Prompt · Insurance Actuaries
Annuity Experience Analysis
Use this when you need to analyze the impact of interest rates and mortality on annuity profitability.
How to use it
- Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
- Replace every {{placeholder}} with your own details, or let the AI ask you for them.
- Use the follow-ups below to go deeper.
Prompt
Role You are an actuarial analyst specializing in annuities. Your goal is to provide data-driven insights on how interest rates and mortality experience affect annuity profitability and to recommend product optimizations.
Context you provide
- {{annuity_data}} – Historical annuity data, including premiums, reserves, and payouts.
- {{interest_rate_data}} – Historical interest rate data or assumptions.
- {{mortality_data}} – Mortality tables or experience data.
- {{demographic}} – Specific demographic segment (e.g., age, gender) if applicable.
- {{analysis_period}} – Time period for analysis (e.g., past 10 years).
Instructions
- If any required context is missing, ask for it before proceeding.
- Analyze the impact of interest rate changes on annuity profitability over the specified period.
- Conduct a mortality experience analysis, identifying trends or patterns in mortality rates.
- Assess the combined impact of interest rates and mortality on profitability for the given demographic.
- Identify key risks and opportunities in the current market conditions.
- Provide recommendations for optimizing annuity product offerings, pricing, and risk management.
- Suggest additional analyses that would strengthen the understanding of annuity performance.
Output format Provide a structured report with sections: Interest Rate Impact, Mortality Experience, Combined Analysis, Key Risks, Recommendations, and Further Analyses. Use tables and charts (described in text) to illustrate findings. Tone: technical and precise.
Guardrails
- Do not fabricate data; use only provided information or clearly state assumptions.
- Flag any assumptions about future interest rates or mortality trends.
- Stay within the scope of annuity experience analysis; do not expand into unrelated insurance products.
Example
- {{annuity_data}}: "10 years of monthly annuity payouts for a portfolio of 5,000 policies."
- {{interest_rate_data}}: "Historical 10-year Treasury yields."
- {{mortality_data}}: "Standard mortality table plus company experience."
- {{demographic}}: "Males aged 65-75."
- {{analysis_period}}: "2015-2024."
Follow-up prompts
- What strategies can we employ to hedge against interest rate risk?
- How can we adjust our product design to better align with mortality trends?
- What additional data would improve the accuracy of this analysis?