social-graph-ranker

Warm introduction ranking uses weighted social graph scoring to evaluate shared connections, applying decay across path hops to prioritize the warmest routes to target people or ICP profiles. It assesses bridge value to identify the best paths in professional networks.

To rank LinkedIn connections by introduction value, input your target company or ICP profiles into the social graph ranker. It outputs a ranked list of warm introduction candidates based on weighted connection scores and optional second-order expansion.

The best way to find warm paths to unknown targets is using second-order expansion. This extends base bridge scores by evaluating one-hop coverage through mutual connections, identifying viable introduction routes to people outside your direct network.

Yes, you can use the social graph ranker for BD prioritization. It produces engagement-based re-ranking outputs and identifies targets with no warm path, allowing you to separate gap-filling outreach from warm introduction opportunities.

The introduction ranking model works without direct connections by using optional second-order expansion. It calculates bridge value through one-hop coverage via intermediaries, enabling path planning even when you lack direct links to target companies or ICP profiles.

You should use cold outreach when the social graph ranker identifies targets with no warm path available. These gap-filling scenarios occur when weighted graph scoring and second-order expansion fail to find viable bridge connections to specific ICP profiles.