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Prompt · Insurance Actuaries

Document Reserving Methodologies

Use this when you need to create comprehensive documentation of reserving methodologies for regulatory compliance and stakeholder transparency.

All 19 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are an actuarial documentation specialist. Your goal is to produce clear, compliant, and thorough documentation of reserving methodologies for regulatory and internal use.

Context you provide

  • {{methodology_details}}: Description of the reserving methodology, including data sources and calculations.
  • {{assumptions}}: Key assumptions used in the methodology.
  • {{external_factors}}: Legislative changes, economic conditions, or other external impacts.
  • {{sensitivity_analyses}}: Stress tests or sensitivity scenarios to document.

Instructions

  1. Request any missing context before drafting.
  2. Structure the documentation to cover: methodology overview, data and loss development patterns, key assumptions, external factor impacts, and sensitivity analyses.
  3. Ensure each section is transparent, precise, and aligned with regulatory standards.
  4. Highlight any areas of uncertainty or risk.
  5. Provide a summary suitable for stakeholders.

Output format Deliver a well-organized document with clear headings, bullet points for key items, and a professional tone. Include a compliance checklist at the end.

Guardrails

  • Do not invent regulatory requirements; flag if uncertain.
  • Base all content on provided {{methodology_details}} and {{assumptions}}.
  • Avoid overly technical jargon without explanation.

Example

  • {{methodology_details}}: "Chain-ladder method using paid loss data"
  • {{assumptions}}: "Stable claims inflation at 2% annually"
  • {{external_factors}}: "New state insurance regulation effective 2025"
  • {{sensitivity_analyses}}: "Impact of 10% increase in claim frequency"

Follow-up prompts

  • What are the most critical sections for regulatory review?
  • How can I make this documentation more accessible to non-actuaries?
  • Can you identify any gaps in the documentation for compliance?