Median simulation · cycle-003.e4-sau

Simulation 30

Saudi Arabia, scripted, 30 years from 1996, seed 30: median simulation of the experiment's 30. Capability index 11.02 at the 1996 position, 11.18 in 2026; 140 actions over 30 rounds and 9 shocks.

Model 0.2.0 · graph 0.2.0 · parameters 0.1.1 · seed 30

The experiment · The other representative simulations: 1 (a poor simulation (10th percentile)), 5 (a good simulation (90th percentile))

Outcome

From the 1996 position to 2026.

Capability index
11.18 (+0.15)
From 11.02
Rank by index
35
From 35
Domains at Tier 1
1
From 0
Events
9 shocks
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 scripted 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
1997
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
11.05 +0.027
1998
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
Global funding seizure11.05 +0.004
1999
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
11.11 +0.054
2000
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
11.16 +0.051
2001
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
11.21 +0.048
2002
  • Buy Air Power 23
  • Buy Strategic Strike & Missile Defence 23
  • Buy Resource Infrastructure 23
  • Build Trade Policy & Market Access 23
  • Build Fiscal Capacity & Public Finance 23
11.25 +0.043
2003
  • Buy Air Power 24
  • Buy Strategic Strike & Missile Defence 24
  • Buy Resource Infrastructure 24
  • Build Trade Policy & Market Access 24
  • Build Fiscal Capacity & Public Finance 24
  • Build Transport Infrastructure 24
  • Build Energy Infrastructure 4
Regional war spillover11.16 −0.090
2004
  • Buy Air Power 24
  • Buy Strategic Strike & Missile Defence 24
  • Buy Resource Infrastructure 19
11.19 +0.028
2005
  • Buy Air Power 24
  • Buy Strategic Strike & Missile Defence 18
11.20 +0.016
2006
  • Build Transport Infrastructure 20
11.21 +0.011
2007
  • Build Transport Infrastructure 9
11.22 +0.004
2008
  • Build Transport Infrastructure 9
Global funding seizure11.18 −0.042
2009
  • Build Transport Infrastructure 11
11.18 +0.006
2010
  • Build Advanced Education 10
  • Build Research Talent & Knowledge Creation 1
11.19 +0.004
2011
  • Build Advanced Education 10
  • Build Research Talent & Knowledge Creation 1
Legitimacy rupture11.02 −0.165
2012
  • Build Advanced Education 10
  • Build Research Talent & Knowledge Creation 10
  • Build Social Infrastructure 10
  • Build Communications & Digital Infrastructure 10
  • Build Energy Infrastructure 2
11.03 +0.007
2013
  • Build Advanced Education 9
  • Build Research Talent & Knowledge Creation 9
  • Build Social Infrastructure 9
  • Build Communications & Digital Infrastructure 9
  • Build Energy Infrastructure 2
11.04 +0.010
2014
  • Build Advanced Education 9
  • Build Research Talent & Knowledge Creation 9
  • Build Social Infrastructure 9
  • Build Communications & Digital Infrastructure 9
  • Build Energy Infrastructure 3
Global funding seizure10.97 −0.068
2015
  • Build Advanced Education 9
  • Build Research Talent & Knowledge Creation 9
  • Build Social Infrastructure 9
  • Build Communications & Digital Infrastructure 9
  • Build Energy Infrastructure 5
Regional war spillover10.64 −0.329
2016
  • Partner Industrial & Sectoral Base 23
  • Partner Sovereign Capital & External Financial Power 23
  • Partner Investment Attraction & Projection 23
  • Partner Digital & Services Trade 23
  • Partner Force Generation & Mobilisation 8
10.70 +0.058
2017
  • Partner Industrial & Sectoral Base 23
  • Partner Sovereign Capital & External Financial Power 23
  • Partner Investment Attraction & Projection 23
  • Partner Digital & Services Trade 23
  • Partner Force Generation & Mobilisation 11
10.80 +0.101
2018
  • Partner Industrial & Sectoral Base 23
  • Partner Sovereign Capital & External Financial Power 23
  • Partner Investment Attraction & Projection 23
  • Partner Digital & Services Trade 23
  • Partner Force Generation & Mobilisation 12
10.89 +0.094
2019
  • Partner Industrial & Sectoral Base 23
  • Partner Sovereign Capital & External Financial Power 23
  • Partner Investment Attraction & Projection 23
  • Partner Digital & Services Trade 23
  • Partner Force Generation & Mobilisation 11
Hybrid coercion10.70 −0.191
2020
  • Partner Industrial & Sectoral Base 23
  • Partner Sovereign Capital & External Financial Power 23
  • Partner Investment Attraction & Projection 23
  • Partner Digital & Services Trade 23
  • Partner Force Generation & Mobilisation 23
  • Build Health System Capability 9
  • Build Government Effectiveness & Public Administration 9
  • Build Fiscal Capacity & Public Finance 3
Severe pandemicGlobal funding seizure10.43 −0.271
2021
  • Build Health System Capability 9
  • Build Government Effectiveness & Public Administration 9
  • Build Fiscal Capacity & Public Finance 9
  • Build Technology Adoption & Diffusion 9
  • Build Population Health 9
  • Partner Artificial Intelligence 23
  • Partner Energy Technologies 23
  • Partner Advanced Materials & Manufacturing 23
  • Partner Trade Facilitation & Logistics 23
  • Partner Export Capability & Sophistication 2
10.52 +0.092
2022
  • Build Health System Capability 9
  • Build Government Effectiveness & Public Administration 9
  • Build Fiscal Capacity & Public Finance 9
  • Build Technology Adoption & Diffusion 9
  • Build Population Health 9
  • Partner Artificial Intelligence 23
  • Partner Energy Technologies 23
  • Partner Advanced Materials & Manufacturing 23
  • Partner Trade Facilitation & Logistics 14
10.62 +0.100
2023
  • Build Health System Capability 9
  • Build Government Effectiveness & Public Administration 9
  • Build Fiscal Capacity & Public Finance 9
  • Build Technology Adoption & Diffusion 9
  • Build Population Health 9
  • Partner Artificial Intelligence 23
  • Partner Energy Technologies 23
  • Partner Advanced Materials & Manufacturing 23
  • Partner Trade Facilitation & Logistics 6
Middle East settlement10.76 +0.139
2024
  • Partner Artificial Intelligence 23
  • Partner Energy Technologies 23
  • Partner Advanced Materials & Manufacturing 23
  • Partner Trade Facilitation & Logistics 23
  • Partner Export Capability & Sophistication 23
10.91 +0.150
2025
  • Partner Artificial Intelligence 24
  • Partner Energy Technologies 24
  • Partner Advanced Materials & Manufacturing 24
  • Partner Trade Facilitation & Logistics 24
  • Partner Export Capability & Sophistication 22
11.08 +0.170
2026
  • Partner Artificial Intelligence 24
  • Partner Energy Technologies 24
  • Partner Advanced Materials & Manufacturing 24
  • Partner Trade Facilitation & Logistics 10
11.18 +0.093

