We extracted, coded, and analyzed data from 343 Office of Research Integrity (ORI) case summaries published in the and other venues from May 1993 to July 2023 to test hypotheses concerning the relationship between the severity of ORI administrative actions and various demographic and institutional factors. We found that factors indicative of the severity of the respondent's misconduct or a pattern of misbehavior were associated with the severity of ORI administrative actions. Being required by ORI to retract or correct publications and aggravating factors, such as interfering with an investigation, were both positively associated with receiving a funding debarment and with receiving an administrative action longer than three years.
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