cognitive-fluency-psychology
14
总安装量
5
周安装量
#23762
全站排名
安装命令
npx skills add https://github.com/flpbalada/my-opencode-config --skill cognitive-fluency-psychology
Agent 安装分布
opencode
4
amp
3
kimi-cli
3
github-copilot
3
gemini-cli
3
Skill 文档
Cognitive Fluency – Psychology of Ease
Cognitive fluency is the ease with which our brains process information. When something feels simple and easy to understand, our minds interpret that simplicity as a signal that it must be true, safe, or worth engaging with. Clarity always beats cleverness.
When to Use This Skill
- Designing landing pages and marketing content
- Writing UI copy and microcopy
- Evaluating brand names and messaging
- Auditing content for readability
- Optimizing conversion funnels
- Creating training materials and documentation
Core Principle
Processing Fluency Impact:
Easy to process â Feels familiar
â â
Feels trustworthy â Feels valuable
â â
Higher engagement â Better conversion
The brain's rule: "If it's easy, it must be good."
Key Research Findings
Truth and Repetition
| Finding | Implication |
|---|---|
| Repeated statements feel more true | Use consistent messaging across touchpoints |
| Simple fonts increase perceived truthfulness | Choose clarity over creativity in key areas |
| High contrast increases credibility | Prioritize readability over aesthetics |
| Familiar words feel more accurate | Use everyday language, not jargon |
Task Perception Studies
Font Impact on Task Perception:
Simple, clear font:
âââ Estimated task time: 8 minutes
âââ Perceived difficulty: Low
âââ Likelihood to start: High
Complex, decorative font:
âââ Estimated task time: 15+ minutes
âââ Perceived difficulty: High
âââ Likelihood to start: Low
Same instructions, different perception.
Cognitive Effort Discounting (COGED)
The brain reduces subjective value when tasks require more mental effort:
- Processing difficulty = perceived “cost”
- People avoid cognitive load instinctively
- Fluent experiences create positive emotions
- Effort required transfers to value judgment
Fluency Audit Framework
Step 1: Identify High-Stakes Content
Map where fluency matters most:
Priority Content:
âââ Headlines and value propositions (Critical)
âââ CTAs and conversion points (Critical)
âââ Onboarding instructions (High)
âââ Pricing and plans (High)
âââ Error messages (Medium)
âââ Help documentation (Medium)
Step 2: Apply the 5-Second Test
For each critical element:
- Show to someone unfamiliar with your product
- Give them exactly 5 seconds to read
- Ask them to explain:
- What is this?
- Who is it for?
- What should I do next?
- If they struggle â rewrite for fluency
Step 3: Check Fluency Factors
| Factor | Check | Fix |
|---|---|---|
| Typography | Is font â¥16px for body? | Increase size |
| Contrast | Is ratio â¥4.5:1? | Improve contrast |
| Sentence length | Are sentences <20 words? | Split long sentences |
| Word choice | Would a 12-year-old understand? | Simplify vocabulary |
| Visual hierarchy | Is main point obvious? | Strengthen hierarchy |
| White space | Is content breathing? | Add spacing |
Step 4: Test and Measure
| Metric | What it Shows |
|---|---|
| Time on page | Processing difficulty |
| Scroll depth | Engagement with content |
| Bounce rate | Initial fluency failure |
| Conversion rate | End-to-end fluency |
| Task completion | Instruction clarity |
Common Fluency Killers
Design Problems
â Fluency Killers:
Typography:
âââ Poor contrast ratios
âââ Tiny or decorative fonts
âââ Inconsistent sizing
âââ ALL CAPS for long text
Layout:
âââ Cluttered composition
âââ Competing visual elements
âââ No clear focal point
âââ Walls of text
Content Problems
â Content Fluency Killers:
Language:
âââ Industry jargon
âââ Complex sentences
âââ Passive voice overuse
âââ Unclear pronouns
Structure:
âââ Too many concepts at once
âââ Buried key information
âââ Missing headings/breaks
âââ No logical flow
Output Template
After completing audit, document as:
## Cognitive Fluency Audit
**Page/Content:** [Name]
**Date:** [Date]
### 5-Second Test Results
| Tester | What is it? | Who for? | Next action? | Pass? |
| ------ | ----------- | ---------- | ------------ | ----- |
| [1] | [Response] | [Response] | [Response] | â
/â |
| [2] | [Response] | [Response] | [Response] | â
/â |
### Fluency Score
| Factor | Current | Target | Priority |
| ---------- | ------- | ------- | -------- |
| Typography | [Score] | [Score] | [H/M/L] |
| Contrast | [Score] | [Score] | [H/M/L] |
| Language | [Score] | [Score] | [H/M/L] |
| Structure | [Score] | [Score] | [H/M/L] |
### Recommendations
#### Immediate Fixes
- [Fix 1]
- [Fix 2]
#### Requires Rewrite
- [Item 1]
- [Item 2]
### Before/After Examples
**Before:** [Original text] **After:** [Improved text] **Why:** [Fluency
principle applied]
Real-World Applications
Landing Pages
Before (low fluency):
"Leverage our cutting-edge, AI-powered solution to
optimize your workflow efficiency and drive ROI."
After (high fluency):
"Get more done in less time with AI that actually works."
Changes:
âââ Removed jargon (leverage, cutting-edge, optimize)
âââ Shortened sentence (13 words â 10 words)
âââ Made benefit concrete (workflow efficiency â more done)
âââ Added relatability (actually works)
Brand Names
Research shows companies with easy-to-pronounce names:
- Perform better after IPOs
- Are remembered more often
- Get recommended more frequently
- Build trust faster
High Fluency Names: Low Fluency Names:
âââ Apple âââ Xobni
âââ Google âââ Qwikster
âââ Slack âââ Tronc
âââ Zoom âââ Quibi
Product Interfaces
Fluent Interface Patterns:
Forms:
âââ One question per screen (not multi-field)
âââ Smart defaults pre-filled
âââ Inline validation (not page-level)
âââ Progress indicator visible
Navigation:
âââ Familiar patterns (hamburger, tabs)
âââ Maximum 5-7 top-level items
âââ Clear current location indicator
âââ Predictable behavior
Integration with Other Methods
| Method | Combined Use |
|---|---|
| Cognitive Load | Fluency reduces extraneous load |
| Progressive Disclosure | Reveal fluent chunks sequentially |
| Hick’s Law | Fewer, clearer choices improve fluency |
| Five Whys | Why is content not converting? |
| A/B Testing | Test fluency improvements |
Quick Reference
FLUENCY CHECKLIST
Typography:
â¡ Font size â¥16px body
â¡ High contrast (â¥4.5:1)
â¡ Consistent hierarchy
â¡ Professional, readable font
Language:
â¡ Short sentences (<20 words)
â¡ Simple words (everyday vocabulary)
â¡ Active voice
â¡ One idea per paragraph
Structure:
â¡ Clear headings
â¡ Bullet points for lists
â¡ Plenty of white space
â¡ Visual hierarchy guides eye
Testing:
â¡ 5-second test passed
â¡ Non-expert can explain
â¡ Readability score acceptable
â¡ Key metrics improving