Content Analysis Versus Structured Topic Modeling: Unethical Military Leadership

dc.contributor.advisorHanges, Paul
dc.contributor.authorCheng, Virginia
dc.contributor.authorHsiao, Kimberly
dc.contributor.authorSmolko, Braden
dc.contributor.authorEpistola, Jordan
dc.contributor.authorHanges, Paul
dc.date.accessioned2021-05-07T20:24:52Z
dc.date.available2021-05-07T20:24:52Z
dc.date.issued2021
dc.descriptionIf you would like to hear the voice-over description of the presentation, here is the link to a YouTube video: https://youtu.be/7sYbTYlKhrQen_US
dc.description.abstractThe U.S. Military strives to reduce unethical behavior in the organization by identifying and targeting unethical leaders. This qualitative study employs content analysis and the structured topic modeling machine learning algorithm to understand unethical leadership in the Military on over 439 interviews with military personnel at six different locations. Specifically, we compared the results of both approaches to identify important aspects of unethical leadership in the Military. In general, both methods produced similar results that supported one another. Moreover, the STM method produced new insights of unethical leadership that were highly interpretable by the research team. An overview of this research project and a subset of results are presented in this poster.en_US
dc.description.sponsorshipResearch was sponsored by the U.S. Army Research Institute for the Behavioral and Social Sciences (ARI) and was accomplished under Cooperative Agreement Number W911NF-15-2-0093.en_US
dc.identifierhttps://doi.org/10.13016/aw6r-ey3y
dc.identifier.urihttp://hdl.handle.net/1903/27023
dc.language.isoen_USen_US
dc.relation.isAvailableAtMaryland Center for Undergraduate Research
dc.relation.isAvailableAtDigital Repository at the University of Maryland
dc.relation.isAvailableAtUniversity of Maryland (College Park, Md)
dc.subjectContent Analysisen_US
dc.subjectStructured Topic Modelingen_US
dc.subjectUnethical Leadershipen_US
dc.subjectSTMen_US
dc.subjectMachine Learningen_US
dc.subjectUnethical Military Leadershipen_US
dc.titleContent Analysis Versus Structured Topic Modeling: Unethical Military Leadershipen_US
dc.typeOtheren_US

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