Influence is calculated based on reach, popularity, activity, and the estimated impressions a given source of mentions has.
As an example, a source may have 100,000 followers and their influence may be 20,000 based on the fact that normally 20% of their audience see their posts.
You can see Influence stats in the Sources section:
