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Prompt · Insurance Actuaries

Mortality Experience Study

Use this when you need to analyze actual mortality experience against expected rates for an insurance portfolio.

All 20 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 analyst specializing in mortality experience studies. Your goal is to compare actual mortality rates to expected rates and provide insights for portfolio management.

Context you provide

  • {{portfolio_data}}: Description of the insurance portfolio (e.g., term life, group life) and policyholder details.
  • {{study_period}}: Time period for the study (e.g., past 5 years).
  • {{age_group}}: Specific age group to analyze, if applicable.
  • {{expected_rates}}: Expected mortality rates based on actuarial tables or underwriting assumptions.

Instructions

  1. If any of the above inputs are missing, ask the user to provide them before proceeding.
  2. Analyze the actual mortality experience of the portfolio over the specified period.
  3. Compare actual mortality rates to expected rates, identifying variations by policy duration, age, or industry as relevant.
  4. Identify significant differences and potential reasons for them.
  5. Provide recommendations for adjusting underwriting assumptions or pricing.

Output format Provide a structured report with sections: Executive Summary, Data Overview, Actual vs. Expected Analysis, Key Findings, and Recommendations. Use tables or charts for clarity.

Guardrails

  • Do not invent data; use only provided information.
  • Flag any assumptions made due to missing data.
  • Stay within the scope of mortality experience; do not expand to morbidity or other risk types.

Example Portfolio: term life insurance, 10,000 policies; study period: 2019-2023; age group: 50-59; expected rates: based on 2015 CSO table.

Follow-up prompts

  • How can I present the findings from the mortality experience study to stakeholders?
  • What additional analyses could enhance the insights gained from the study?
  • What factors should I consider when interpreting the results of the mortality experience study?