SkillsLib.ai

Discrimination Case Analysis & Evidence Assessment

Systematically evaluate discrimination cases for evidentiary strength and legal exposure

3.3(4 reviews)
100+ downloads
Updated Nov 2026

What You Can Do

You can submit discrimination case facts and Claude will analyze evidentiary strength across multiple dimensions: comparative evidence quality, temporal pattern analysis, witness credibility assessment, and retaliation claim validity. The analysis produces a structured scorecard of legal vulnerability, identifies evidence gaps, and flags high-risk factual patterns that courts typically scrutinize in employment discrimination litigation.

Features

Evidence Strength Scoring

Rate the quality and relevance of each piece of evidence on a standardized scale, comparing your facts against common legal thresholds for pretext, direct evidence, and circumstantial evidence categories.

Pattern Evidence Detection

Identify temporal clusters, decision-making patterns, and systemic anomalies across hiring, promotion, compensation, and termination decisions that suggest discriminatory intent or disparate treatment.

Retaliation Claim Analyzer

Assess the strength of protected activity claims, temporal proximity between adverse action and protected conduct, and whether employer stated reasons withstand scrutiny.

Comparative Evidence Assessment

Evaluate how similarly-situated employees were treated across protected classes (race, sex, age, disability, religion) and quantify the significance of discrepancies.

Witness Credibility Mapping

Flag inconsistencies in witness statements, identify corroborating or contradictory accounts, and assess credibility gaps that opposing counsel will target.

Documentation Timeline

Extract chronological sequences from case facts to reveal suspicious gaps, contradictions, or late-appearing documentation that suggests post-hoc justification.

Legal Precedent Correlation

Reference landmark cases (McDonnell Douglas, Staub v. Proctor Hospital, Nassar) and flag how your fact pattern aligns with successful discrimination plaintiffs or strong defense positions.

Recommended Next Steps

Generate targeted discovery priorities, expert witness considerations, and evidentiary gaps that settlement negotiations or trial preparation should address.

Example Output

Input: Manufacturing plant fired female supervisor after 12 years; competitor hired her 1 week later; 3 male supervisors with similar infractions retained; CEO said 'costs too much for one position' before decision.

Output:

code
EVIDENCE STRENGTH SCORECARD
- Comparative evidence: 8.5/10 (3 similarly-situated males retained)
- Temporal pattern: 7/10 (12-year tenure suggests vindication, hiring competitor shows market value)
- Pretext indicators: 8/10 (cost rationale unsupported; retained others in same role)
- Documentation quality: 6/10 (gaps in performance file; CEO email cuts both ways)

PATTERN ASSESSMENT
- ⚠️ Gender disparity in termination: 100% female termination vs. 0% male retention rate for same conduct
- ⚠️ Decision timing: CEO involvement (vs. standard practice) suggests atypical consideration

VULNERABILITY: MODERATE-HIGH (58/100)
Defense risks: Cost rationale fails under Gross (requires "clear and convincing" evidence). Comparative evidence strong.

RECOMMENDED DISCOVERY: Performance histories for all 4 supervisors; CEO email chain; compensation analysis by gender in supervisor role.

What's Included

  • Evidence Assessment Framework: Structured rubric for categorizing evidence (direct, circumstantial, comparative) and scoring quality, relevance, and admissibility under employment discrimination standards.
  • Pattern Recognition Templates: Pre-built analysis templates for common discrimination scenarios: hiring discrimination, promotion disparities, compensation gaps, and hostile work environment claims.
  • Comparative Analysis Tool: Methodology for identifying and evaluating similarly-situated employees, calculating disparate impact statistics, and documenting non-similarly-situated exclusions.
  • Retaliation Checklist: Step-by-step evaluation of protected activity, temporal proximity analysis, and pretext assessment specific to retaliation under Title VII, ADA, ADEA, and state law.
  • Case Outcome Predictor: Comparative benchmarking of your evidentiary profile against published case outcomes, summary judgment thresholds, and jury trial vulnerabilities.
  • Discovery Priority Roadmap: Targeted recommendations for document requests, deposition topics, and expert witness needs based on evidentiary gaps and high-risk patterns identified in your case.

Who It's For

  • Employment Lawyers (Plaintiff & Defense Counsel)
  • In-House Counsel & General Counsel
  • HR Compliance Officers & Employee Relations Managers
  • Legal Case Managers & Paralegals
  • EEOC Investigators & Government Compliance Agencies

Best For

  • Case intake assessment before filing or defense
  • Evaluating settlement demand reasonableness
  • Identifying evidentiary gaps before discovery
  • Preparing summary judgment briefing
  • Bench trial readiness evaluation

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