When is the best time to use this skill?

It is best used during architectural reviews, research phases, or whenever you need to resolve conflicting data points from multiple sources.

Can it help identify biased reporting?

Yes, it includes a built-in 'Red Flag' checklist designed to detect issues like cherry-picking, survivorship bias, and conflicts of interest in sources.

What is the main benefit of the Evidence Evaluation skill?

It provides a structured, objective way to measure the trustworthiness of information and data before making critical project decisions.

How does the skill score evidence?

It evaluates evidence across four dimensions—Credibility, Methodology, Recency, and Relevance—rating each from Low to High to produce a total score out of 12.

Evidence Evaluation Framework

Name: Evidence Evaluation Framework
Author: wme3

bywme3

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Productivity & Workflow

Evaluates the quality and reliability of data, claims, and assumptions to support rigorous, evidence-based decision-making.

The Evidence Evaluation skill provides a systematic framework for Claude to distinguish between verified facts and unproven assumptions. It utilizes a multi-dimensional scoring system—assessing credibility, methodology, recency, and relevance—to help users validate sources and identify logical red flags such as survivorship bias, cherry-picking, or conflicts of interest. This skill is essential for teams conducting technical research, architectural reviews, or any high-stakes project where data integrity and objective analysis are paramount.

Key Features

01Numerical quality scoring (1-12 scale) for objective assessment

02Fact vs. Assumption distinction and verification mapping

03Multi-dimensional source quality scoring (Credibility, Methodology, Recency, Relevance)

04Standardized evidence documentation templates

053 GitHub stars

06Automated 'Red Flag' detection for logical fallacies and biases

Use Cases

01Building rigorous, evidence-backed arguments for stakeholders

02Fact-checking internal assumptions during architectural planning

03Evaluating third-party technical reports or vendor claims

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add wme3/deliberatedecisions evidence-evaluation

For use in Claude.ai and ChatGPT

Download Skill