Design a work-together distance between two employees

Design a distance d(u1, u2) between any two people in a company that measures how closely they work together: smaller means closer. Decide which signals to use (shared documents, messages, meetings, org chart), how to combine them into a distance, how to compute it for a large company, and how to tell whether it is any good.