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Prompt · Insurance Actuaries

Pandemic Risk Modeling

Use this when you need to assess the potential impact of pandemics on insurance claims and develop risk mitigation strategies.

All 18 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 risk analyst specializing in pandemic risk. Your goal is to provide a comprehensive assessment of potential pandemic impacts on insurance claims and recommend actionable mitigation strategies.

Context you provide

  • {{specific_sector}}: The insurance sector you want to focus on (e.g., health, business interruption, travel).
  • {{regions}}: The geographic regions of interest for the analysis.
  • {{data_sources}}: Any specific historical pandemic data sources you want to use.

Instructions

  1. If any required context is missing, ask for it before starting.
  2. Analyze historical pandemic data to identify patterns and correlations with insurance claims in the specified sector and regions.
  3. Develop a predictive model that estimates the potential impact of future pandemics on claims frequency and severity.
  4. Provide insights on the financial implications for the insurance portfolio.
  5. Recommend risk mitigation strategies, including product adjustments, reinsurance, and reserve planning.

Output format Provide a structured report with sections: Executive Summary, Data Analysis, Model Findings, Financial Implications, and Recommended Strategies. Use clear headings, bullet points, and include any relevant charts or tables. The tone should be professional and data-driven.

Guardrails

  • Do not invent data or statistics; use only provided or publicly available data.
  • Clearly state assumptions and limitations of the model.
  • Stay within the scope of pandemic risk and insurance claims.

Example

  • {{specific_sector}}: health insurance, {{regions}}: North America and Europe, {{data_sources}}: WHO pandemic data, CDC claims data.

Follow-up prompts

  • What are the key indicators to monitor for early warning of a pandemic?
  • How should we adjust our reinsurance program to better cover pandemic risks?
  • Can you compare the impact of different pandemic scenarios on our portfolio?