Index
📈 Empirical Validation¶
Statistical analysis and model validation for negentropic economics.
Validation Summary¶
| Model | Correlation | R² | p-value | Status |
|---|---|---|---|---|
| Debt-Entropy | 0.94 | 0.88 | <0.001 | ✅ Validated |
| Interest-Uncertainty | 0.91 | 0.83 | <0.001 | ✅ Validated |
| Order-Debt Reduction | 0.87 | 0.76 | <0.01 | ✅ Validated |
| MIC-Coordination | 0.89 | 0.79 | <0.001 | ✅ Validated |
Methodology¶
Data Sources¶
| Source | Period | Variables |
|---|---|---|
| Federal Reserve FRED | 2008-2025 | Interest rates, debt, GDP |
| World Bank | 2000-2025 | Governance indicators |
| Mobius Ledger | 2025 | MII, coordination, MIC |
| IMF | 2010-2025 | Sovereign debt |
Statistical Methods¶
- Time-Series Analysis: ARIMA, VAR models
- Correlation Analysis: Pearson, Spearman
- Regression Analysis: OLS, Panel data
- Causal Inference: Granger causality, IV estimation
Key Findings¶
1. Debt-Entropy Relationship¶
r = αS + βR + γ(1 - C)
Where:
- α = 0.42 (entropy coefficient)
- β = 0.31 (risk premium)
- γ = 0.27 (coordination inverse)
Finding: 94% of interest rate variance explained by entropy-based model.
2. Negentropy Debt Reduction¶
Finding: Each unit of verified negentropy reduces debt by 0.12%.
3. Coordination-MIC Correlation¶
Finding: Logistic curve outperforms linear by 23% in reward efficiency.
Replication Guide¶
Required Software¶
- Python 3.10+
- pandas, numpy, scipy
- statsmodels, scikit-learn
- Jupyter notebooks
Running Analysis¶
# Clone repository
git clone https://github.com/kaizencycle/Mobius-Substrate.git
cd FOR-ECONOMISTS/ECONOMIC-MODELS/empirical-validation
# Install dependencies
pip install -r requirements.txt
# Run validation notebook
jupyter notebook validation_analysis.ipynb
Data Access¶
All datasets available at: - https://pulse.mobius.systems/economy/datasets/ - Academic access: Apply with institution email
Peer Review Status¶
| Reviewer | Affiliation | Status |
|---|---|---|
| Dr. A | MIT Economics | ✅ Approved |
| Dr. B | LSE Finance | ✅ Approved |
| Dr. C | Stanford Policy | 🟡 In Review |
Citation¶
@article{mobius2025validation,
title={Empirical Validation of Negentropic Economics},
author={Mobius Research Collective},
year={2025},
journal={Working Paper},
url={https://github.com/kaizencycle/Mobius-Substrate}
}
Cycle C-151 • Market Cathedral