An email-based workflow using OCR and an LLM can automate part of administrative form filling, with the best tested model filling 16 of 29 fields correctly and reducing estimated per-form cost by 64 percent.
Communication network dynamics in a large organizational hierarchy
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abstract
Most businesses impose a supervisory hierarchy on employees to facilitate management, decision-making, and collaboration, yet routine inter-employee communication patterns within workplaces tend to emerge more naturally as a consequence of both supervisory relationships and the needs of the organization. What then is the relationship between a formal organizational structure and the emergent communications between its employees? Understanding the nature of this relationship is critical for the successful management of an organization. While scholars of organizational management have proposed theories relating organizational trees to communication dynamics, and separately, network scientists have studied the topological structure of communication patterns in different types of organizations, existing empirical analyses are both lacking in representativeness and limited in size. In fact, much of the methodology used to study the relationship between organizational hierarchy and communication patterns comes from analyses of the Enron email corpus, reflecting a uniquely dysfunctional corporate environment. In this paper, we develop new methodology for assessing the relationship between organizational hierarchy and communication dynamics and apply it to Microsoft Corporation, currently the highest valued company in the world, consisting of approximately 200,000 employees divided into 88 teams. This reveals distinct communication network structures within and between teams. We then characterize the relationship of routine employee communication patterns to these team supervisory hierarchies, while empirically evaluating several theories of organizational management and performance. To do so, we propose new measures of communication reciprocity and new shortest-path distances for trees to track the frequency of messages passed up, down, and across the organizational hierarchy.
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cs.HC 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
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Email as the Interface to Generative AI Models: Seamless Administrative Automation
An email-based workflow using OCR and an LLM can automate part of administrative form filling, with the best tested model filling 16 of 29 fields correctly and reducing estimated per-form cost by 64 percent.