AI Skill Report Card

Automated Risk Assessment

A-85·Jan 24, 2026
YAML
--- name: automated-risk-assessment description: Builds comprehensive enterprise risk matrices with quantified financial impact, probability scoring, and mitigation strategies. Use when conducting organizational risk assessments, preparing board reports, or developing risk management frameworks. ---

Automated Risk Assessment

ENTERPRISE RISK ASSESSMENT: [Company Name]

RISK MATRIX (Top 5 Sample):
Risk ID | Category | Risk Description | Probability | Impact | Financial Exposure | Risk Score
R001 | Financial | Market volatility impact | High (70%) | High | $2.5M-5M | 21
R002 | Operational | Supply chain disruption | Medium (40%) | Critical | $5M-10M | 20
R003 | Compliance | Regulatory changes | High (80%) | Medium | $1M-3M | 16
R004 | Strategic | Competitor disruption | Medium (50%) | High | $3M-8M | 15
R005 | Operational | Cybersecurity breach | Low (20%) | Critical | $10M-25M | 14

HEAT MAP: [Visual matrix showing probability vs impact with color coding]
Recommendation
Add a concrete template showing exact format for risk scoring calculations (e.g., 'Probability (7) × Impact (8) = Risk Score (56)')

Progress:

  • Risk Identification: Catalog 20+ risks across 4 categories (Financial, Operational, Strategic, Compliance)
  • Probability Assessment: Score likelihood (Low 1-3, Medium 4-6, High 7-9, Critical 10)
  • Impact Scoring: Rate severity (Low 1-3, Medium 4-6, High 7-9, Critical 10)
  • Financial Quantification: Estimate potential losses in dollar ranges
  • Control Mapping: Document existing controls and identify gaps
  • Mitigation Planning: Recommend strategies with cost/benefit analysis
  • Risk Appetite Framework: Define acceptable risk thresholds
  • Heat Map Creation: Visual board-ready risk matrix
  • Emerging Risks: Include future threats and black swan scenarios

Risk Categories Template:

Financial: Market risk, credit risk, liquidity, currency, interest rates Operational: Process failures, system outages, supply chain, human resources Strategic: Competition, technology disruption, reputation, M&A integration Compliance: Regulatory changes, legal disputes, data privacy, industry standards

Recommendation
Include specific industry benchmarks or reference ranges for financial exposure by company size/sector

Example 1: Input: "Assess risks for mid-size manufacturing company" Output:

TOP RISKS IDENTIFIED:
R001 | Operational | Raw material shortage | 60% | High | $2-4M | 18
- Current Controls: Single supplier contracts, 30-day inventory
- Gaps: No backup suppliers, limited inventory buffer
- Mitigation: Diversify suppliers (Cost: $200K, Benefit: $2M risk reduction)

R002 | Compliance | Environmental regulations | 70% | Medium | $1-2M | 14
- Current Controls: Monthly compliance audits, legal monitoring
- Gaps: Automated monitoring system missing
- Mitigation: Install monitoring system (Cost: $150K, Benefit: $1.5M avoidance)

Example 2: Input: "Include emerging risks and black swan events" Output:

EMERGING RISKS:
- AI disruption of core processes (Strategic, 30%, Critical, $5-15M)
- Quantum computing threat to encryption (Operational, 10%, Critical, $20-50M)
- Climate-related supply disruption (Operational, 40%, High, $3-8M)

BLACK SWAN SCENARIOS:
- Pandemic impact on workforce (20%, Critical, $10-30M)
- Geopolitical trade war (15%, Critical, $15-40M)
- Major cyber warfare event (5%, Catastrophic, $50M+)
Recommendation
Provide a sample board-ready executive summary template with key metrics and dashboard format
  • Use consistent 1-10 scoring scale for probability and impact
  • Quantify financial exposure in realistic ranges, not single numbers
  • Map controls to specific risk scenarios, not general categories
  • Include residual risk scores after mitigation measures
  • Update risk appetite based on company's actual loss tolerance
  • Color-code heat maps: Green (1-6), Yellow (7-12), Orange (13-18), Red (19-25)
  • Present in order of risk score (probability × impact)
  • Include both inherent and residual risk assessments
  • Don't score all risks as "high" - use full scale distribution
  • Avoid generic mitigation strategies that don't address root causes
  • Don't ignore positive risks (opportunities) in strategic category
  • Never present risks without corresponding control assessments
  • Don't create static assessments - build in review cycles
  • Avoid over-engineering - keep framework usable by business units
  • Don't rely solely on historical data for emerging risk probability
0
Grade A-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15