Benchmark Scope 39/195 (86 unrated)
Benchmark Mean 53.8 / 100
Data Completeness 96.5% (Harmonized)
Index Status Preview Release
BEL

Belgium

EUROPEDeveloping capacity
Benchmark Rank#23 / 39
Overall Score52.98 / 100
Performance BandBand D

Executive Summary & Strategic Position

Archetype: STRATEGIC ADAPTER

BEL emerges as a Strategic Adapter in the global AI landscape, currently at readiness level 0.50. With a projected critical crossing in 2036, the country faces high-level urgency for AI preparation. This narrative explores BEL's strategic positioning, preparation timeline, and path to successful AI integration.

Core Readiness Pillars

Non-compensatory evaluation across the four primary preparedness domains

📚47.49%

AI Literacy

Workforce comprehension, secondary educational integration, and generative model technical fluency.

🛡️47.44%

Critical Discernment

Cognitive resilience against synthetic disinformation, epistemic erosion, and deepfake deception.

⚖️54.82%

Institutional Governance

State regulatory enforceability, third-party model audit capacity, and adaptive oversight agility.

⚡62.16%

Digital Infrastructure

Sovereign compute density, high-speed fiber penetration, clean power redundancy, and grid resilience.

Exposure & Deficit Analysis

Macro AI Exposure Score54.4 / 100
Readiness-Exposure Gap+1.4 (Balanced)
Labor Market Vulnerability3.62%
Estimated Labor Crossing Year2065

Superintelligence Crossing Scenarios

Year in which external AI capabilities exceed domestic absorption & governance capacity:

Takeoff ScenarioAccelerated recursion & fast-takeoff AGI
2028
Steady Progress (Baseline)Historical tech adoption curves
2036
Plateau ScenarioHardware bottlenecks & algorithmic slowdown
Post-2045

Key Strengths & Advantages

  • High-capacity institutional stability
  • Advanced domestic digital connectivity
  • Active participation in multilateral AI safety standards

Strategic Challenges & Vulnerabilities

  • High automation exposure across white-collar knowledge sectors
  • Pace of model deployment outpacing regulatory feedback loops
  • Cognitive defense deficits in public epistemic verification

Policy & Strategic Recommendations

01

Focus on education

02

Build digital infrastructure

03

Regional cooperation

04

Accelerate adaptation programs

05

Increase investment in education

06

Strengthen digital infrastructure

07

Develop regulatory frameworks

08

Strategic long-term planning

Indicator Audit & Data Provenance

Empirical completeness for Belgium: 100% (17/17 retained indicators observed). Missing indicators are omitted from pillar scoring via proportional weight re-scaling.

Phase 2 Ingestion v0.2.1
CodeIndicator NamePillarRoleObserved ValueEmpirical Status for BELProvenance & Notes
AI_LIT_001OECD PIAAC Adaptive Problem SolvingAI LiteracyRetained295.1ObservedOfficial OECD PIAAC / national survey calibrated
AI_LIT_002PISA Digital Reading LiteracyAI LiteracyRetained526.1ObservedPISA 2022 Digital Reading volume
AI_LIT_003LinkedIn Global Skills Gap IndexAI LiteracyContext-only—MissingNo empirical record in database
AI_LIT_004Tertiary STEM EnrollmentAI LiteracyRetained34.7ObservedUNESCO UIS Tertiary database
AI_LIT_005ITU Digital Skills IndexAI LiteracyRetained84.1ObservedITU Digital Development dashboard
CAL_TRUST_001KPMG-Melbourne AI Trust StudyTrust AttitudesContext-only—MissingEconomy not surveyed in KPMG-Melbourne 2023 17-country study wave
CAL_TRUST_002Ipsos AI MonitorTrust AttitudesContext-only—MissingNo empirical record in database
CAL_TRUST_003Pew Research AI AttitudesTrust AttitudesContext-only—MissingNo empirical record in database
CAL_TRUST_004Edelman Trust Barometer AITrust AttitudesContext-only—MissingNo empirical record in database
CAL_TRUST_005Lloyd's Foundation World Risk PollTrust AttitudesRejected—RejectedExcluded during construct audit
META_COG_001PISA Reading Fact vs OpinionCritical DiscernmentRetained502.6ObservedPISA 2022 epistemic discernment item set
META_COG_002European Media Literacy IndexCritical DiscernmentRetained72ObservedEMLI / OSIS Media Literacy Assessment
META_COG_003Reuters Institute Digital News ReportCritical DiscernmentRetained60.1ObservedReuters Institute Digital News Report
META_COG_004MediaWise Digital LiteracyCritical DiscernmentRejected—RejectedExcluded during construct audit
DEC_AGY_001Worldwide Governance IndicatorsInstitutional GovernanceRetained4.21ObservedWorldwide Governance Indicators aggregate
DEC_AGY_002V-Dem Democracy IndicesInstitutional GovernanceRetained0.81ObservedVarieties of Democracy Liberal Democracy Index
DEC_AGY_003Freedom House Freedom in the WorldInstitutional GovernanceRetained91.9ObservedFreedom in the World aggregate score
DEC_AGY_004OECD AI Policy ObservatoryInstitutional GovernanceRetained0.83ObservedOECD.AI National AI Strategies and Policy tracker
DEC_AGY_005Stanford AI Index Policy SectionInstitutional GovernanceRetained0.77ObservedHAI Stanford AI Index regulatory legislation tracker
ATT_WELL_001Daily Screen Time AverageWellbeing ContextContext-only5.9Context-ObservedOwlnut Digital Screen Time
ATT_WELL_002WHO Mental Health PrevalenceWellbeing ContextContext-only16.9Context-ObservedWHO Mental Health Atlas prevalence estimate
ATT_WELL_003HBSC Adolescent WellbeingWellbeing ContextRejected—RejectedExcluded during construct audit
VALUE_001World Values Survey Tradition vs SecularismValue ClarityRejected—RejectedExcluded during construct audit
VALUE_002EVS Values Importance RankingsValue ClarityRejected—RejectedExcluded during construct audit
VALUE_003European Social Survey ValuesValue ClarityRejected—RejectedExcluded during construct audit
ENAB_001Oxford Insights Government AI ReadinessDigital InfrastructureRetained79.79ObservedOxford Insights Government AI Readiness report
ENAB_002IMF AI Preparedness IndexDigital InfrastructureRetained0.78ObservedIMF AI Preparedness Index (AI-PI)
ENAB_003ITU Development IndexDigital InfrastructureRetained91.1ObservedITU IDI Connectivity Readiness score
ENAB_004World Bank Digital Adoption IndexDigital InfrastructureRetained0.85ObservedWorld Bank Digital Adoption Index
ENAB_005WEF Technology Adoption IndexDigital InfrastructureRetained83.8ObservedWEF Global Competitiveness & Technology Adoption