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Retention and retrieval of organizational memory has been the concentration of many conceptualized models of an organizational memory information system (OMIS). This thesis presents an extended view for system development of an OMIS from a knowledge management perspective. The United States Air Force maintains various career-related mailing lists (listservs) for information technology (IT) specialists sponsored by the Air Force Communications Agency (AFCA). AFCA has realized the importance of monitoring the communication for patterns in content and behavior. This thesis details an experimental study, which includes a repository of computer-mediated communication (CMC) of IT specialists, analyzed by software created for this study, the OrgDiscovery system. This system is designed to visualize the content and behavior patterns of computer-mediated communication.