| name | legal-analytics |
| description | Legal analytics and outcome prediction skill for case assessment and strategy. Use when the user needs assistance with case outcome prediction, judge analysis, litigation risk assessment, legal fee estimation, or data-driven legal strategy. Triggers on keywords like "legal analytics", "outcome prediction", "judge analysis", "litigation risk", "case assessment", "win rate", "settlement value", "fee estimate", "legal metrics". |
Legal Analytics
This skill provides expert guidance for data-driven legal analysis, outcome prediction, and strategic decision-making.
Core Capabilities
1. Outcome Prediction
- Case outcome analysis
- Settlement probability
- Damages estimation
- Motion success rates
2. Judge & Court Analysis
- Judge ruling patterns
- Court statistics
- Venue selection
- Case duration data
3. Opposing Counsel Analysis
- Attorney track records
- Firm patterns
- Settlement behavior
- Litigation style
4. Cost & Resource Planning
- Fee estimation
- Budget modeling
- Resource allocation
- ROI analysis
Case Assessment Framework
Litigation Risk Matrix
┌─────────────────────────────────────────────────────────────────┐
│ LITIGATION RISK MATRIX │
├─────────────────────────────────────────────────────────────────┤
│ │
│ High │ High │
│ Damages │ Damages │
│ Low │ High │
│ Probability │ Probability │
│ │ │
│ ────────────────────────────────────────── │
│ │ │
│ Low │ Low │
│ Damages │ Damages │
│ Low │ High │
│ Probability │ Probability │
│ │
│ X-axis: Probability of Adverse Outcome │
│ Y-axis: Potential Damages/Exposure │
│ │
└─────────────────────────────────────────────────────────────────┘
Expected Value Calculation
Expected Value = Σ (Probability × Outcome Value)
Example:
- Win probability: 60%
- Win value: $500,000
- Lose probability: 40%
- Lose value: -$200,000 (costs + adverse judgment)
Expected Value = (0.60 × $500,000) + (0.40 × -$200,000)
= $300,000 - $80,000
= $220,000
Decision Tree Analysis
┌── Win (60%) ──── $500,000
┌── Trial ─┤
│ └── Lose (40%) ──── -$200,000
Case ────┤
│ ┌── Accept (100%) ── $150,000
└── Settle ─┤
└── Reject ──── [Return to Trial]
Trial EV: $220,000
Settlement: $150,000 (certain)
Decision: Go to trial (higher EV) OR Settle (risk-averse)
Judge Analysis
Judge Profile Elements
| Category | Data Points |
|---|
| Background | Prior practice, education, appointment |
| Caseload | Types of cases, volume |
| Rulings | Motion grant rates, tendencies |
| Trials | Jury vs. bench preferences |
| Appeals | Reversal rates, affirmed decisions |
| Timing | Average case duration, scheduling |
| Demeanor | Courtroom style, preferences |
Motion Success Rates (Sample Metrics)
| Motion Type | Judge Average | National Average |
|---|
| 12(b)(6) Dismissal | 35% | 30% |
| Summary Judgment | 45% | 40% |
| Motion to Compel | 70% | 65% |
| Motion in Limine | 55% | 50% |
Judge-Specific Factors
JUDGE ANALYSIS TEMPLATE
Judge: [Name]
Court: [Jurisdiction]
Appointed: [Year] by [President/Governor]
BACKGROUND
- Prior practice: [Plaintiff/Defense/Government]
- Specialty areas: [Areas]
- Judicial philosophy: [Description]
RULING PATTERNS
- Dispositive motions: [Grant rate]
- Discovery disputes: [Tendency]
- Evidentiary rulings: [Tendency]
TRIAL PREFERENCES
- Jury selection: [Approach]
- Trial length: [Typical duration]
- Technology: [Preferences]
NOTABLE DECISIONS
- [Case 1]: [Holding and significance]
- [Case 2]: [Holding and significance]
Venue Analysis
Venue Selection Factors
| Factor | Analysis |
|---|
| Legal standards | Applicable law, favorable precedent |
| Judge pool | Judicial tendencies, experience |
| Jury pool | Demographics, verdict patterns |
| Case timing | Docket congestion, time to trial |
| Convenience | Location, travel costs |
| Appeal route | Circuit court tendencies |
Jurisdiction Comparison
| Factor | Jurisdiction A | Jurisdiction B |
|--------|----------------|----------------|
| Time to trial | 18 months | 24 months |
| Plaintiff win rate | 55% | 45% |
| Median damages | $250,000 | $175,000 |
| Summary judgment rate | 35% | 45% |
| Appeal reversal rate | 15% | 12% |
Damages Analysis
Damages Estimation Approach
- Identify comparable verdicts/settlements
- Adjust for case-specific factors
- Calculate ranges (low, middle, high)
- Apply probability weights
- Determine expected value
Comparables Analysis
VERDICT/SETTLEMENT COMPARABLES
Matter: [Description]
Jurisdiction: [Location]
COMPARABLE 1
Case: [Citation]
Facts: [Brief description]
Outcome: [Verdict/Settlement amount]
Relevance: [Why comparable]
COMPARABLE 2
[Continue...]
