For teachers, lecturers and integrity staff
What did a study look at, what did its authors find, and how far does it reach? Each card answers those three questions in a few lines, so you can tell which papers are worth opening.
Start here. A short set that covers the main questions, older and newer.
Innovations in Education and Teaching InternationalCommentary
Universities face both gains and risks from chatbots, according to a discussion piece that weighs the difficulty of spotting misconduct and proposes policies, procedures, training and support as responses.
For teaching A general list of institutional strategies to consider, resting on discussion rather than new evidence.
Core reading Free to read
International Journal of Educational Technology in Higher EducationSurvey
Hong Kong university students, 399 of them across disciplines, told researchers they were broadly positive about generative AI, valuing study and writing support while worrying about accuracy, privacy, ethics and personal development.
For teaching Gives one local picture of how students feel about these tools, which may help when drafting guidance students will accept.
Core reading Free to read
Journal of Applied Learning & TeachingReview
Hype about a popular chatbot ending traditional assessment is weighed through a literature review and the authors' own trials of the software, with recommendations for assessment, teaching and institutions.
For teaching Could help when thinking through which assessment formats a chatbot most affects, as one early set of recommendations.
Core reading Free to read
InformationReview
A review of 41 studies from 2021 to 2024 on generative AI and academic honesty reports engagement benefits but serious dishonesty risks, and calls for digital literacy and stronger detection tools.
For teaching Useful as an overview of where the evidence stood, bearing in mind the review's own caveats about which sources it searched.
Core reading Free to read
International Journal of Educational Technology in Higher EducationSurvey
Cultural background may shape views of generative AI. An online survey of 1217 respondents in 76 countries reports high familiarity and use, and a strong link between cultural dimensions and views of benefits and concerns.
For teaching Suggests integrity guidance may land differently across cultural contexts, which matters in international classrooms, from one survey.
Core reading Free to read
International Journal for Educational IntegrityTool evaluation
Can current tools tell human writing from chatbot text? On their own document set, the authors judge the tools they tried inaccurate and unreliable, inclined to label text human, and weaker after obfuscation.
For teaching A caution against treating a tool's output as proof about any one student, based on the authors' own document set.
Core reading Free to read
International Journal for Educational IntegrityTool evaluation
Detector results on chatbot paragraphs about an engineering topic were better for an older model than a newer one, the authors report, and inconsistent on human-written controls, with some false positives.
For teaching From a small single-topic test, a reason for caution before reading much into a detector score on any one student's work.
Core reading Free to read
International Journal for Educational IntegrityTool evaluation
On the authors' set of 192 texts, including pre-AI writing by English-as-a-foreign-language students, two commercial detectors reached overall accuracy of 0.69 and 0.61, did poorly on mixed texts, and showed a borderline fairness signal.
For teaching Suggests a detector's output is at most a reason to look further, and the authors raise a possible fairness concern for second-language student writing.
Core reading Free to read
Journal of Academic EthicsExperiment
The authors report that an AI-writing detector flagged 91% of their 22 ChatGPT-written test submissions, but only 54.8% of the AI text in them; the 15 staff marking them referred 54.5% for misconduct.
For teaching May inform thinking on assessment design and on how staff read detector reports, from one experiment with 22 submissions and 15 markers.
Core reading Free to read
Frontiers in EducationSurvey
Teaching staff at one UAE institution rated its integrity policies for copied work and for AI-assisted work only moderately effective, the authors report, with a gap between the two.
For teaching Staff in this UAE case preferred educative over punitive approaches and named workload, weak support and detection challenges among barriers to enforcement, though the evidence comes from one institution.
Core reading Free to read
Philosophy & TechnologyCommentary
Exam supervision software raises questions of fairness, privacy, autonomy and trust. An essay weighs whether watching students this way is ethically defensible and suggests inquiries and review processes institutions may need to justify using it.
For teaching Sets out ethical questions a department could work through when considering remote exam supervision, drawn from philosophical argument.
Core reading Free to read
Journal of Academic EthicsReview
Across pooled survey studies, the authors report that 44.7% of students admitted cheating in online exams, 29.9% before COVID-19 and 54.7% during it, though the evidence has weaknesses.
For teaching Opportunity is the reason students most often gave, but weak sampling means the figures need careful reading before anyone acts on them.
Core reading Free to read
Computers in Human Behavior ReportsExperiment
When two online courses added webcam proctoring while keeping the same structure, content and assessments, average exam scores fell, the authors report, and they read the drop as evidence of earlier cheating.
For teaching Offers a before-and-after comparison of exam scores, though lower scores alone do not show who cheated or how.
Core reading Free to read
Frontiers in EducationReview
Across 71 samples from 65 studies, a review reports that 3.52% of students on average said they had used contract cheating, rising to 15.7% since 2014, or about 31 million students worldwide.
