Outlier Hunter

For each channel you study:

• Calculate average views per video (last 20 videos)
• Flag any video at 3x+ that average
• Note: exclude outliers caused by external events (news mentions, algorithm bugs)

Study Cadence (Jake Thomas)

• Study outlier videos across 5 industries weekly
• Spend 4 hours/week studying YouTube across niches (Paddy Galloway)
• After 50 of your own uploads: analyze YOUR top 5 and bottom 5

Step 2: Extract the Format

For each outlier, deconstruct:

Packaging

• Title structure: What pattern does the title follow? (Number? Question? Claim? Comparison?)
• Thumbnail elements: What's in the thumbnail? (Face? Object? Text? Contrast?)
• Title-thumbnail relationship: How do they complement each other?

Content Structure

• Hook (first 30 seconds): What did they open with?
• Pacing: How are segments structured? Fast/slow/narrative?
• Stakes: What keeps you watching? What's the tension?
• Payoff: How does it end? Satisfying? Cliffhanger?

The Format (the extractable pattern)

• Strip away the specific topic
• What's the underlying STRUCTURE?
• Example: "Person tries [extreme thing] for [time period] and documents results" — works for any niche
• Example: "[Tool A] vs [Tool B]: I tested both for [X] days" — works for any category

Step 3: Adapt to Your Brand

Take the format and apply:

• Your niche topic
• Your voice and tone
• Your unique angle (expertise, experience, contrarian take)
• Your audience's specific pain points

Quality Check

• Does this feel authentic to your brand? (MrBeast: if it doesn't excite you, kill it)
• Can you deliver more value than the original? (expertise advantage)
• Is the packaging naturally different because of your angle?

Step 4: Validate Before Filming

Run through these checks:

• Format has proven demand (3x+ outlier in at least one channel)
• Your adaptation adds unique value (not a copy)
• Title/thumbnail conceived before scripting (packaging sets ceiling)
• You're personally excited about this video
• The format serves your audience's needs (not just chasing views)

Roberto Blake Stats for Context

• 88% of YouTube videos never reach 1,000 views
• You're competing with the top 5 in YOUR niche, not all of YouTube
• Educational content gets 80% of views 6+ months post-upload
• Fewer than 0.05% of channels reach 1M subscribers

Output Format

## Outlier Analysis: [Niche/Topic]

### Channels Analyzed
| Channel | Avg Views | Subscribers | Niche |
|---------|-----------|-------------|-------|
| [name] | [avg] | [subs] | [niche] |

### Outlier Videos Found
| Video | Channel | Views | Channel Avg | Multiple | Why It Hit |
|-------|---------|-------|-------------|----------|-----------|
| [title] | [channel] | [views] | [avg] | [X]x | [reason] |

### Formats Extracted
1. **[Format Name]**: [description of the pattern]
   - Proven by: [which outliers]
   - Your adaptation: "[your title idea using this format]"
   - Why it fits your brand: [reason]

2. **[Format Name]**: [description]
   [same structure]

### Top 3 Adaptations (Ready to Film)

**#1: "[Your Title]"**
- Format source: [which outlier inspired this]
- Your unique angle: [what makes yours different]
- Thumbnail direction: [what the thumbnail shows]
- Estimated ceiling: [views potential based on format performance]
- Excitement check: [honest gut feeling]

[Repeat for #2 and #3]