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.

Domain1996200120062011201620212026
Critical Technology8888888888888888888888888876544
Strategic Infrastructure2221111111111111111222222222111
National Security5443222222222222222222222222222
Human Capital6666666666666666666665555555554
Information & Influence5555555666666666666666666666666
Governance & Integrity99999999999999910101010111111111314141414131312
Financial Strength6655521111111111111555432222222
Production & Innovation8888888888888889999111010964333333
Trade & Investment2222222111111111111222222222222

Probes

What the experiment's counterfactual probes found, paired seed by seed on its first 10 seeds: the same simulation with one thing changed, the difference at the horizon.

ProbeIndexScore sumTier 1
Hold instead of the method−1.765−128.6−0.60
No shocks+0.385+24.6+2.40
Replay of the recorded actions (must change nothing)0.0000.00.00
Without the 1st largest decision+0.056+4.6+0.30
Without the 2nd largest decision+0.036+3.20.00
Without the 3rd largest decision+0.051+4.3+0.20
Without the 4th largest decision+0.058+4.9+0.10
Without the 5th largest decision+0.039+3.5−0.10
Without the 1st largest shock+0.019+3.5+0.40
Without the 2nd largest shock+0.075+6.6+0.40
Without the 3rd largest shock+0.187+13.3+0.10

