A large variety of tools for collaborative learning has been developed in the last 20 years. While the impact of these tools on collaboration is acknowledged by the research community, a fine-grained understanding of links between the various functionalities offered by these tools and collaborative processes does not exist yet. In this paper, a meta-analysis was carried out on 49 collaboration studies to examine the relationship between individual functionalities on collaborative processes.