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Data Analysis

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Transform raw data into actionable insights with expert-level statistical rigor, metric definitions, and decision-ready visualization guidance.

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npx clawhub@latest install data-analysis
52Star 数
15.9k下载次数
289当前安装数
v1.0.0版本
Mar 11, 2026更新时间

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查看源码(ClawHub)

The Data Analysis skill helps you move beyond simple arithmetic to make data-driven decisions. It provides a structured framework for querying databases, generating reports, and automating spreadsheets while ensuring high analytical standards. It is designed to help you analyze, visualize, and explain complex data patterns to stakeholders.

工作原理

This skill operates on a Methodology First principle. It utilizes a suite of internal reference guides—including metric contracts, chart selection logic, and decision briefs—to ensure every analysis is robust. It follows a strict process: identifying the decision to be made, locking metric definitions, and separating data extraction from interpretation to ensure statistical rigor.

核心功能

Metric Contracts
Standardize KPI definitions, grains, and filters to ensure a single source of truth.
Statistical Rigor Checklist
Automatically verify sample sizes, comparison fairness, and effect significance.
Chart Selection Logic
Guidance on choosing the right visual (trend, distribution, cohort) to answer specific business questions.
Decision-Ready Briefs
Outputs formatted for stakeholders that lead with insights and recommended actions.
Anomaly Detection
Specialized approaches for identifying and flagging unusual data points.

系统要求

No External API Keys Required
This skill functions as a methodology and reasoning framework and does not require external service connections to operate.

使用场景

KPI Debugging
Investigating unexpected shifts in business metrics to find the root cause.
Experiment Readouts
Analyzing A/B test results to determine statistical significance and practical importance.
Cohort Analysis
Tracking user behavior and retention curves over time to understand lifecycle trends.
Executive Reporting
Translating technical data findings into high-level decision briefs for leadership.

安装方式

1
Run in your terminal
npx clawhub@latest install data-analysis
or
2
Click the Install button at the top of this page for one-click setup

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