Analyzing group performance in small group interaction: Linking personality traits and group performance through the verbal content

摘要

In this paper, we investigate the link between the personality traits and group performance in terms of the verbal content. We further study the variability in the verbal interaction between different performance groups. Towards this goal, we extract topics representing the content of meetings as well as term-frequencies of items that play a critical role in the decision task. We use a dataset where each group performs the winter survival task, in which the task is to decide on the ranking of different items with respect to the importance of each item for their survival. In the experiments, we contrast the ranking of items with respect to their term frequencies and compare the differences between topics both for distinct personality traits and group performances. Results of the term-frequency based approach show that influential people put correct emphasis on items more than dominant people. The topic-based method reveals that influential people consider the majority of items by providing usage instructions for alternative scenarios and that dominant people focus only on a small subset of items by stressing their significance. High-performance groups assess items in a similar manner to influential and dominant people, i.e. a wide range of items are considered and their importance is explained. Low-performance groups, on the other hand, concentrate on the situation they are in rather than the items and their usages.