For teaching The review says self-reported contract cheating has risen in recent samples, but figures are probably under-reported, so treat them as rough.
Core reading Free to read
The International Journal of Management EducationCommentary
How might assessment design and feedback reduce misconduct involving essay mills and AI? Drawing on experience at a UK business school, the article explores options and wider ethical questions for universities.
For teaching Offers assessment and feedback ideas drawn from one UK business school's experience; no test of them is reported.
Core reading Free to read
International Journal for Educational IntegrityCase study
From university records, the authors report a 37.01% fall in detected plagiarism after an academic English programme began, plagiarised work at 3.46% of submissions, and too little data to judge contract cheating.
For teaching A dedicated academic writing programme may be worth weighing as one prevention measure, going by the misconduct records reported.
Core reading Free to read
International Journal for Educational IntegrityTool evaluation
Free online paraphrasing tools can rewrite whole passages. The authors ran an experiment on part of a published text and report that online originality-checking services performed poorly at linking the rewritten output to its source.
For teaching Matching services alone may fall short on machine-paraphrased text, going by the authors' report that they struggled in this experiment.
Core reading Free to read
International Journal for Educational IntegrityCommentary
Universities are being urged to respond to contract cheating, sometimes through law. The paper argues for a broader integrity strategy and sets out five areas for institutions to consider, drawing on earlier research.
For teaching Could frame a department review of assessment design and staff development around outsourced work, as recommendations drawn from earlier research.
Core reading Free to read
International Journal for Educational IntegrityPolicy analysis
How clearly do college policies address contract cheating? The authors analysed written policies from Ontario colleges and report that direct language on contract cheating was largely missing and the underlying principles were poorly defined.
For teaching Checking whether a policy names contract cheating and defines its principles may be worthwhile, going by one province's colleges.
Core reading Free to read
British Educational Research JournalCase study
Essay mills, seen from the supply side. The authors approached five providers undercover and bought work from two, then report ten reassurance cues on the sites and inconsistent stances on misconduct.
For teaching May help when talking with students about why essay mill offers can appeal, drawing on the reassurance cues the authors found on provider websites.
Core reading Free to read
Journal of University Teaching and Learning PracticeCommentary
Where does student use of AI writing tools become a breach of integrity? The paper argues the deciding factor is whether students make their use clear, with institutional policies setting what counts as misconduct.
For teaching Points towards clear disclosure expectations in course policies, as an argument rather than tested evidence.
Free to read
Journal of Applied Learning & TeachingCase study
Coverage of a new chatbot in universities, across 100 news articles from four countries, was mixed and centred on integrity worries and assessment redesign, the authors report, with little on equity or students.
For teaching Shows what public debate has emphasised, which may help anticipate questions from students and colleagues, though it is media coverage and not classroom evidence.
Free to read
Education SciencesCommentary
The authors put a chatbot's own account of its effect on universities under study and report themes of benefits, limits and mitigation, plus a need for clear policies and empirical research.
Free to read
Journal of University Teaching and Learning PracticeCommentary
Where does student use of AI writing tools become a breach of integrity? The paper argues the deciding factor is whether students make their use clear, with institutional policies setting what counts as misconduct.
For teaching Points towards clear disclosure expectations in course policies, as an argument rather than tested evidence.
Free to read
Journal of Applied Learning & TeachingCase study
Coverage of a new chatbot in universities, across 100 news articles from four countries, was mixed and centred on integrity worries and assessment redesign, the authors report, with little on equity or students.
For teaching Shows what public debate has emphasised, which may help anticipate questions from students and colleagues, though it is media coverage and not classroom evidence.
Free to read
Education SciencesCommentary
The authors put a chatbot's own account of its effect on universities under study and report themes of benefits, limits and mitigation, plus a need for clear policies and empirical research.
Free to read
Journal of Intelligent CommunicationCommentary
Generative AI calls on English composition courses to reconsider originality and the purpose of teaching research and writing, the paper argues. It discusses plagiarism and intellectual property, and suggests changes to how writing is taught.
For teaching May interest those rethinking writing assignments, though it is an argument rather than a test of any approach.
Free to read
Acta Pedagogia AsianaCommentary
Plagiarism in higher education is traced to academic pressure, shortage of time, limited knowledge of citation rules and the digital age, with prevention and software also discussed by the authors.
For teaching A broad overview that may help when planning citation teaching, though it rests on discussion rather than reported data.
Free to read
International Journal for Educational IntegrityCommentary
Academic misconduct helped by AI is not wholly new, so the authors ask what crime-prevention frameworks already offer. They discuss how far those frameworks fit and outline directions for later research.
