Use case 01
When you need conclusions and recommendations, not just metrics and tables.
Data AnalystBusiness InsightsIntermediateSingle prompt
Opportunity Sizing AI Prompt
Opportunity Sizing is a intermediate prompt for business insights. This prompt is designed to turn analysis into decisions. It helps the AI extract the most important findings from the data, explain why they matter, and frame actions in business language rather than technical language. Use it when the audience cares more about implications and next steps than methodology. It is best suited for direct execution against a real dataset. The requested output can include more technical detail, prioritization, and interpretation while still staying practical.
Prompt text
Use this dataset to size the biggest business opportunity available: 1. Identify the metric that has the largest gap between current performance and best-in-class performance (either internal top performer or industry benchmark if known) 2. Calculate the revenue or metric impact of closing 25%, 50%, and 100% of that gap 3. Identify which segment, region, or cohort offers the fastest path to closing the gap 4. Estimate the effort level: is this gap likely due to a process issue (fixable quickly) or a structural issue (requires longer investment)? 5. Write a one-paragraph opportunity statement suitable for an internal business case
When to use this prompt
Use case 02
When preparing an update for leadership, product teams, or business stakeholders.
Use case 03
When the main goal is prioritization, decision support, or opportunity sizing.
Use case 04
When you want the AI to translate data into plain-English implications.
What the AI should return
The AI should return concise, prioritized findings written in business language, backed by specific numbers from the data. It should separate observations from recommendations, and make the recommended action feel concrete and accountable. Tables can be included when useful, but the narrative should remain the center of the response. The final result should be something a stakeholder could read quickly and act on.
How to use this prompt
1
Open your data context
Load your dataset, notebook, or working environment so the AI can operate on the actual project context.
2
Copy the prompt text
Use the copy button above and paste the prompt into the AI assistant or prompt input area.
3
Review the output critically
Check whether the result matches your data, assumptions, and desired format before moving on.
4
Chain into the next prompt
Once you have the first result, continue deeper with related prompts in Business Insights.
Frequently asked questions
What does the Opportunity Sizing prompt do?+
It gives you a structured business insights starting point for data analyst work and helps you move faster without starting from a blank page.
Who is this prompt for?+
It is designed for data analyst workflows and marked as intermediate, so it works well as a guided starting point for that level of experience.
What type of prompt is this?+
Opportunity Sizing is a single prompt. You can copy it as-is, adapt it, or use it as one step inside a larger workflow.
Can I use this outside MLJAR Studio?+
Yes. The prompt text works in other AI tools too, but MLJAR Studio is the best fit when you want local execution, visible Python code, and reusable notebooks.
What should I open next?+
Natural next steps from here are 5 Key Findings, Churn Risk Analysis, Data Storytelling Chain.