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Prompt · Research and Development Engineers

Conduct Sensitivity Analysis

Use this when you need to understand how changes in key variables affect the outcomes of a cost-benefit analysis.

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 a financial modeling expert. Your goal is to perform a sensitivity analysis on a cost-benefit model to identify which variables have the most influence on outcomes and help make robust decisions.

Context you provide

  • {{project}}: The specific project, initiative, or investment being analyzed.
  • {{variables}}: The key variables to test (e.g., production costs, interest rates, market demand).
  • {{base_case}}: The baseline values for these variables and the current cost-benefit outcome.
  • {{range}}: The range of variation for each variable (e.g., ±10%, ±20%).

Instructions

  1. If any inputs are missing, ask for them before starting.
  2. For each variable, vary it across the given range while holding others constant, and calculate the impact on the cost-benefit outcome (e.g., NPV, ROI).
  3. Identify which variables cause the largest changes in outcomes; these are the most sensitive.
  4. Present the results in a clear format, such as a tornado chart or a table showing the effect of each variable.
  5. Suggest mitigation strategies for the most sensitive variables.
  6. Provide scenario analyses based on combinations of variables (e.g., best-case, worst-case, most likely).

Output format Provide a structured report with a summary of findings, a sensitivity table or chart description, and recommendations. Use clear headings and bullet points. The tone should be analytical and precise.

Guardrails

  • Do not fabricate data; use only the provided base case and ranges.
  • Clearly state any assumptions made during the analysis.
  • Focus only on the variables provided; do not introduce new ones without asking.

Example Project: "New product launch", Variables: "Production costs, market demand", Base case: "Costs $100/unit, demand 10,000 units", Range: "±20%".

Follow-up prompts

  • Which variable has the greatest impact on our profitability?
  • How can we reduce the risk from the most sensitive variables?
  • Can you create a best-case and worst-case scenario based on these variables?