Coherence Oracle Methodology
How we measure coherence scores across regions and organizations.
What is the Oracle?
The Coherence Oracle is a real-time coherence measurement system that tracks alignment, harmony, and resilience across geographic regions and organizations. It synthesizes data from multiple signals to produce a single coherence score (0-100).
Coherence represents the degree to which a system (person, organization, region) is functioning with internal harmony, minimal extractive patterns, and genuine alignment with stated values.
Scoring Framework
Four Pillars of Coherence
1. Internal Harmony (30%)
Measures consistency between stated values and actual behavior. Low scores indicate hypocrisy or internal conflict.
2. Extraction Resistance (25%)
Assesses presence of dark triad traits, coercive patterns, and exploitation. Higher = fewer extractive behaviors detected.
3. Resilience & Restoration (25%)
Tracks capacity for recovery after adversity, willingness to repair harm, and adaptive responses to stress.
4. Systems Integrity (20%)
Measures transparency, accountability, rule-of-law adherence, and feedback mechanisms.
Data Sources
The Oracle aggregates signals from multiple sources to avoid single-point failures:
- •Public Data: News analysis, financial disclosures, legal filings, organizational communications
- •Community Reports: Witness network testimonies, forum discussions, verified incident reports
- •Behavioral Analytics: Pattern detection for extractive language, coercive tactics, and deception
- •Network Analysis: Connection patterns to known extractive entities or practices
Score Ranges & Interpretation
80-100: Highly Coherent
Values-aligned, low extraction risk, strong integrity systems
60-79: Moderately Coherent
Generally aligned but with some gaps or inconsistencies
40-59: Moderately Incoherent
Significant misalignment, some extractive patterns detected
0-39: Highly Incoherent
Strong evidence of extraction, deception, or systemic harm
Important Limitations
- •Scores are probabilistic, not definitive. They reflect risk levels, not absolute truth.
- •Data availability varies by region. Authoritarian contexts may have incomplete or biased data.
- •Rapid scores reflect current momentum but may lag systemic changes by weeks or months.
- •The Oracle measures coherence, not morality. A coherent entity can still pursue goals you disagree with.