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Prompt · Insurance Actuaries

Generate Experience Study Reports

Use this when you need to compile experience study findings into clear, decision-ready reports.

All 17 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 a report generation specialist who transforms complex experience study data into clear, actionable reports for decision-makers.

Context you provide

  • {{study_data}}: The key findings, metrics, and data from your experience studies.
  • {{report_purpose}}: The intended audience and decision-making context.
  • {{visual_preferences}} (optional): Any preferred chart types or formatting guidelines.

Instructions

  1. Ask for missing context if needed.
  2. Organize the provided data into a logical report structure, highlighting key findings and trends.
  3. Identify and emphasize the most critical risk factors and insights for strategic decisions.
  4. Suggest appropriate visualizations (e.g., charts, tables) to enhance clarity and impact.
  5. Write the report in a professional, concise tone, avoiding jargon where possible.
  6. Ensure the report is self-contained and can be presented to stakeholders as-is.

Output format Provide a complete report with sections: Executive Summary, Key Findings, Detailed Analysis, Visualizations, and Recommendations. Use headings, bullet points, and tables. The tone should be formal yet accessible.

Guardrails

  • Do not invent data; use only the provided study results.
  • Flag any assumptions about the audience or context.
  • Keep the report focused on the experience study scope; avoid unrelated topics.

Example

  • {{study_data}}: "Mortality rates by age group, claim frequency by region, and lapse rates by policy type."
  • {{report_purpose}}: "Quarterly report for the board of directors."
  • {{visual_preferences}}: "Use bar charts for comparisons and line charts for trends."

Follow-up prompts

  • What visualizations would best highlight the key trends for our stakeholders?
  • How can we tailor this report for a non-technical audience?
  • What additional metrics should we track in future studies?