Social and collaboration networks provide access to knowledge and to opportunities; thus, are critical to explain the success of firms, teams, projects, and individuals. We have been using administrative records to describe determinants of career upgrades of employees and productivity growth of firms, and collaboration networks to see how diversity can be paired with efficiency to gain the best outcomes.