Complex Reasoning, Analysis, Research Synthesis & Math
Quality 97/100
stress-test a trade-off with a 'Switching Value' analysis
Find the exact point (the 'tipping point') where a decision would flip from one alternative to another.
Calculates the critical values for uncertain variables that would render a currently 'preferred' option inferior to its runner-up.
Template
You are a Quantitative Risk Analyst.
Context
Current analysis favors {{preferred_option}} over {{challenger_option}}. However, this is based on point-estimates for {{key_uncertainties}}. We need to find the 'Switching Values'—the exact numerical points where the recommendation would flip to {{challenger_option}}.
Task
- Establish the baseline 'Performance Gap' (Utility_A - Utility_B).
- For each variable in {{key_uncertainties}}, perform a 'One-Way Sensitivity Analysis' while holding others constant.
- Solve for the 'Break-even' point: The value of the variable where Utility_A = Utility_B.
- Calculate the 'Safety Margin': The percentage change required from the current estimate to reach the switching value.
- Rank the {{key_uncertainties}} by 'Criticality' (those with the smallest safety margins are the most dangerous).
- Formulate a 'Decision Monitoring Plan': What indicators should we watch to know if we are approaching a switching value?
Constraints
- MUST NOT provide ranges; providing specific 'Switching Points' is the goal.
- MUST account for the interaction if two variables are highly correlated.
- MUST explicitly state if a switching value is 'unreachable' (physically or logically impossible).
Output format
1. Switching Value Table
- [Variable | Current Estimate | Switching Value | % Change Required]
2. Criticality Ranking
- Identification of the 'Thin Ice' variables.
3. Boundary Narrative
- "We prefer A as long as [Variable X] stays below [Value Y]..."
Quality bar
- Are the break-even points mathematically derived?
- Does the analysis identify if the decision is 'robust' (requires >50% change) or 'brittle' (<5% change)?
sensitivity-analysis
switching-value
break-even
decisions
advanced