🌐 Industrial Sectors & Gold Standard Guide¶

The dataproc-engine supports 8 core industrial sectors, each hardened with "Gold Standard" datasets and mission-critical schema enforcement.

1. 🏦 Finance¶

Primary Source: SEC EDGAR (Public Audited Data)
Secondary Source: FRED (Macroeconomic Indicators)
Benchmarks: UCI Credit Approval
Key Capabilities: XBRL-aware extraction, cross-CIK correlation, and credit risk probability modeling.

2. 🏥 Healthcare¶

Primary Source: CMS Hospital General Info
Benchmarks: Clinical Database V2 Clinical Database (Simulated)
Key Capabilities: Deep clinical lab-event simulation, PII scrubbing (HIPAA-compliant), and patient experience metric normalization.

3. ⚡ Energy¶

Primary Source: EIA Open Data (WTI/Brent/NatGas Prices)
Benchmarks: Energy Provider Agency World Energy Balances
Key Capabilities: Multi-series price tracking, national production/consumption balance modeling.

4. 📡 Telecom¶

Primary Source: FCC Broadband Maps
Benchmarks: Ookla Speedtest Global Performance
Key Capabilities: Geographic tile-based performance analytics, regulatory coverage validation.

5. 🛒 eCommerce¶

Primary Source: Olist Brazilian eCommerce
Benchmarks: UCI Online Retail II
Key Capabilities: Transactional log parity, sentiment analysis on customer reviews, and order-to-delivery latency tracking.

6. 🌽 Agriculture¶

Primary Source: USDA NASS Quick Stats
Key Capabilities: Multi-commodity price/yield tracking (CORN, SOYBEANS, WHEAT), state-level aggregation.

7. ✈️ Transportation¶

Primary Source: U.S. DOT Bureau of Transportation Statistics
Benchmarks: GTFS Real-time Feed
Key Capabilities: Airline on-time performance tracking, canceled flight disruption modeling.

8. 📄 Unstructured¶

Source: Arbitrary PDF, DocX, or Web URLs.
Logic: LLM-Gated Extraction.
Key Capabilities: Asynchronous multi-document processing, schema-aware field extraction from plain text.

9. 🌍 Demographics¶

Primary Source: World Bank Open Data (Population/GDP)
Key Capabilities: Global fertility/mortality tracking and urbanization modeling.

10. 👷 Labor¶

Primary Source: ILOSTAT (International Labour Organization)
Key Capabilities: Unemployment rate forecasting and sectoral employment distribution.

11. 🌿 Environment¶

Primary Source: NOAA Climate Data Online
Key Capabilities: Temperature anomalies and carbon-intensity modeling.

12. 📚 Education¶

Primary Source: NCES / UNESCO
Benchmarks: [MOOC Analytics (Coursera Simulation)]
Key Capabilities: Literacy rate tracking and digital learning (EdTech) trajectories.

13. 🏠 Housing¶

Primary Source: HUD PDR Data
Key Capabilities: Fair market rent and housing affordability modeling.

14. 🏭 Manufacturing¶

Primary Source: Industrial Statistics Agency Industrial Statistics
Key Capabilities: Industrial production indices and efficiency benchmarking.

15. 🎬 Media & Entertainment¶

Primary Source: IMDb Datasets
Secondary Source: [Spotify Trends (Simulated)]
Key Capabilities: Cultural trend analysis and content rating distributions.

16. 🎯 Decision Support¶

Source: Multi-Sector Integrated Core.
Key Capabilities: Cross-sector correlation and agent reasoning validation.

🛠️ Unified Integration Logic¶

All sectors leverage the BaseProvider.load_raw_data abstraction, supporting: 1. Local Files: CSV/Excel/JSON relative to project root. 2. Web URLs: Direct HTTP/S fetching with exponential backoff. 3. Simulation Fallback: High-fidelity mock generation if API keys or local files are missing, ensuring 100% execution coverage.