thegeekybeng/tariff-impact-propagation-model

🚀 TIPM - Tariff Impact Propagation Model

🌟 Live Demo: Try TIPM Now!

Professional-grade economic intelligence platform for analyzing tariff policy impacts across global supply chains.

🎯 What is TIPM?

TIPM is an advanced 6-layer machine learning pipeline that predicts how tariff changes propagate through:

1. 🌍 Trade Networks - Supply chain disruption modeling
2. 🏭 Industry Sectors - Economic response prediction
3. 🏢 Firm-Level Impact - Employment and adaptation analysis
4. 🛒 Consumer Markets - Price and demand forecasting
5. ⚖️ Geopolitical Feedback - Social and political response modeling

🚀 Key Features

📊 Multi-Layer Analysis

• Policy Trigger Processing - NLP analysis of tariff announcements
• Trade Flow Modeling - Graph-based supply chain disruption
• Industry Response - Sector-level economic impact prediction
• Firm Impact - Employment and adaptation modeling
• Consumer Impact - Price and demand forecasting
• Geopolitical Feedback - Social and political response analysis

🎯 Advanced Capabilities

• 185 Countries with enhanced economic classifications
• Real-time Data Crawling from World Bank, US Census, UN Comtrade
• ML-Powered Validation with anomaly detection
• Ensemble Learning combining multiple prediction models
• Interactive Visualizations with Plotly charts
• Professional Export in multiple formats (CSV, Excel, JSON)

🔍 Smart Classifications

• Emerging Markets identification
• Tech Manufacturing exporter rankings
• Resource Export categorization (Mining, Agriculture)
• Strategic Commodities tracking
• Trade Agreement membership mapping

🎮 How to Use

1. Country Analysis

• Select countries from the dropdown
• Choose analysis parameters
• View comprehensive impact predictions
• Export results for further analysis

2. Sector Analysis

• Focus on specific economic sectors
• Analyze cross-country sector impacts
• Generate sector-specific reports

3. Data Export

• Export analysis results in multiple formats
• Download visualizations and charts
• Generate professional reports

🏗️ Technical Architecture

ML Pipeline

• XGBoost & LightGBM for classification tasks
• LSTM Networks for time series forecasting
• Ensemble Methods for robust predictions
• SHAP Analysis for explainable AI

Data Infrastructure

• Autonomous Data Crawling with RAG capabilities
• Vector Database for intelligent data discovery
• Real-time Validation with quality scoring
• Multi-source Integration from authoritative sources

Web Interface

• Gradio-based responsive design
• Interactive Charts with Plotly
• Professional Export capabilities
• Mobile-friendly interface

📊 Data Sources

• US Census Bureau - Trade statistics
• World Bank - GDP and economic indicators
• USTR - Tariff policy data
• MSCI & FTSE Russell - Market classifications
• OECD - Economic indicators
• UN Statistics Division - Global trade data
• FAO - Agricultural trade data

🔬 Research Applications

• Trade Policy Analysis - Impact assessment
• Supply Chain Risk - Disruption modeling
• Economic Forecasting - GDP and trade prediction
• Policy Recommendation - Evidence-based insights
• Academic Research - Economic modeling studies

🚀 Getting Started

1. Visit the Demo: https://huggingface.co/spaces/thegeekybeng/TIPM
2. Select Countries - Choose from 185 available countries
3. Run Analysis - Use default or custom parameters
4. Explore Results - Interactive charts and detailed predictions
5. Export Data - Download results for further analysis

📚 Documentation

• API Reference: GitHub Repository
• Technical Details: Project Wiki
• Research Papers: Academic Publications

🤝 Contributing

We welcome contributions! Please see our Contributing Guidelines.

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

📞 Contact

• Developer: [email protected]
• GitHub: @thegeekybeng
• Project: TIPM Repository

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🚀 Built with advanced ML, deployed on Hugging Face Spaces