Higher Education

Types of Academic Misconduct

Consider the 3 tiers of academic misconduct as outlined by Turnitin (2025):

Foundational misconduct

TypeDescription
AI misuseUsing generative Al, Al-powered paraphrasing, or Al-rewriting tools to modify text or complete work without proper attribution.
Paraphrase plagiarismRephrasing a source’s ideas without proper attribution.
Inadvertent plagiarismForgetting to properly cite or quote a source or unintentional paraphrasing.
Word-for-word plagiarismCopying and pasting content without proper attribution.
Student collusionWorking with other students on an assignment meant for individual assessment.

Complex plagiarism

TypeDescription
Self plagiarismReusing one’s previously published or submitted work without proper attribution.
Mosaic plagiarismWeaving phrases and text from several sources into one’s own work. Adjusting sentences without quotation marks or attribution.
Source-based plagiarismProviding inaccurate or incomplete information about sources such that they cannot be found.

Advanced misconduct

TypeDescription
Manual text modificationManipulating text with the intention of misleading plagiarism detection software.
Contract cheatingEngaging a third party (for free, for pay, or in-kind) to complete an assignment and representing that as one’s own work.
Data plagiarismFalsifying or fabricating data or improperly appropriating someone else’s work, putting a researcher, institution, or publisher’s reputation in jeopardy.
Automated text modificationTaking content written by another person or a Large Language Model (LLM) and running it through a software tool (text spinner, translation engine) to purposefully evade plagiarism detection.

Turnitin (2025). Achieving academic integrity: Types of academic misconduct. Turnitin.com. https://www.turnitin.com/solutions/academic-integrity/achieving-academic-integrity?_ga=2.217453779.419672141.1500399978-152846587.1500399978#types-of-academic-misconduct

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