Future Projections Dashboard

Long-term scenarios (2024-2050), policy simulations, and predictive modeling

2050 Projection Scenarios

Baseline Scenario

Current AI adoption trends continue at present rate

Agglomeration Effect: +2.1pp by 2050
Aging Offset: 35-45%
Accelerated AI Adoption

Government policy drives rapid AI implementation

Agglomeration Effect: +4.8pp by 2050
Aging Offset: 60-80%
Slow Adoption

Barriers limit AI implementation across regions

Agglomeration Effect: +0.8pp by 2050
Aging Offset: 15-25%
Targeted Policy Intervention

Strategic focus on high-impact sectors and regions

Agglomeration Effect: +3.6pp by 2050
Aging Offset: 50-70%

Policy Recommendations

Digital Skills Training
15-30% improvement in adoption rates
Infrastructure Investment
20-35% increase in AI accessibility
Industry Partnerships
25-40% faster technology transfer
Regional Coordination
10-25% reduction in spatial inequality
ML Prediction Models
  • Random Forest (R² = 0.847)
  • Gradient Boosting (R² = 0.851)
  • Neural Networks (R² = 0.839)
  • Ensemble Model (R² = 0.863)

Cross-validated prediction accuracy with 5-fold validation

Key Projection

60-80%

Potential offset of aging effects by 2050

Under accelerated AI adoption scenario

Interactive scenario builder and policy simulator dashboard coming soon.

View Results GitHub Repository