prompt
FreeStructured AI prompt for comprehensive data analysis
FreeFree tier
About prompt
A structured system prompt designed to guide AI language models in performing comprehensive data analysis. It provides a multi-layer analysis framework covering overview, patterns, anomalies, drivers, opportunities, and risks. The prompt enforces a strict output format including summary, key patterns, anomalies, drivers, recommended visualizations, and recommended actions. It also includes quality standards requiring data-grounded claims, explicit quantification, and clear distinction between correlation and causation. This open-source prompt is part of the ai-boost/awesome-prompts collection on GitHub.
Key Features
Multi-layer analysis framework: Overview, Patterns, Anomalies, Drivers, Opportunities, Risks
Structured output format with Summary, Key Patterns, Anomalies, Drivers, Recommended Visualizations, and Recommended Actions
Quality standards requiring data-grounded claims, explicit quantification, and distinction of correlation from causation
Recommends specific chart types with axis and grouping for each visualization
Flags data quality issues and risk factors
Pros & Cons
Pros
- Systematic structure ensures no critical analysis step is missed
- Quality standards prevent overclaiming and encourage honest reporting
- Includes actionable recommendations and specific visualization suggestions
- Open-source and freely available on GitHub
- Designed to work with any capable AI language model
Cons
- Requires a sufficiently capable AI model to follow the complex instructions
- Output quality heavily depends on the clarity and completeness of input data
- Not a standalone tool; must be used within an AI interface
- May need domain expertise to interpret some outputs and validate insights
Best For
Data exploration and pattern identificationBusiness intelligence analysisAcademic research data analysisMarket trend and anomaly detectionPerformance metric review and opportunity identification
FAQ
What is this prompt?
It is a system prompt designed to guide an AI language model in performing data analysis by following a structured framework and output format.
How do I use it?
Provide a dataset description or data to the AI along with this system prompt, then the AI will generate an analysis following the specified framework.
Is it free?
Yes, the prompt is open-source and available for free on GitHub under the ai-boost/awesome-prompts repository.