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
1996
2026
Change
Invested
Decay
Events
Graph
Advanced Materials & ManufacturingCritical Technology5.4413.42+7.98+8.540.00−0.65+0.09
Artificial IntelligenceCritical Technology7.3414.96+7.62+8.420.00−0.85+0.05
Energy TechnologiesCritical Technology9.0015.24+6.24+7.140.00−1.07+0.18
Digital & Services TradeTrade & Investment12.2518.27+6.02+7.880.00−1.83−0.03
Trade Policy & Market AccessTrade & Investment12.5317.89+5.36+6.920.00−1.43−0.14
Strategic Strike & Missile DefenceNational Security11.0616.35+5.29+7.760.00−2.29−0.18
Investment Attraction & ProjectionTrade & Investment12.7918.06+5.27+7.880.00−2.38−0.23
Trade Facilitation & LogisticsTrade & Investment13.0317.40+4.37+7.090.00−2.82+0.09
Industrial & Sectoral BaseProduction & Innovation12.6816.15+3.47+5.300.00−1.49−0.35
Sovereign Capital & External Financial PowerFinancial Strength14.7317.97+3.24+4.540.00−1.39+0.09
Advanced EducationHuman Capital11.5014.61+3.11+3.580.00−0.47−0.01
Air PowerNational Security15.7218.36+2.64+4.250.00−1.34−0.28
Export Capability & SophisticationTrade & Investment10.7813.35+2.57+4.300.00−1.77+0.04
Research Talent & Knowledge CreationHuman Capital8.5010.82+2.32+2.400.00−0.47+0.38
Fiscal Capacity & Public FinanceFinancial Strength15.4617.21+1.75+4.510.00−2.41−0.34
Transport InfrastructureStrategic Infrastructure13.7715.20+1.43+2.740.00−1.35+0.04
Force Generation & MobilisationNational Security14.0315.00+0.97+2.230.00−1.50+0.25
Resource InfrastructureStrategic Infrastructure18.6719.54+0.87+1.720.00−1.63+0.84
Health System CapabilityHuman Capital14.2414.92+0.68+1.420.00−0.83+0.09
Population HealthHuman Capital13.3813.84+0.46+1.290.00−0.72−0.11
Technology Adoption & DiffusionProduction & Innovation12.1012.47+0.37+1.790.00−1.48+0.06
Communications & Digital InfrastructureStrategic Infrastructure13.1613.49+0.33+1.690.00−1.52+0.15
Social InfrastructureStrategic Infrastructure13.0513.34+0.29+1.470.00−1.21+0.03
Nuclear DeterrenceNational Security0.000.24+0.240.000.00+0.17+0.06
Government Effectiveness & Public AdministrationGovernance & Integrity12.6312.65+0.02+1.670.00−1.65+0.01
Quantum TechnologiesCritical Technology3.443.15−0.290.000.00−0.42+0.14
Semiconductors & Advanced ComputingCritical Technology2.512.18−0.330.000.00−0.31−0.02
Digital & AI CompetenceHuman Capital10.299.94−0.350.000.00−0.54+0.18
Technical & Vocational SkillsHuman Capital9.278.85−0.420.000.00−0.48+0.06
Robotics & Autonomous SystemsCritical Technology5.645.20−0.440.000.00−0.67+0.23
Space TechnologiesCritical Technology3.533.07−0.460.000.00−0.43−0.03
Lifelong Learning & ReskillingHuman Capital8.257.78−0.470.000.00−0.43−0.04
Political Institutions & Civic ParticipationGovernance & Integrity5.094.60−0.490.000.00−0.45−0.04
Justice System & Fundamental RightsGovernance & Integrity7.026.47−0.550.000.00−0.47−0.08
Early Childhood DevelopmentHuman Capital12.9512.34−0.610.000.00−0.51−0.10
Transparency, Oversight & AccountabilityGovernance & Integrity6.555.89−0.660.000.00−0.61−0.05
Regulatory Governance & Strategic ControlsGovernance & Integrity9.108.33−0.770.000.00−0.76−0.02
Foundational EducationHuman Capital10.9710.20−0.770.000.00−0.76−0.01
