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Extracting team mental models through textual analysis

✍ Scribed by Kathleen M. Carley


Publisher
John Wiley and Sons
Year
1997
Tongue
English
Weight
271 KB
Volume
18
Category
Article
ISSN
0894-3796

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✦ Synopsis


An approach, called map analysis, for extracting, analyzing and combining representations of individual's mental models as cognitive maps is presented. This textual analysis technique allows the researcher to extract cognitive maps, locate similarities across maps, and combine maps to generate a team map. Using map analysis the researcher can address questions about the nature of team mental models and the extent to which sharing is necessary for eective teamwork. This technique is illustrated using data drawn from a study of software engineering teams. The impact of critical coding choices on the resultant ®ndings is examined. It is shown that various coding choices have systematic eects on the complexity of the coded maps and their similarity. Consequently, a thorough analysis requires analyzing the data several times under dierent coding choices. For example, re-analysis under dierent coding scenarios revealed that although members of successful teams tend to have more elaborate, more widely shared maps than members of non-successful teams, this dierence is signi®cant only when the data is un®ltered. Thus a better interpretation of this result is that all teams have comparable models, but successful teams are able to describe their models in more ways than are non-successful teams.