cognitive-biases

Audit product designs for cognitive biases and propose ethical alternatives.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/suwandre/my-opencode-config --skill cognitive-biases-suwandre
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: cognitive-biases
Source: https://github.com/suwandre/my-opencode-config/tree/main/skills/cognitive-biases
Command: npx skills add https://github.com/suwandre/my-opencode-config --skill cognitive-biases-suwandre

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Cognitive biases influence user decisions and can lead to unethical or suboptimal design; this skill provides principles, frameworks, and practical guidance to help teams design experiences that respect users and improve outcomes.

Core Features & Use Cases

  • Core biases: Anchoring, Loss Aversion, Availability, Confirmation, Planning Fallacy, Framing, Sunk Cost, Social Proof, Scarcity with examples and practical guidance.
  • Ethical guidelines: Clear decision-making framework to avoid dark patterns and ensure pricing transparency.
  • Audit & analysis: Tools like the context files, bias taxonomy, and quick-reference decision aids for UX decision points.

Quick Start

Audit a signup flow for bias cues and propose ethical alternatives.

Frequently Asked Questions about cognitive-biases

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit my product design for cognitive biases and dark patterns?

To audit product design for cognitive biases, apply a structured bias taxonomy and ethical guidelines to UX decision points. This process identifies unethical cues in designs and research artifacts, proposing ethical alternatives for onboarding and conversion optimization.

What cognitive biases should I consider when designing user onboarding flows?

When designing user onboarding flows, consider biases like Anchoring, Loss Aversion, Social Proof, and Scarcity. Analyzing these biases helps teams create onboarding experiences that respect user decisions and improve overall product outcomes ethically.

How does cognitive bias knowledge improve UX conversion optimization?

Cognitive bias knowledge improves UX conversion optimization by providing a framework to evaluate user decision-making. It applies principles like Framing and Availability to design choices, ensuring conversion tactics avoid dark patterns and maintain pricing transparency.

Can I use an ethical decision-making framework to avoid dark patterns in pricing?

Yes, you can use an ethical decision-making framework to avoid dark patterns in pricing. The framework provides clear guidelines for pricing transparency, ensuring that design decisions respect users and prevent unethical application of biases like Sunk Cost.

What is the best way to analyze research artifacts for unethical UX design?

The best way to analyze research artifacts for unethical UX design is to apply a cognitive bias analysis framework. This method uses quick-reference decision aids and a core bias taxonomy to evaluate user research findings and identify suboptimal design decisions.

When should I not use cognitive bias principles in product design?

You should not use cognitive bias principles in product design when the goal is to intentionally manipulate user behavior for short-term conversion gains. Applying biases without ethical guidelines leads to dark patterns, degrading user trust and causing suboptimal long-term outcomes.