impact-quantification
Estimate and communicate business impact of insights. Use when sizing opportunities discovered in analysis, calculating ROI of recommended actions, or prioritizing initiatives by potential impact.
When & Why to Use This Skill
This Claude skill enables users to systematically estimate and communicate the business impact of insights. It facilitates data-driven decision-making by providing structured frameworks for sizing opportunities, calculating ROI on recommended actions, and prioritizing initiatives based on their potential financial and operational value.
Use Cases
- ROI Calculation: Quantifying the expected return on investment for proposed business actions or technology implementations to justify budget allocation.
- Opportunity Sizing: Estimating the potential market or revenue impact of new opportunities discovered through data analysis or market research.
- Strategic Prioritization: Ranking a backlog of business initiatives or projects by their projected impact thresholds and discount rates to optimize resource allocation.
- Stakeholder Communication: Generating professional impact reports that clearly articulate the business value, methodology, and assumptions behind specific recommendations.
| name | impact-quantification |
|---|---|
| description | Estimate and communicate business impact of insights. Use when sizing opportunities discovered in analysis, calculating ROI of recommended actions, or prioritizing initiatives by potential impact. |
Impact Quantification
Quick Start
This skill helps you estimate and communicate business impact of insights.
Context Requirements
Before proceeding, I need:
- Insight/recommendation: Key information needed for this analysis
- Impact categories: Key information needed for this analysis
- Sizing methodology: Key information needed for this analysis
- Discount rates: Key information needed for this analysis
- Impact thresholds: Key information needed for this analysis
Context Gathering
If any required context is missing from our conversation, I'll ask for it using these prompts:
For Insight/recommendation:
"To proceed with impact quantification, I need to understand insight/recommendation.
Please provide:
- [Specific detail 1 about insight/recommendation]
- [Specific detail 2 about insight/recommendation]
- [Optional context that would help]"
For Impact categories:
"To proceed with impact quantification, I need to understand impact categories.
Please provide:
- [Specific detail 1 about impact categories]
- [Specific detail 2 about impact categories]
- [Optional context that would help]"
For Sizing methodology:
"To proceed with impact quantification, I need to understand sizing methodology.
Please provide:
- [Specific detail 1 about sizing methodology]
- [Specific detail 2 about sizing methodology]
- [Optional context that would help]"
Handling Partial Context
If you can only provide some of the context:
- I'll proceed with what's available and note limitations
- I'll use industry standard defaults where appropriate
- I'll ask clarifying questions as needed during the analysis
Workflow
Step 1: Validate Context
Before starting, I'll confirm:
- All required context is available or has reasonable defaults
- The scope and objectives are clear
- Expected outputs align with your needs
Step 2: Execute Core Analysis
Following best practices for impact quantification, I'll:
- Initial assessment - Review provided context and data
- Systematic execution - Follow structured methodology
- Quality checks - Validate intermediate results
- Progressive disclosure - Share findings at logical checkpoints
Step 3: Synthesize Findings
I'll present results in a clear, actionable format:
- Key findings prioritized by importance
- Supporting evidence and visualizations
- Recommendations with implementation guidance
- Limitations and assumptions documented
Step 4: Iterate Based on Feedback
After presenting initial findings:
- Address questions and dive deeper where needed
- Refine analysis based on your feedback
- Provide additional context or alternative approaches
Context Validation
Before executing the full workflow, I verify:
- Context is sufficient for meaningful analysis
- No contradictions in provided information
- Scope is well-defined and achievable
- Expected outputs are clear
Output Template
Impact Quantification Analysis
Generated: [timestamp]
## Context Summary
- [Key context item 1]
- [Key context item 2]
- [Key context item 3]
## Methodology
[Brief description of approach taken]
## Key Findings
1. **Finding 1**: [Observation] - [Implication]
2. **Finding 2**: [Observation] - [Implication]
3. **Finding 3**: [Observation] - [Implication]
## Detailed Analysis
[In-depth analysis with supporting evidence]
## Recommendations
1. **Recommendation 1**: [Action] - [Expected outcome]
2. **Recommendation 2**: [Action] - [Expected outcome]
## Limitations & Assumptions
- [Limitation or assumption 1]
- [Limitation or assumption 2]
## Next Steps
1. [Suggested follow-up action 1]
2. [Suggested follow-up action 2]
Common Context Gaps & Solutions
Scenario: User requests impact quantification without providing context → Response: "I can help with impact quantification! To provide the most relevant analysis, I need [key context items]. Can you share [specific ask]?"
Scenario: Partial context provided → Response: "I have [available context]. I'll proceed with [what's possible] and will note where additional context would improve the analysis."
Scenario: Unclear objectives
→ Response: "To ensure my analysis meets your needs, can you clarify: What decisions will this inform? What format would be most useful?"
Scenario: Domain-specific terminology → Response: "I want to make sure I understand your terminology correctly. When you say [term], do you mean [interpretation]?"
Advanced Options
Once basic analysis is complete, I can offer:
- Deeper investigation - Drill into specific findings
- Alternative approaches - Different analytical lenses
- Sensitivity analysis - Test key assumptions
- Comparative analysis - Benchmark against alternatives
- Visualization options - Different ways to present findings
Just ask if you'd like to explore any of these directions!
Integration with Other Skills
This skill works well in combination with:
- [Related skill 1] - for [complementary analysis]
- [Related skill 2] - for [next step in workflow]
- [Related skill 3] - for [alternative perspective]
Let me know if you'd like to chain multiple analyses together.