curiosity-gap
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安装命令
npx skills add https://github.com/flpbalada/my-opencode-config --skill curiosity-gap
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opencode
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claude-code
2
amp
1
cursor
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kimi-cli
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codex
1
Skill 文档
Curiosity Gap – Psychology of Information Seeking
The curiosity gap is a psychological phenomenon where people experience an unpleasant feeling of uncertainty when aware of missing information, creating intense motivation to fill that knowledge gap. Based on George Loewenstein’s Information Gap Theory, curiosity functions like a drive stateâsimilar to hungerâcompelling people to seek resolution.
When to Use This Skill
- Writing headlines and subject lines
- Designing notification strategies
- Creating onboarding and feature discovery flows
- Planning content marketing
- Building engagement loops
- Designing product reveals and launches
Psychological Foundation
Information Gap Theory (Loewenstein, 1994):
Knowledge Gap Detected
â
Cognitive Tension (uncomfortable uncertainty)
â
Drive-State Activation (like hunger)
â
Attention Focus (on missing information)
â
Action to Resolve (click, read, explore)
â
Reward (caudate nucleus activation)
Neuroscience
fMRI studies show curiosity activates:
- Caudate nucleus: Reward anticipation
- Inferior frontal gyrus: Information seeking
- Same regions activated by monetary rewards
Curiosity is literally rewarding to resolve.
Curiosity Gap Anatomy
Effective Curiosity Gap Structure:
âââââââââââââââââââââââââââââââââââââââââââââââââââââââ
â â
â REVEAL enough to: CONCEAL enough to: â
â âââ Establish relevance âââ Create uncertainty â
â âââ Build interest âââ Trigger motivation â
â âââ Signal value âââ Drive action â
â â
â Balance Point: User knows WHAT but not HOW/WHY â
â â
âââââââââââââââââââââââââââââââââââââââââââââââââââââââ
Gap Types
| Type | Trigger | Example |
|---|---|---|
| Knowledge gap | “I don’t know this” | “The strategy Netflix uses to…” |
| Outcome gap | “What happened?” | “She tried it, and then…” |
| Opinion gap | “What do others think?” | “Experts are divided on…” |
| Resolution gap | “How does this end?” | “The surprising conclusion…” |
Application Framework
Step 1: Define the Payoff
Before creating a gap, know what you’re promising:
Payoff Clarity:
What will the user gain?
âââ Information (learn something new)
âââ Solution (solve a problem)
âââ Entertainment (experience something)
âââ Status (know what others don't)
The gap must lead to real value, not disappointment.
Step 2: Calibrate the Gap
Gap Size Spectrum:
Too Small Too Large
"Click to see" âââââââââââââ "Mind-blowing secret"
â â
No motivation Skepticism/distrust
Sweet Spot:
âââ Specific enough to be believable
âââ Intriguing enough to motivate
âââ Relevant to user's interests
Step 3: Choose the Reveal Strategy
| Strategy | When to Use | Example |
|---|---|---|
| Immediate | High-value content | Click â full article |
| Progressive | Onboarding/education | Unlock next lesson |
| Social | Community features | See what friends shared |
| Timed | Anticipation building | Reveal tomorrow at noon |
Output Template
After designing curiosity gaps, document as:
## Curiosity Gap Design
**Context:** [Where this will be used]
**Date:** [Date]
### Gap Analysis
| Element | Current | Improved | Gap Type |
| -------------- | ---------- | ------------- | ------------------------ |
| [Headline/CTA] | [Original] | [New version] | [Knowledge/Outcome/etc.] |
### Payoff Validation
| Gap | Promised Value | Delivered Value | Match? |
| ------- | ------------------- | --------------- | ------ |
| [Gap 1] | [What user expects] | [What they get] | â
/â |
### Ethical Checklist
- [ ] Gap leads to genuine value
- [ ] Promise matches delivery
- [ ] Not exploiting vulnerable states
- [ ] User can easily access information
- [ ] Not creating unnecessary anxiety
### Success Metrics
| Metric | Target | Measurement |
| ------------------------ | ------ | -------------- |
| Click-through rate | X% | [How measured] |
| Time to resolution | X sec | [How measured] |
| Satisfaction post-reveal | X/10 | [How measured] |
| Return engagement | X% | [How measured] |
Real-World Examples
Netflix: Series Previews
Strategy:
Teaser trailers (30 sec):
âââ Show: Dramatic moments, character intrigue
âââ Hide: Plot resolution, key reveals
âââ Gap: "What happens next?"
Episode thumbnails:
âââ Show: Emotional peak moment
âââ Hide: Context and resolution
âââ Gap: "How did they get there?"
