A powerful tool for visualizing how variable fluctuations impact project outcomes through automated tornado charts and scenario analysis.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install sensitivity-charts
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install sensitivity-charts using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Sensitivity Charts?
The Sensitivity Charts skill enables AI agents to perform rigorous risk assessments by mapping the relationship between input variables and final results. By leveraging Openclaw Skills, developers and analysts can quickly identify which factors—such as price, volume, or cost—exert the most influence on a project's success metrics.
This skill transforms raw data into structured visual representations, making it easier to communicate uncertainty and justify strategic decisions based on quantitative what-if modeling. It is designed to help users move beyond static estimates toward a dynamic understanding of project sensitivity.
Sensitivity Charts Use Cases
- Conducting financial risk assessments for new project launches or capital investments.
- Identifying critical business drivers during quarterly planning or budgeting cycles.
- Developing breakeven analysis models for product pricing strategies.
- Generating tornado charts to visualize the impact of supply chain cost fluctuations.
- Evaluating optimistic and pessimistic scenarios for project management and resource allocation.
How Sensitivity Charts Works
- Define the core decision or project metric to be analyzed, such as total profit or Net Present Value.
- Identify the key variables to test, including price points, volume, and operational costs.
- Assign realistic ranges (low case and high case) to each variable relative to a base case.
- Calculate the delta impact of each variable's fluctuation on the final outcome.
- Generate a tornado chart to visually rank variables by their sensitivity and impact magnitude.
- Execute scenario analysis to determine the expected value across probability-weighted outcomes.
Sensitivity Charts Setup
To integrate this capability into your workflow, ensure the skill is available in your agent environment. You can initialize the analysis by providing specific arguments for your model.
# Example command to trigger sensitivity analysis via Openclaw Skills
openclaw run sensitivity-charts --args "Price=100,Volume=1M,Cost=50"
Configure your environment variables to define the default ranges (e.g., ±10%) for the variables you wish to monitor.
Sensitivity Charts Data Schema & Taxonomy
The skill organizes analysis into structured tables and visual summaries to ensure clarity:
| Component | Description | Format |
|---|---|---|
| Impact Ranking | Table showing base, low, high cases, and total dollar impact. | Markdown Table |
| Scenario Analysis | NPV, Probability, and Expected Value across scenarios. | Markdown Table |
| Tornado Chart | ASCII-based visualization of relative sensitivity. | Code Block |
| Key Findings | Bulleted list of most/least sensitive factors and breakeven points. | Markdown List |
Sensitivity Charts Advanced Features
- Automated ranking of variables based on impact magnitude to prioritize risk mitigation.
- Integrated probability-weighted expected value calculations for complex financial modeling.
- Support for custom what-if triggers to evaluate specific operational changes on the fly.
- AI-driven risk mitigation strategy generation based on sensitivity findings within Openclaw Skills.
- Customizable scenario modeling for optimistic, pessimistic, and base-case distributions.
SKILL.md
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