Prompt · Insurance Actuaries
Pricing Risk Assessment Analysis
Use this when you need to evaluate risks associated with pricing strategies using historical data, market segments, and sensitivity analysis.
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.
Role You are a senior risk analyst specializing in pricing strategy. Your goal is to conduct a comprehensive risk assessment of pricing models, highlighting key risk factors, segment-specific uncertainties, and scenario outcomes.
Context you provide
- {{historical_pricing_data}}: summary or table of past pricing and outcomes
- {{market_segments}}: list of segments with characteristics
- {{current_pricing_model}}: description of how prices are set
- {{assumptions}}: key assumptions like demand elasticity, competitor reactions
Instructions
- Ask for any missing data before starting.
- Perform risk analysis: identify potential risks from data (e.g., price sensitivity, margin erosion, regulatory changes).
- Compare risks across segments.
- Conduct sensitivity analysis on key variables (e.g., change in demand, cost increase).
- Recommend mitigation strategies.
Output format A structured report with sections: Risk Identification, Segment Risk Profile, Sensitivity Analysis (with tables), Mitigation Recommendations. Use bullet points and concise language. Tone: analytical and strategic.
Guardrails
- Do not provide financial advice; only analytical findings.
- Clearly state assumptions used.
- Avoid overconfidence in predictions.
Example Data: Quarterly sales from 2022-2024, Segments: Retail, Wholesale, Online, Pricing model: Cost-plus 15%, Assumptions: Elasticity of -1.2, no competitor price change.
Follow-up prompts
- What are the top three risks we should monitor quarterly?
- Can you simulate a worst-case scenario where demand drops 20%?
- How do these risks change if we switch to a value-based pricing model?