How does the skill validate model accuracy?

It performs automated validation and provides key performance metrics such as R-squared and Root Mean Square Error (RMSE) to evaluate reliability.

How do I trigger the regression analysis process?

You can trigger the skill by asking Claude to 'analyze', 'review', or 'examine' a specific dataset or data file.

What types of regression models does this skill support?

The skill generates appropriate models based on your data structure, including linear and polynomial regression models.

Can I use this skill for sales forecasting?

Yes, it is ideal for analyzing historical sales data to identify trends and predict future performance using regression modeling.

Regression Analysis Tool

Name: Regression Analysis Tool
Author: jeremylongshore

byjeremylongshore

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896

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データサイエンスとML

Automates the generation, validation, and performance reporting of regression models to derive actionable insights from complex datasets.

This skill empowers Claude to function as a specialized data science assistant by leveraging the regression-analysis-tool plugin to analyze datasets and build predictive models. It automates the selection of appropriate regression types—such as linear or polynomial—identifies relationships between independent and dependent variables, and performs rigorous model validation. Whether you are predicting market trends or evaluating model accuracy, this skill provides the necessary performance metrics and structural insights to ensure data-driven decisions are grounded in statistical reliability.

主な機能

01Automated generation of linear and polynomial regression models

02Comprehensive data structure and relationship analysis

03Rigorous model validation and accuracy checking

04Trend identification and future value prediction capabilities

05896 GitHub stars

06Detailed performance reporting including R-squared and RMSE metrics

ユースケース

01Identifying and visualizing long-term trends within business or scientific datasets

02Validating the reliability and effectiveness of existing statistical models

03Predicting numerical values like house prices or sales revenue based on historical variables

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills performing-regression-analysis

For use in Claude.ai and ChatGPT

Download Skill

主な機能

01Automated generation of linear and polynomial regression models

02Comprehensive data structure and relationship analysis

03Rigorous model validation and accuracy checking

04Trend identification and future value prediction capabilities

05896 GitHub stars

06Detailed performance reporting including R-squared and RMSE metrics

ユースケース

01Identifying and visualizing long-term trends within business or scientific datasets

02Validating the reliability and effectiveness of existing statistical models

03Predicting numerical values like house prices or sales revenue based on historical variables

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills performing-regression-analysis

For use in Claude.ai and ChatGPT

Download Skill