How does the skill determine the best model to use?

Claude analyzes the provided data for specific traits such as autocorrelation, stationarity, and seasonal cycles to determine which mathematical model will yield the most accurate prediction.

Can this skill handle messy or incomplete datasets?

While the skill includes data analysis steps, optimal results require clean and complete historical data. It will identify key characteristics but works best with standardized time-series inputs.

Which forecasting models does this skill support?

The skill intelligently selects the most appropriate model based on your data characteristics, commonly utilizing industry standards like ARIMA for stationary data and Prophet for data with strong seasonality.

Does it provide confidence intervals for its predictions?

Yes, the skill generates predictions along with confidence intervals to help you understand the range of probable outcomes and the level of uncertainty in the forecast.

Time Series Forecaster

Name: Time Series Forecaster
Author: jeremylongshore

byjeremylongshore

•

1,031

データサイエンスとML

Analyzes historical time-dependent data to predict future trends and patterns using advanced statistical models.

概要

The Time Series Forecaster skill enables Claude to perform sophisticated temporal data analysis, helping users predict future values like sales, traffic, or stock prices. By automating data cleaning, identifying seasonality, and selecting optimal models like ARIMA or Prophet, it transforms raw historical datasets into actionable insights with confidence intervals, making it an essential tool for data-driven decision-making within the Claude Code environment.

主な機能

Statistical performance evaluation using MAE and RMSE
1,031 GitHub stars
Future value prediction with confidence intervals
Automated data analysis and pattern recognition
Automated trend and seasonality identification
Intelligent model selection including ARIMA and Prophet

ユースケース

Predicting future website or API traffic for infrastructure scaling
Analyzing financial trends and stock price movements over time
Forecasting quarterly sales based on multi-year historical data

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills forecasting-time-series-data

For use in Claude.ai and ChatGPT

Download Skill

GitHub

概要