SkillsLib.ai

Life Underwriting Case Evaluator

Systematically evaluate life insurance applications with structured data analysis

3.7(3 reviews)
100+ downloads
Updated Oct 2026

What You Can Do

You can provide Claude with medical history, financial information, and lifestyle details from a life insurance application, and it will structure this data into a comprehensive underwriting assessment. Claude evaluates risk factors across medical, financial, and lifestyle dimensions, documents each finding, and produces a clear recommendation with supporting evidence. The result is a professional underwriting decision that's transparent, compliant, and audit-ready.

Features

Medical Risk Assessment

Systematically evaluates medical history, current conditions, medications, and test results to identify health-related risk factors and their underwriting implications

Financial Analysis

Analyzes income, assets, liabilities, and financial stability to assess the applicant's ability to maintain coverage and detect insurance needs misalignment

Lifestyle & Occupational Risk

Evaluates employment hazards, hobbies, travel patterns, and personal habits to identify non-medical risk factors that affect underwriting classification

Structured Decision Documentation

Produces clear, audit-ready underwriting decisions with documented rationale, risk classifications, and specific factors supporting the recommendation

Comparative Risk Scoring

Assigns risk scores and classifications (standard, preferred, rated, decline) based on industry underwriting guidelines and best practices

Compliance & Regulatory Alignment

Ensures underwriting decisions align with regulatory requirements, anti-discrimination standards, and company underwriting policies

Exception Flagging

Identifies cases requiring expert review, additional investigation, or policy exception approval for complex or borderline scenarios

Example Output

Example 1: Standard Risk Decision

code
APPLICANT: Jane Smith, 42-year-old, $150k annual income
MEDICAL: Treated hypertension (controlled), no other conditions
FINANCIAL: Stable income, $200k savings, minimal debt
LIFESTYLE: Office worker, light travel, non-smoker

RECOMMENDATION: APPROVE at Standard Rates
RATIONALE:
- Medical: Controlled hypertension with good compliance (low risk)
- Financial: Strong income-to-need ratio supports $500k coverage
- Lifestyle: Low occupational and behavioral risks
RISK SCORE: 3/10 (Standard)

Example 2: Rated Risk with Additional Review

code
APPLICANT: Robert Chen, 55-year-old, $120k income
MEDICAL: History of coronary artery disease (stable, post-stent)
FINANCIAL: Adequate income, moderate debt, recent business loss
LIFESTYLE: Semi-retired consultant, high travel frequency

RECOMMENDATION: APPROVE at Table B Rates (25% surcharge)
ADDITIONAL REQUIREMENTS: Cardiologist letter required
RATIONALE:
- Medical: Cardiac history elevates mortality risk (requires specialist confirmation)
- Financial: Income decrease warrants $250k max vs. $500k requested
- Lifestyle: Travel manageable with approved coverage levels
RISK SCORE: 6/10 (Rated)
EXCEPTION: Manager review required due to cardiac history + financial change

What's Included

  • Life Underwriting Evaluator Skill (SKILL.md): Complete Claude skill with structured workflows for medical assessment, financial analysis, lifestyle evaluation, and decision documentation
  • Application Data Template: Standardized template for organizing applicant information (medical, financial, lifestyle) in a format Claude processes efficiently
  • Underwriting Decision Framework: Industry-standard decision logic for risk classification, rate tables, and exception identification aligned with underwriting best practices
  • Compliance Checklist: Regulatory and anti-discrimination verification to ensure decisions are defensible and compliant with insurance regulations
  • Risk Scoring Methodology: Quantified scoring system (1-10 scale) and classification rules (Standard, Preferred, Rated, Decline) with documented justification
  • Integration Guide: Instructions for integrating the skill with your underwriting workflows, case management systems, and documentation requirements

Who It's For

  • Life Insurance Underwriters
  • Medical Underwriters
  • Risk Assessment Specialists
  • Underwriting Managers
  • Insurance Company Operations Teams

Best For

  • Life insurance application review and decision-making
  • Risk classification and rating determination
  • Underwriting documentation and compliance
  • Exception identification for expert review
  • Volume processing of routine underwriting cases

You might also like

Climate Risk Intelligence for Catastrophe Modeling
$35
Climate3.3(3)
Climate Risk Intelligence for Catastrophe Modeling

You can analyze climate and meteorological datasets to model catastrophe risks, assess hazard exposure, and quantify potential financial losses from extreme weather events. This skill transforms raw climate data into actionable risk scenarios that help you compare different climate futures and understand your organization's vulnerability to natural disasters.

Actuarial Pricing Model Builder
$40
Pricing3.8(4)
Actuarial Pricing Model Builder

Structure and validate insurance pricing models using actuarial best practices and regulatory standards. Claude helps you systematically document risk factors, perform sensitivity analysis, and generate compliance-ready documentation. You'll reduce model validation time, ensure regulatory alignment, and create defensible pricing rationale with complete audit trails.

Portfolio Catastrophe Risk Analyzer
$35
Portfolio3.8(5)
Portfolio Catastrophe Risk Analyzer

This skill systematically evaluates your portfolio's exposure to catastrophic events through concentrated risk analysis, multi-scenario stress testing, and data-driven positioning metrics. It produces executive summaries that quantify tail-risk exposure and recommend portfolio rebalancing actions based on statistical rigor. You can identify hidden correlations, model extreme market events, and communicate catastrophe risk exposure to stakeholders with clarity and precision.

Insurance Risk Model Builder
$45
Insurance Risk Model Builder

Structure and validate insurance risk models in minutes, not weeks. Generate regulatory-compliant documentation, compliance frameworks, and model validation reports that underwriters and compliance teams can immediately use. Ensure all risk factors, parameters, and assumptions align with insurance regulations and internal governance standards.

Fleet Loss Control Analyst
$35
Fleet3.5(4)
Fleet Loss Control Analyst

This skill analyzes your fleet operations data to identify safety risks, quantify potential financial losses, and generate prioritized loss control recommendations. It scores compliance gaps, flags incident patterns, and provides actionable interventions tailored to your fleet's size, type, and operational context. Use it to reduce accidents, claims, and downtime while demonstrating measurable ROI for safety investments.

Climate Risk Quantification for Catastrophe Modeling
$30
Climate4.0(3)
Climate Risk Quantification for Catastrophe Modeling

You analyze diverse climate datasets, quantify emerging climate risks, and generate underwriting-ready catastrophe model parameters. This skill converts complex climate science into actionable inputs for risk assessment, enabling you to stress-test portfolios against climate scenarios and refine model calibration with empirical climate trends.

Portfolio Catastrophe Risk Analysis
$40
Portfolio3.6(5)
Portfolio Catastrophe Risk Analysis

Analyze your insurance portfolio to identify concentration risk across perils, geographies, and underwriting assumptions. Validate catastrophe model outputs against real exposure data and flagged data gaps. Generate concise executive risk summaries that highlight key vulnerabilities and inform underwriting decisions.

Catastrophe Model Validation Framework
$35
Catastrophe Model Validation Framework

This skill automates the validation of catastrophe models by analyzing your data inputs, reviewing model assumptions against industry standards, identifying gaps and risks, and generating comprehensive validation reports ready for stakeholder review. You get systematic documentation of model strengths, weaknesses, and recommendation priorities—accelerating your pre-deployment sign-off, regulatory audits, and annual recalibration cycles.

$35.00