SkillsLib.ai

Medical Risk Assessment & Underwriting Decision Documentation

Structure Medical Underwriting Decisions with Risk Analysis & Compliance Docs

4.0(5 reviews)
100+ downloads
Updated Oct 2026

What You Can Do

Analyze applicant medical histories, financial profiles, and health metrics to produce structured underwriting recommendations. Claude generates clear risk assessments, identifies key medical findings, and recommends appropriate coverage levels with compliance-ready documentation. Each decision includes detailed rationale, red flags, and audit-trail support for your underwriting file.

Features

Medical Data Analysis

Parse and synthesize medical records, lab results, and health history into a clear clinical summary organized by system and severity

Risk Stratification

Classify applicants into risk tiers (Standard, Preferred, Rated, Decline) based on medical findings, age, occupation, and lifestyle factors

Coverage Recommendations

Suggest appropriate coverage amounts, riders, and exclusions tailored to the applicant's risk profile and medical conditions

Underwriting Decision Structuring

Format decisions consistently with standardized sections: Summary, Key Medical Findings, Risk Assessment, Conditions/Exclusions, and Recommended Action

Compliance Documentation

Generate audit-ready decision letters and underwriting memos with clear documentation of guidelines applied and exceptions justified

Red Flag Identification

Automatically highlight high-risk factors, inconsistencies in medical history, and conditions requiring additional investigation or specialist review

Premium Impact Analysis

Calculate and explain rating factors, surcharges, and premium adjustments based on identified risks and recommended coverage modifications

Explanatory Rationale Generation

Create clear, plain-language explanations of underwriting decisions suitable for applicant communication and appeals documentation

Example Output

Example 1: Standard Risk Decision

Applicant Summary: 42-year-old male, non-smoker, $1M death benefit request

Key Medical Findings:

  • Hypertension (controlled on lisinopril, BP 138/86)
  • Mild hyperlipidemia (Total cholesterol 215, LDL 135)
  • No prior cardiac events or family history of early MI

Risk Assessment: Standard Plus (Age/Health Rating +10%)

Recommended Decision: Approve $1M term life coverage with standard rates. Add 10% rate increase for hypertension management. Annual monitoring recommended.


Example 2: Rated Risk Decision with Conditions

Applicant Summary: 55-year-old female, smoker, $2M coverage requested

Key Medical Findings:

  • Type 2 diabetes (A1C 7.2, on metformin)
  • History of depression (treated, stable 3 years)
  • Chronic bronchitis (3 exacerbations in past year)

Risk Assessment: Rated (Multiple Conditions) — 40% surcharge

Recommended Decision: Approve $1.5M with smoking rider (+25%). Require specialist clearance for pulmonary status. Annual health statement required. Coverage excludes respiratory-related claims first 2 years.


Example 3: Decline Decision

Applicant Summary: 38-year-old male, $5M coverage requested

Key Medical Findings:

  • Recent diagnosis: Stage 3 kidney disease (eGFR 42)
  • History: MI at age 35, now post-PCI with 2 stents
  • Current labs: Troponin mildly elevated, BNP 180

Risk Assessment: Uninsurable — Decline

Recommended Decision: Decline at requested amount. Offer $250K simplified issue rider as alternative. Recommend reapplication after 3+ years of stability post-cardiac event.

What's Included

  • Medical Data Intake Prompts: Structured prompts to guide you through applicant medical history, lab results, current medications, and family health background
  • Risk Stratification Framework: Decision tree mapping medical conditions, age, lifestyle factors, and occupational hazards to standard underwriting risk categories
  • Compliance-Ready Decision Templates: Pre-formatted sections for decision letters, underwriting memos, and appeal documentation that meet regulatory audit requirements
  • Coverage Calculator: Guidance for calculating appropriate coverage limits, riders, exclusions, and premium adjustments based on risk profile
  • Red Flag Checklist: Automated identification of high-risk conditions, inconsistent histories, and factors requiring specialist review or additional investigation
  • Plain-Language Explainer Generator: Convert complex underwriting decisions into clear, applicant-friendly language suitable for decision notifications and appeals

Who It's For

  • Underwriting Managers & Directors
  • Medical Underwriters
  • Risk Assessment Specialists
  • Life Insurance Brokers & Agents
  • Compliance & Audit Officers

Best For

  • Individual life insurance underwriting decisions
  • Group health benefit risk assessment
  • Medical rating and coverage recommendations
  • Underwriting appeals and exception documentation
  • Compliance file preparation and audit trails

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