What are the bias severity levels used in this skill?

Biases are categorized as Minor (note and monitor), Moderate (pause to apply correction techniques), or Major (stop and remediate or restart the analysis).

When is the best time to use the Bias Audit Checklist?

The checklist should be used during 'decision gates,' such as finalizing an architecture design, selecting a new tech stack, or before committing to a major project milestone.

How does the Bias Detection skill improve software development?

It provides a framework to identify systematic errors in logic, such as the Planning Fallacy during estimation or Confirmation Bias during debugging, leading to more accurate timelines and robust code.

Can this skill help with team dynamics?

Yes, it includes specific strategies to counter Groupthink, such as formalizing a devil's advocate role and collecting independent opinions before group discussion.

Bias Detection Reference

Name: Bias Detection Reference
Author: wme3

bywme3

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Productivity & Workflow

Identifies and corrects cognitive biases to ensure objective and rational decision-making during development and project planning.

The Bias Detection skill provides a robust framework for identifying systematic errors in reasoning that often undermine project quality and strategic decisions. It categorizes common biases like confirmation bias, anchoring, and groupthink into clear severity levels, offering specific detection signs and actionable correction techniques for each. By integrating this library into critical decision gates—such as contrarian analysis, architectural reviews, or project calibration—teams can proactively mitigate risks like the planning fallacy and sunk cost commitments, leading to more predictable outcomes and higher-quality technical assessments.

Key Features

01Detailed correction techniques for overconfidence and the planning fallacy

02Systematic Bias Audit Checklist for thorough decision reviews

033 GitHub stars

04Structural safeguards against groupthink and framing effects

05Severity-based evaluation system to prioritize decision remediation

06Comprehensive cognitive bias library with actionable mitigation strategies

Use Cases

01Refining technical estimations to combat the planning fallacy and anchoring

02Facilitating objective architectural reviews and contrarian analysis

03Conducting project pre-mortems to identify hidden risks before implementation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add wme3/deliberatedecisions bias-detection

For use in Claude.ai and ChatGPT

Download Skill