Result: 15% increase in viewing engagement
Duolingo: Streak Psychology
Strategy:
Streak display:
âââ Show: "47-day streak! ð¥"
âââ Gap: "What happens if I break it?"
âââ Drive: Loss aversion + curiosity
Achievement previews:
âââ Show: Locked badge silhouette
âââ Hide: Requirements and rewards
âââ Gap: "What do I need to unlock this?"
Result: 65% DAU complete lessons even when unmotivated
Spotify: Discover Weekly
Strategy:
Weekly playlist:
âââ Show: "Your Discover Weekly is ready"
âââ Hide: Actual song selections
âââ Gap: "What did the algorithm find?"
âââ Timing: Every Monday (anticipation)
Wrapped campaigns:
âââ Show: "Your 2024 Wrapped is ready"
âââ Hide: Personal statistics
âââ Gap: "What are my listening habits?"
âââ Social: "What did others get?"
Result: 40M hours/week listening time
Ethical Guidelines
â Do: Create Value-Driven Gaps
Ethical Applications:
Progressive disclosure:
âââ Reveal information in digestible layers
âââ User controls the pace
âââ Each reveal provides value
Feature discovery:
âââ Highlight unused capabilities
âââ Show benefit before asking exploration
âââ Easy to dismiss if not interested
Content previews:
âââ Accurate representation of full content
âââ Clear path to resolution
âââ Value matches or exceeds expectation
â Don’t: Manipulate or Mislead
Dark Patterns to Avoid:
Clickbait:
âââ "You won't believe..." â Mundane content
âââ "This one trick..." â Obvious information
âââ Promise â Delivery
False urgency:
âââ "Last chance!" â Perpetual availability
âââ "Only 2 left!" â Unlimited inventory
âââ Manufactured scarcity
Emotional manipulation:
âââ Fear-based gaps exploiting anxiety
âââ FOMO that creates unhealthy behavior
âââ Guilt-inducing incompleteness
The Ethics Test
Before deploying a curiosity gap, ask:
1. Does the payoff match the promise?
YES â Continue
NO â Revise or abandon
2. Would I feel satisfied as the user?
YES â Continue
NO â Revise payoff
3. Is this building trust or eroding it?
BUILDING â Continue
ERODING â Stop
4. Can users easily get resolution?
YES â Continue
NO â Remove barriers
Headline Patterns
Knowledge Gap Headlines
Templates:
"How [Group] [Achieve Result]"
â "How top performers stay focused for 8+ hours"
"The [Adjective] way to [Outcome]"
â "The counterintuitive way to learn faster"
"What [Authority] knows about [Topic]"
â "What neuroscientists know about decision fatigue"
"Why [Common Belief] is wrong"
â "Why multitasking doesn't save time"
Outcome Gap Headlines
Templates:
"[Person/Company] tried [Action]. Here's what happened."
â "We removed all meetings for a month. Here's what happened."
"[X] [Action], and then [Incomplete]..."
â "She asked for a raise, and then..."
"The unexpected result of [Action]"
â "The unexpected result of saying no to everything"
Measurement
Key Metrics
| Metric | What It Shows | Target |
|---|---|---|
| Click-through rate | Gap effectiveness | Baseline +X% |
| Time to click | Gap urgency | Lower is better |
| Completion rate | Payoff satisfaction | >80% |
| Return rate | Trust maintained | Increasing |
| Satisfaction score | Promise delivery | >4/5 |
Warning Signs
Gap is too weak if:
âââ CTR below baseline
âââ High bounce immediately after click
âââ No engagement increase
Gap is too strong (clickbait) if:
âââ High CTR but low satisfaction
âââ Complaints about misleading content
âââ Decreasing return engagement
âââ Trust metrics declining
Integration with Other Methods
| Method | Combined Use |
|---|---|
| Cognitive Biases | Curiosity gap leverages multiple biases |
| Loss Aversion | “Don’t miss” framing strengthens gaps |
| Social Proof | “See what others discovered” |
| Progressive Disclosure | Structured gap resolution |
| Hooked Model | Curiosity as trigger/reward |
Quick Reference
CURIOSITY GAP CHECKLIST
Creating the Gap:
â¡ Payoff clearly defined
â¡ Gap size calibrated (not too small/large)
â¡ Relevant to target audience
â¡ Specific and believable
Ensuring Ethics:
â¡ Promise matches delivery
â¡ User feels satisfied after resolution
â¡ No exploitation of vulnerable states
â¡ Easy path to resolution
Measuring Success:
â¡ CTR tracking in place
â¡ Satisfaction measured post-reveal
â¡ Return engagement monitored
â¡ Trust metrics watched