Universal Energy Transition Scorer

Universal Energy Transition Scorer

Real-time analysis of ANY company using live data scraping from authoritative sources. Physics-based methodology that evaluates fundamental constraints governing energy transition success across all industries and sectors.

🌐 Live Data Connections

🟢 Web Scraping Engine
📊 USGS Minerals API
🏛️ SEC EDGAR Search
⚡ Company Intelligence
🌍 Government APIs
📈 Market Data Feeds
🔬 Technical Databases
🏭 Industry Reports
Works with any public company - automatically identifies sector and technologies

📊 Universal Scoring Methodology

🔬 Physics Constraints (25%)

Evaluates fundamental thermodynamic and material science limitations that cannot be overcome through capital or innovation.

Energy Density Score = (Measured_Density / Theoretical_Limit) × 100 Efficiency Score = (Actual_Efficiency / Carnot_Limit) × 100 Physics Score = (Energy_Density + Efficiency + Material_Limits + Thermodynamics) / 4

Data Sources: NREL database, DOE specifications, patent filings, academic papers

🏗️ Infrastructure (20%)

Assesses material availability, geographic constraints, and compatibility with existing systems.

Material_Risk = Σ(Scarcity_Risk + Geographic_Concentration) × Material_Usage Infrastructure Score = 100 - (Material_Risk × 100) Geographic Score = HHI_Diversification_Bonus + Resource_Endowment

Data Sources: USGS mineral data, UN trade statistics, supply chain disclosures

🏛️ Political Dynamics (20%)

Measures energy security alignment, policy support, and geopolitical risk factors.

Political Score = Σ(Policy_Support × Geographic_Weight) Energy_Security = Import_Reduction + Resource_Domesticity + Supply_Diversification Sovereignty_Risk = State_Ownership_Patterns + Resource_Dependencies

Data Sources: IEA databases, government APIs, policy tracking systems

⚠️ Risk Profile (20%)

Analyzes technology maturity, regulatory environment, financial viability, and execution complexity.

Regulatory_Risk = 100 - (Carbon_Price_Impact + Policy_Headwinds) Technology_Risk = Maturity_Score + Patent_Strength + R&D_Intensity Financial_Risk = Valuation_Sustainability + Capital_Requirements

Data Sources: SEC filings, patent databases, regulatory tracking, ESG data

⏱️ Scaling Timeline (15%)

Evaluates deployment speed, network effects, workforce requirements, and distribution challenges.

Deployment_Score = 100 - ((Deployment_Time - 12) / 168 × 100) Network_Effects = Compatibility + Standards + Infrastructure_Leverage Capital_Intensity = CAPEX_per_Unit × Scaling_Requirements

Data Sources: Industry reports, permitting databases, project timelines

🎯 Overall Scoring

Weighted combination reflecting the relative importance of each constraint category.

Overall_Score = Physics×0.25 + Infrastructure×0.20 + Political×0.20 + Risk×0.20 + Scaling×0.15 Score Ranges: 90-100: Exceptional advantage 70-89: Strong position 50-69: Mixed outlook 30-49: Major constraints 0-29: Fundamental barriers

Validation: Cross-source verification, expert review, backtesting against market outcomes

Analyzing Company

Scraping live data and calculating physics-based scores...

🔍 Web scraping company information
🏭 Identifying sector and technologies
📊 Fetching USGS mineral data
🏛️ Searching SEC filings
⚡ Gathering technical specifications
🌍 Analyzing policy environment
📈 Collecting market data
🧮 Calculating constraint scores
📋 Generating detailed analysis