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contribution-analysis

Calculate the relative contribution of different factors to a response variable using R² decomposition. Use when you need to quantify how much each factor explains the variance of an outcome.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
781
Hot score
99
Updated
March 20, 2026
Overall rating
C4.3
Composite score
4.3
Best-practice grade
A92.0

Install command

npx @skill-hub/cli install benchflow-ai-skillsbench-contribution-analysis

Repository

benchflow-ai/SkillsBench

Skill path: tasks/lake-warming-attribution/environment/skills/contribution-analysis

Calculate the relative contribution of different factors to a response variable using R² decomposition. Use when you need to quantify how much each factor explains the variance of an outcome.

Open repository

Best for

Primary workflow: Ship Full Stack.

Technical facets: Full Stack.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: benchflow-ai.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install contribution-analysis into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/benchflow-ai/SkillsBench before adding contribution-analysis to shared team environments
  • Use contribution-analysis for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

contribution-analysis | SkillHub