Stop Chasing Reach: Why the Average Connected Artist Has Just 2 Edges*
Network density signal across 818 connected artists shows heavy concentration in isolated clusters, with only a tiny fraction building deep web links.
* Built on the vocumi data set as of this publish date. Full note.
Most music rosters are not real networks yet—they are scattered islands. Across 818 artists with active platform edges on vocumi, the average artist holds just under 2 network connections. If you think your catalog is cross-pollinating, the platform signal tells a leaner story. Here is how network density breaks down right now.
Connected Artists
818
Average Edges
1.99
Small Clusters
723
Large to Small Ratio
0.03
The long tail dominates roster connectivity
Looking at our network size distribution, 723 out of 818 connected artists sit firmly in the small band with 1 or 2 edges. The median connectivity sits right at 1 neighbor. Most connected profiles on the graph operate with minimal overlap to adjacent nodes, meaning audience pathways and structural ecosystem leverage remain mostly untapped.
The 3% ratio and the scale bottleneck
Only 22 artists on the platform have built large network hubs, producing a 0.03 large-to-small ratio relative to the base. Another 73 artists land in the medium density band. Transitioning nodes from small isolated clusters into medium density is where shared platform leverage actually happens.
| Metric | Value |
|---|---|
| Artists with edges | 818 |
| Avg neighbors | 2.0 |
| Median neighbors | 1 |
| Small networks | 723 |
| Large networks | 22 |
| Large / small ratio | 0.03 |
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