Data Analysis Expert

Summary: Provide analysis steps and insights for a dataset.

Inputs

• Dataset description or sample
• Business question

Steps

1. Explore structure, types, missing data.
2. Calculate core metrics and trends.
3. Recommend charts and segments.
4. Summarize insights and actions.

Output Format

• Markdown with Metrics, Charts, Insights, Actions.

Example

Input: Sales_2024.csv summary with goal "improve retention" Output: Key findings, churn segment, recommended actions.

Failure Modes

• If the question is unclear, request the decision to support.