Learning Graph Quality Metrics Report¶
Overview¶
- Total Concepts: 298
- Foundational Concepts (no dependencies): 11
- Concepts with Dependencies: 287
- Average Dependencies per Concept: 1.56
Graph Structure Validation¶
- Valid DAG Structure: ❌ No
- Self-Dependencies: None detected ✅
- Cycles Detected: 0
Foundational Concepts¶
These concepts have no prerequisites:
- 1: Investor Relations Function
- 7: Institutional Investors
- 8: Retail Investors
- 23: Material Information
- 28: Sarbanes-Oxley Act
- 33: SEC Filing Requirements
- 48: Stock Price Volatility
- 65: AI Fundamentals
- 131: Data Governance Basics
- 146: Risk Management Frameworks
- 158: Change Management Plans
Dependency Chain Analysis¶
- Maximum Dependency Chain Length: 11
Longest Learning Path:¶
- AI Fundamentals (ID: 65)
- AI Governance Models (ID: 77)
- AI Transformation Strategy (ID: 170)
- Operating Model Design (ID: 176)
- IR Operating Framework (ID: 177)
- Process Redesign Plans (ID: 178)
- Workflow Automation (ID: 179)
- Human-in-the-Loop Models (ID: 181)
- Review Workflows (ID: 182)
- Escalation Workflows (ID: 183)
- Handling Exceptions (ID: 184)
Orphaned Nodes Analysis¶
- Total Orphaned Nodes: 154
Concepts that are not prerequisites for any other concept:
- 9: Hedge Funds
- 10: Mutual Funds
- 11: Pension Funds
- 12: Sovereign Wealth Funds
- 15: Investment Bank Relations
- 27: Preventing Selective Disclosure
- 29: SOX Section 302
- 35: Form 10-Q Essentials
- 36: Form 8-K Summary
- 37: XBRL Reporting Standards
- 38: MD&A Requirements
- 39: Risk Factor Disclosures
- 41: Safe Harbor Provisions
- 46: Blackout Period Management
- 47: Insider Trading Rules
- 49: Market Liquidity Trends
- 56: Enterprise Value Metrics
- 62: Guidance Withdrawal Risks
- 63: Setting Guidance Ranges
- 64: Beat-and-Raise Tactics
...and 134 more
Connected Components¶
- Number of Connected Components: 1
✅ All concepts are connected in a single graph.
Indegree Analysis¶
Top 10 concepts that are prerequisites for the most other concepts:
| Rank | Concept ID | Concept Label | Indegree |
|---|---|---|---|
| 1 | 100 | Predictive Analytics | 24 |
| 2 | 66 | Machine Learning Basics | 21 |
| 3 | 1 | Investor Relations Function | 16 |
| 4 | 198 | Selecting IR Platforms | 13 |
| 5 | 68 | Generative AI Tools | 12 |
| 6 | 7 | Institutional Investors | 10 |
| 7 | 93 | Text Mining Methods | 9 |
| 8 | 112 | Autonomous AI Agents | 9 |
| 9 | 2 | Corporate Valuation Strategy | 8 |
| 10 | 3 | Market Communication Strategy | 8 |
Outdegree Distribution¶
| Dependencies | Number of Concepts |
|---|---|
| 0 | 11 |
| 1 | 129 |
| 2 | 155 |
| 3 | 2 |
| 4 | 1 |
Recommendations¶
- ⚠️ Many orphaned nodes (154): Consider if these should be prerequisites for advanced concepts
Report generated by learning-graph-reports/analyze_graph.py