+3.060.00−0.80+0.11
Public Integrity & Anti-CorruptionGovernance & Integrity15.0017.36+2.36+2.540.00−0.40+0.22
Population HealthHuman Capital16.0018.33+2.33+2.810.00−0.52+0.04
Justice System & Fundamental RightsGovernance & Integrity15.0017.26+2.26+2.570.00−0.42+0.11
Advanced EducationHuman Capital17.0019.21+2.21+2.510.00−0.61+0.31
Research Talent & Knowledge CreationHuman Capital16.0018.21+2.21+2.290.00−0.54+0.47
Information Environment & Strategic CommunicationInformation & Influence15.6717.85+2.18+3.190.00−1.06+0.05
Economic Leverage & DependenceTrade & Investment15.3317.41+2.08+3.780.00−1.89+0.19
Alliances & Security CooperationInformation & Influence16.0018.01+2.01+2.480.00−0.81+0.34
Industrial & Sectoral BaseProduction & Innovation16.5018.48+1.98+3.530.00−1.50−0.05
Foundational EducationHuman Capital17.2519.15+1.90+2.240.00−0.40+0.06
Regulatory Governance & Strategic ControlsGovernance & Integrity16.3318.19+1.86+2.270.00−0.42+0.01
Resource InfrastructureStrategic Infrastructure11.7513.46+1.71+2.930.00−1.31+0.09
Digital & Services TradeTrade & Investment16.2517.86+1.61+3.290.00−1.81+0.12
Investment Attraction & ProjectionTrade & Investment16.3317.88+1.55+3.040.00−1.64+0.15
Biotechnology & Health TechnologiesCritical Technology16.2017.71+1.51+1.380.00−0.29+0.43
Economic Output & ProductivityProduction & Innovation16.5017.92+1.42+2.500.00−1.19+0.10
Connectivity, Cyber & Trust TechnologiesCritical Technology16.6017.91+1.31+1.720.00−0.47+0.06
Export Capability & SophisticationTrade & Investment17.0018.28+1.28+2.610.00−1.40+0.07
Robotics & Autonomous SystemsCritical Technology16.5017.66+1.16+1.400.00−0.45+0.22
Sensing, Timing & NavigationCritical Technology15.8016.95+1.15+1.490.00−0.47+0.13
Advanced Materials & ManufacturingCritical Technology16.7117.81+1.10+1.340.00−0.45+0.21
Government Effectiveness & Public AdministrationGovernance & Integrity17.2018.28+1.08+1.740.00−0.87+0.20
Trade Policy & Market AccessTrade & Investment17.0018.03+1.03+2.040.00−1.41+0.40
Fiscal Capacity & Public FinanceFinancial Strength16.5017.52+1.02+3.220.00−2.45+0.24
Early Childhood DevelopmentHuman Capital17.0017.97+0.97+1.290.00−0.54+0.22
Culture, Language & Education DiplomacyInformation & Influence16.8017.76+0.96+1.390.00−0.79+0.37
Energy TechnologiesCritical Technology16.6017.34+0.74+1.410.00−0.86+0.19
Space TechnologiesCritical Technology14.6715.37+0.70+1.090.00−0.48+0.09
Financial InfrastructureStrategic Infrastructure16.5017.06+0.56+1.520.00−0.86−0.10
Space, Aerospace & Defence InfrastructureStrategic Infrastructure16.3316.70+0.37+1.090.00−0.83+0.11
Business Dynamism & EntrepreneurshipProduction & Innovation15.7516.12+0.37+1.480.00−1.12+0.01
Technology Adoption & DiffusionProduction & Innovation18.0018.36+0.36+1.080.00−0.95+0.24
Structural Transformation & ComplexityProduction & Innovation16.6716.98+0.31+1.340.00−1.13+0.09
Communications & Digital InfrastructureStrategic Infrastructure18.0018.22+0.22+0.910.00−0.81+0.12
Global Value Chain PositionTrade & Investment17.3317.39+0.06+1.330.00−1.39+0.12
Quantum TechnologiesCritical Technology14.2514.21−0.040.000.00−0.48+0.43
Trade Facilitation & LogisticsTrade & Investment17.5017.41−0.09+2.300.00−2.380.00
Financial Regulation & IntegrityFinancial Strength15.7515.64−0.11+1.220.00−1.39+0.07
Nuclear DeterrenceNational Security1.671.54−0.130.000.00−0.130.00
Semiconductors & Advanced ComputingCritical Technology17.5017.21−0.290.000.00−0.44+0.15
Internal Security & OrderGovernance & Integrity15.6715.31−0.360.000.00−0.55+0.19
Energy InfrastructureStrategic Infrastructure16.1315.72−0.41+1.160.00−1.60+0.02
Cyber & Electromagnetic OperationsNational Security16.0015.59−0.410.000.00−0.62+0.21
Intelligence & AssessmentNational Security15.8315.40−0.430.000.00−0.62+0.19
Force Generation & MobilisationNational Security16.3315.89−0.440.000.00−0.61+0.18
Advanced ManufacturingStrategic Infrastructure18.4017.93−0.470.000.00−0.80+0.32
Innovation & CommercialisationProduction & Innovation18.0017.52−0.480.000.00−1.10+0.62
Air PowerNational Security16.7516.20−0.550.000.00−0.61+0.06
Land PowerNational Security16.5015.91−0.590.000.00−0.61+0.03
Space OperationsNational Security13.6713.04−0.630.000.00−0.65+0.02
Health System CapabilityHuman Capital16.6716.02−0.650.000.00−0.76+0.11
Diaspora & Global CommunitiesInformation & Influence15.5014.76−0.740.000.00−0.81+0.07
National Resilience & Crisis ManagementGovernance & Integrity16.2015.43−0.770.000.00−0.84+0.07
Agriculture & Food InfrastructureStrategic Infrastructure15.7514.92−0.830.000.00−0.79−0.04
Social InfrastructureStrategic Infrastructure17.0016.12−0.880.000.00−1.16+0.28
Joint Command, Projection & SustainmentNational Security15.3314.39−0.940.000.00−0.99+0.05
Maritime PowerNational Security16.0015.05−0.950.000.00−0.98+0.03
Water, Sanitation & Waste InfrastructureStrategic Infrastructure16.8015.85−0.950.000.00−1.12+0.17
Strategic Strike & Missile DefenceNational Security16.0015.03−0.970.000.00−0.98+0.01
Transport InfrastructureStrategic Infrastructure16.5015.37−1.130.000.00−1.34+0.20
Financial Stability & Crisis ManagementFinancial Strength16.6715.30−1.370.000.00−1.40+0.02
Monetary & Currency CapabilityFinancial Strength16.3314.92−1.410.000.00−1.53+0.12
Financial System Depth & AccessFinancial Strength17.0015.48−1.520.000.00−1.64+0.12

Seed 7 of experiment mcts-m5.m5-kor-mcts-marginal-return. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.