ANALYSIS
Low range: $[X] (conservative)
Mid range: $[X] (most likely)
High range: $[X] (optimistic)
Recommended settlement range: $[X] - $[X]
Damages Categories
| Type | Calculation Method |
|---|
| Lost profits | Historical + projected |
| Lost wages | Income history + work life expectancy |
| Medical expenses | Bills + future care |
| Pain and suffering | Per diem, multiplier, comparable |
| Punitive | Ratio to compensatory |
| Prejudgment interest | Statutory rate |
Cost Analysis
Litigation Budget Framework
LITIGATION BUDGET ESTIMATE
Matter: [Description]
Phase: [Scope]
PHASE ESTIMATES
Low Mid High
──────────────────────────────────────────────────────
Pre-litigation $[X] $[X] $[X]
Pleadings $[X] $[X] $[X]
Discovery $[X] $[X] $[X]
Motions $[X] $[X] $[X]
Trial prep $[X] $[X] $[X]
Trial $[X] $[X] $[X]
──────────────────────────────────────────────────────
TOTAL $[X] $[X] $[X]
ASSUMPTIONS
- [Key assumption 1]
- [Key assumption 2]
- [Key assumption 3]
Cost Drivers
| Factor | Impact on Cost |
|---|
| Complexity | Number of issues, legal difficulty |
| Document volume | E-discovery, review costs |
| Witnesses | Depositions, expert fees |
| Motions | Briefing, arguments |
| Trial length | Daily trial costs |
| Jurisdiction | Local rates, travel |
ROI Analysis
Litigation ROI = (Expected Recovery - Litigation Costs) / Litigation Costs
Example:
Expected Recovery: $500,000
Litigation Costs: $200,000
ROI: ($500,000 - $200,000) / $200,000 = 150%
Settlement Comparison:
Settlement Offer: $250,000
Settlement Costs: $50,000
Settlement Net: $200,000
Trial Expected Value:
Expected Recovery: $300,000 (probability-adjusted)
Expected Costs: $200,000
Trial Net: $100,000
Recommendation: Accept settlement ($200,000 > $100,000)
Opposing Counsel Analysis
Counsel Profile
OPPOSING COUNSEL PROFILE
Attorney: [Name]
Firm: [Name]
Practice areas: [Areas]
Bar admissions: [States]
TRACK RECORD
- Win/loss record: [X]%
- Settlement rate: [X]%
- Average case duration: [X] months
- Appeals: [Win/loss]
LITIGATION STYLE
- Aggressiveness: [1-5 scale]
- Discovery approach: [Cooperative/Combative]
- Settlement posture: [Early/Late/Never]
- Trial readiness: [High/Medium/Low]
RELEVANT EXPERIENCE
- Similar cases: [List]
- Outcomes: [Results]
- Client relationship: [History with client]
Data Sources
Legal Analytics Platforms
| Platform | Focus | Data |
|---|
| Lex Machina | Litigation analytics | Case outcomes, timing, damages |
| Westlaw Edge | Litigation Analytics | Judge analytics, case prediction |
| Bloomberg Law | Docket analytics | Trends, comparables |
| Premonition | Attorney analytics | Win rates, timing |
| Ravel Law | Legal research | Citation network, judge language |
| Gavelytics | Judge analytics | Ruling patterns, tendencies |
Data Points to Track
- Case duration by case type
- Motion success rates
- Settlement rates and timing
- Verdict amounts
- Appeal rates and outcomes
- Attorney performance
- Expert witness effectiveness
Reporting
Case Assessment Report
CASE ASSESSMENT REPORT
Matter: [Description]
Date: [Date]
Prepared by: [Name]
EXECUTIVE SUMMARY
[2-3 paragraph overview]
OUTCOME ANALYSIS
Probability of favorable outcome: [X]%
Expected damages range: $[X] - $[X]
Settlement recommendation: $[X] - $[X]
RISK FACTORS
1. [Risk 1]: [Impact]
2. [Risk 2]: [Impact]
3. [Risk 3]: [Impact]
COST ESTIMATE
Estimated fees: $[X] - $[X]
Estimated expenses: $[X] - $[X]
Time to resolution: [X] months
RECOMMENDATION
[Strategic recommendation]
Integration with Other Skills
- litigation: Case strategy development
- legal-research: Precedent analysis
- case-management: Resource planning
- billing-operations: Budget management
- due-diligence: Transaction risk assessment
Reference Files
For detailed guidance:
references/valuation-methods.md - Damages calculation approachesreferences/analytics-sources.md - Data platform guidereferences/report-templates.md - Analysis report formats
