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Though many studies have investigated the group process and performance in specific tasks, how to measure the collective intelligence (c factor) of group in order to predict how well a group will perform in different tasks is still in demand. This study utilized mixed-methods research to investigate the existence and emergence of the collective intelligence in student team learning with the sample of a public primary school. We find empirical evidence of this c factor explaining the student team performance in different complex tasks as a statistical factor. And in long-term student teams, factors about both social interaction (distributed communication) and individual contribution (leadership) are important for CI emerging in group process.