The National Science Foundation's Office of the Inspector General cites encouraging the ethical conduct of research as a challenge for the agency in fall 2016. The report lists a number of investigations into allegations of research misconduct. Incidents involved faculty as well as graduate students, and allegations included falsification of data and plagiarism of text. The report is available
here.
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