Vamy • Jake paul show his new Jaw new teeth #jakepaul #jakeanthony #anthonyjoshua #viral_video #boxin
Natalie Reynolds • they are so obsessed with me… #fyp #nataliereynolds
TwelveZzz • #pet #funnypets #cutecat #catsoftiktok #fyp
Summary
1. Executive Summary
Key Takeaways
1. Network effects are weak in this sample
2. Trending sounds and hashtags boost reach
3. Post timing affects how fast videos spread
4. Most reach was organic, not sponsored
Analysis of Social Influence and Network Effects in User Videos
Creator Centrality & Virality
| Metric | Value |
|---|---|
| Pearson correlation (degree vs median views) | -0.137 |
| Creators with >0 interactions | |
| Creators flagged as cascade roots |
Interactions & Cascades
Assessment of Platform Amplification Mechanisms
Usage of Trending Sounds and Hashtags
🎬 Related Clip
(1)
Video Title
00:02 - 00:17
A short clip showing the video's core moment.
Transcription
Why are you so obsessed with me? Boy, I wanna know.
Impact of Posting Timing and Engagement Velocity
| Metric | Value |
|---|---|
| Median views/hour | 85186.8 |
| Median likes/hour | 3064.9 |
| Corr views/hr vs likes/hr | 0.54 |
🎬 Related Clip
(1)
Video Title
00:00 - 00:15
A short clip showing the video's core moment.
Transcription
뿜 뿜 뿜 뿜 haha
Analysis of Economic and Market Signals in Videos
Sponsorship and Reach Insights
| Metric | Value |
|---|---|
| Sponsored - Avg Views | N/A |
| Not Sponsored - Avg Views | 132476000 |
| Sponsored - Avg Likes | N/A |
| Not Sponsored - Avg Likes | 6141182 |
🎬 Related Clip
(2)
Video Title
00:00 - 00:15
Organic content
Video Title
00:00 - 00:15
Organic content
Shop Links, Calls-to-Action, and Trend Momentum
🎬 Related Clip
(2)
Video Title
00:00 - 00:15
Organic content
Video Title
00:00 - 00:15
Organic content
