Advanced Analytics
Demand-Side Intelligence · Munger Framework (2024)
Demand Signals
Engagement Heat Index
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Collecting engagement data — available after first API cycle (~36 min).
Independent:
Affiliated:
Affiliation Divergence
Grassroots Emerging → Watch
ind · aff
No divergence detected yet.
Affiliated Pushing → Top-Down
aff · ind
Balanced Coverage
ind · aff
Narrative Convergence Network
Channels linked by shared keyword usage in the last 24h. Node size = video count. Drag to explore.
Tier 1
Tier 2
Tier 3
Audience Steering
Per Munger (2024): Independent YouTubers are not Creators but Creations of their audience.
Recent Feedback Events
responded to spike
▲ th percentile →
follow-up videos in 72h
[ · Tier ]
Feedback events appear after 3-4 days of data collection.
Most Audience-Responsive (30d)
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Ecosystem Rank Stability
Weekly Rank Movement
| Channel | Rank | Δ | Type |
|---|---|---|---|
| # | ▲ | ||
| # | ▼ | ||
| Stability data computed weekly — available after first Sunday midnight run. | |||
Ecosystem:
Stability History
Reading This Page
Heat Index — Comments weighted 3× likes. A score of 2× means twice the audience engagement vs. baseline.
Affiliation Divergence — "Grassroots Emerging" = independents running a story before legacy media picks it up.
Feedback Events — A creator uploads a follow-up video on the same topic within 72h of a top-decile engagement spike.
Rank Stability — Computed weekly. "Volatile" means >3 channels moved 10+ positions in 7 days.