# Case outcome prediction
> Source: https://legalcode.md/skills/legalcode-case-outcome-prediction | [HTML version](https://legalcode.md/skills/legalcode-case-outcome-prediction)

Generate structured litigation outcome predictions using probabilistic analysis of legal merits, factual strength, procedural posture, judicial tendencies, and historical case data.

Generate structured litigation outcome predictions using probabilistic analysis of legal merits, factual strength, procedural posture, judicial tendencies, and historical case data. Use when advising clients on case viability, evaluating settlement versus trial decisions, preparing for board or executive briefings, modeling expected value across resolution branches, or assessing litigation portfolio risk. Covers plaintiff and defendant perspectives across civil litigation, arbitration, and regulatory proceedings. Produces confidence-scored probability assessments with sensitivity analysis, outcome scenario trees, decision thresholds, and Glass Box audit trails. Jurisdiction-agnostic with [JURISDICTION-SPECIFIC] markers for US federal/state, England & Wales, Australia, EU member states, and common arbitration regimes.

Use this skill to produce structured, defensible litigation outcome predictions that support strategic decision-making across the litigation lifecycle: from initial case assessment through trial preparation and settlement negotiations. **Covers:** - **Multi-factor outcome modeling**: Legal merits, factual strength, procedural posture, and external factors weighted and integrated - **Scenario tree construction**: Win/lose/partial outcomes at each procedural stage with conditional probabilities - **Probability calibration**: Historical base rates, jurisdiction-specific adjustments, case-specific modifiers - **Decision threshold analysis**: When to settle, when to litigate, when to appeal - **Expected value calculation**: Integrating outcome probability with damages and costs - **Sensitivity analysis**: How changes in key assumptions affect the prediction - **Judicial tendency assessment**: Forum-specific considerations and judicial track records (where available) - **Comparative case analysis**: How similar cases resolved and what distinguishes this case - **Confidence scoring**: Explicit quantification of prediction uncertainty - **Bias and limitation disclosure**: Transparent about what the model cannot capture **Does not:** - Replace the judgment of experienced trial counsel on jury selection, witness demeanor, or courtroom dynamics - Provide actuarial guarantees of outcomes - Access real-time judicial analytics databases (relies on available information and general patterns) - Account for corruption, judicial misconduct, or other anomalies - Model criminal proceedings (different frameworks ...

## Jurisdictions

Global



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