Sensing, Timing & NavigationCritical Technology5.955.17−0.780.000.00−0.70−0.08
Space OperationsNational Security5.184.39−0.790.000.00−0.62−0.17
Culture, Language & Education DiplomacyInformation & Influence12.9412.10−0.840.000.00−1.30+0.47
Innovation & CommercialisationProduction & Innovation8.047.17−0.870.000.00−1.15+0.28
Connectivity, Cyber & Trust TechnologiesCritical Technology7.396.44−0.950.000.00−1.02+0.07
Public Integrity & Anti-CorruptionGovernance & Integrity9.078.10−0.970.000.00−0.75−0.22
Diaspora & Global CommunitiesInformation & Influence8.437.40−1.030.000.00−1.06+0.03
Biotechnology & Health TechnologiesCritical Technology8.917.87−1.040.000.00−1.30+0.25
Structural Transformation & ComplexityProduction & Innovation8.457.36−1.090.000.00−1.20+0.11
Advanced ManufacturingStrategic Infrastructure10.179.05−1.120.000.00−1.17+0.06
Water, Sanitation & Waste InfrastructureStrategic Infrastructure15.1414.01−1.130.000.00−1.15+0.02
Space, Aerospace & Defence InfrastructureStrategic Infrastructure9.378.23−1.140.000.00−1.10−0.04
Diplomatic Statecraft & Global NetworksInformation & Influence13.3312.12−1.210.000.00−1.11−0.10
Internal Security & OrderGovernance & Integrity11.3010.09−1.210.000.00−1.04−0.17
Land PowerNational Security13.6012.34−1.260.000.00−1.270.00
Agriculture & Food InfrastructureStrategic Infrastructure10.429.11−1.310.000.00−1.20−0.11
Energy InfrastructureStrategic Infrastructure13.0211.65−1.37+0.580.00−1.90−0.06
Development Cooperation & Global AssistanceInformation & Influence15.5814.14−1.440.000.00−1.25−0.18
Global Value Chain PositionTrade & Investment9.908.43−1.470.000.00−1.71+0.24
Intelligence & AssessmentNational Security11.5910.09−1.500.000.00−1.60+0.10
Business Dynamism & EntrepreneurshipProduction & Innovation9.528.02−1.500.000.00−1.35−0.15
Cyber & Electromagnetic OperationsNational Security8.727.14−1.580.000.00−1.49−0.08
Financial InfrastructureStrategic Infrastructure14.6413.00−1.640.000.00−1.32−0.32
Alliances & Security CooperationInformation & Influence14.8813.23−1.650.000.00−1.52−0.13
National Resilience & Crisis ManagementGovernance & Integrity13.1311.48−1.650.000.00−1.51−0.15
Financial System Depth & AccessFinancial Strength13.2811.44−1.840.000.00−1.77−0.07
Financial Stability & Crisis ManagementFinancial Strength14.5512.70−1.850.000.00−1.73−0.12
Financial Regulation & IntegrityFinancial Strength13.1911.33−1.860.000.00−1.77−0.09
Joint Command, Projection & SustainmentNational Security11.809.92−1.880.000.00−1.90+0.03
Labour & EmploymentProduction & Innovation9.027.06−1.960.000.00−1.82−0.14
Economic Output & ProductivityProduction & Innovation12.7710.79−1.980.000.00−1.81−0.16
Monetary & Currency CapabilityFinancial Strength13.2011.19−2.010.000.00−2.01+0.01
Information Environment & Strategic CommunicationInformation & Influence9.957.74−2.210.000.00−2.17−0.04
Maritime PowerNational Security11.008.61−2.390.000.00−2.34−0.05
Economic Leverage & DependenceTrade & Investment17.1214.69−2.430.000.00−2.30−0.13

Seed 30 of experiment cycle-003.e4-sau. The simulation can be reproduced exactly from the experiment's configuration, its versions and this seed.