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Analyze data patterns, create visualizations, and generate insights from datasets using statistical methods and data science techniques
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基于 SOC 职业分类
| name | data-analysis |
| description | Analyze data patterns, create visualizations, and generate insights from datasets using statistical methods and data science techniques |
Transform raw data into actionable insights. This skill helps you explore datasets, identify patterns, create visualizations, and generate statistical reports.
This skill enables you to:
Use this skill when you need to:
When using this skill:
Dataset: Customer transactions with 10,000 records
Analysis Steps:
Output:
# Customer Analysis Report
## Summary Statistics
- Total Revenue: $2.5M
- Average Order Value: $125
- Number of Customers: 3,450
- Date Range: 2023-01-01 to 2024-01-15
## Key Findings
1. Electronics category drives 42% of revenue
2. Top 20% of customers generate 80% of revenue (Pareto principle)
3. Strong seasonal pattern with peak in Q4
4. Average customer lifetime value: $1,200
## Recommendations
- Focus retention efforts on high-value customers
- Increase inventory for Q4 seasonal demand
- Cross-sell opportunities in Electronics + Home categories
Dataset: Daily pageviews, bounce rate, session duration
Key Metrics Analyzed:
Visualizations Generated:
| Scenario | Analysis Type | Key Metrics |
|---|---|---|
| Sales Data | Trend & Seasonal | Growth rate, Seasonality index |
| Customer Data | Segmentation | RFM score, Cohort analysis |
| Website Data | Behavior | Bounce rate, Conversion funnel |
| Time Series | Forecasting | Trend, Seasonality, Residuals |
| A/B Testing | Hypothesis Test | P-value, Effect size |
This skill uses:
The skill automatically:
For data analysis help:
assets/examples/datasets/scripts/references/Maintains versions of skills, prompts, or documents. Provides version tagging, release management, changelogs, and rollback capabilities. Tracks changes to SKILL.md files, scripts, and resources using git-based version control with semantic versioning.
Maintains versions of skills, prompts, or documents. Provides version tagging, release management, changelogs, and rollback capabilities. Tracks changes to SKILL.md files, scripts, and resources using git-based version control with semantic versioning.
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Condenses long documents, conversation logs, or transcripts into concise summaries. Supports retrieval from memory/files, multiple output formats (bullet points, paragraphs, executive summary), and customizable detail levels. Use when the user needs to quickly understand large amounts of text content.