For teaching Could help staff think about AI-assisted misconduct through older crime-prevention ideas; the frameworks are discussed, not trialled.
Free to read
Journal of University Teaching and Learning PracticeCommentary
Where does student use of AI writing tools become a breach of integrity? The paper argues the deciding factor is whether students make their use clear, with institutional policies setting what counts as misconduct.
For teaching Points towards clear disclosure expectations in course policies, as an argument rather than tested evidence.
Free to read
Open Information ScienceTool evaluation
On its own set of first-year composition essays and chatbot essays, three of 16 AI text detectors scored well throughout, while most others struggled to separate student essays from those of a newer chatbot.
For teaching Results differed a lot between tools and chatbot versions, so a flag from any one tool needs care; this rests on a single test set.
Free to read
Journal of Applied Learning & TeachingReview
Pulling together 17 articles from 2023 on how well AI-writing detectors told machine text from human text, the review reports the studies found every tool inconsistent and recommends adding human reviewers.
For teaching Human review alongside any detector result is the review's recommendation, since the reviewed studies found every tool they tested inconsistent.
Free to read
Educational PolicyPolicy analysis
Integrity policies at 24 public universities in western Canada lean mostly towards punishment, the authors report after analysing 45 documents, and only one names contract cheating as such.
For teaching A prompt for a department to compare its own policy with the authors' finding that educative support was thin, keeping in mind it covers one region.
Free to read
Research and Practice in Technology Enhanced LearningCase study
The pandemic move to online assessment gave contract cheating more openings, the authors report, from $50 COVID-19 discounts to paid tutors sitting online exams, and they call for action beyond single universities.
For teaching Points to pandemic-era offers aimed at online exams, as the authors report them, which may be worth knowing when planning remote assessment.
Free to read
International Journal for Educational IntegrityCase study
Custom essay-writing sites are hard to see inside, yet the authors report reconstructing the business processes of some of them and identifying three business models.
Free to read
Education and Information TechnologiesReview
AI-based online proctoring is reviewed through the literature, with the authors pointing to security, privacy, ethical and trust problems.
For teaching Useful background before choosing or questioning a remote supervision approach, with the caveat that it reviews the literature and does not test any product.
Free to read
British Journal of Educational TechnologyCase study
A qualitative case study at a large South Korean university asks whether online proctoring improved assessment; the authors argue it damaged trust between students and staff and reduced the value of engagement.
For teaching Raises fairness and trust questions worth weighing before adopting proctoring, though it draws on a single university.
Free to read
SustainabilityCase study
What makes institutions willing to adopt remote proctoring? From a bibliographic study and an expert-run causal study, the authors list motivational factors and report that trust in its security and privacy mattered most.
For teaching Institutions weighing remote proctoring may want to look at trust in its privacy and security, though the evidence comes from a literature study and experts, not exam takers.
Free to read
Acta Pedagogia AsianaCommentary
Plagiarism in higher education is traced to academic pressure, shortage of time, limited knowledge of citation rules and the digital age, with prevention and software also discussed by the authors.
For teaching A broad overview that may help when planning citation teaching, though it rests on discussion rather than reported data.
Free to read
Journal of Applied Learning & TeachingReview
Pulling together 17 articles from 2023 on how well AI-writing detectors told machine text from human text, the review reports the studies found every tool inconsistent and recommends adding human reviewers.
For teaching Human review alongside any detector result is the review's recommendation, since the reviewed studies found every tool they tested inconsistent.
Free to read
DESIDOC Journal of Library & Information TechnologyReview
Plagiarism and academic misconduct literature from 2009 to 2018, gathered from 408 Scopus records, is surveyed here. The review reports plenty of published work and calls for vigilance, with libraries running training.
Free to read
Journal of Academic EthicsSurvey
Hungarian university students were broadly positive about a chatbot yet voiced worry about misuse, the authors report from 607 responses. The study also asked whether readiness to use it tracks readiness to plagiarise.
For teaching Could inform how a course explains acceptable chatbot use, though it reports attitudes in one country rather than behaviour.
Free to read
Studies in Higher EducationExperiment
Does teaching about plagiarism change how students judge it and then act? A field study at one Indian institution followed postgraduates before and after awareness activities, also asking whether age, gender and religiosity mattered.
Free to read
Frontiers in PsychologySurvey
Why do most students not pay others to complete their assessments? In a survey of 1291 students, the authors report that wanting to learn and personal morals were the reasons most endorsed.
For teaching Assessment design and policy that support motivation to learn and limit opportunity may help, the authors propose, though the evidence is a self-report survey.
Free to read
PLoS ONESurvey
Surveyed academics differed on when AI help with a manuscript should be reported, and one detector often flagged abstracts given only grammar fixes. The authors suggest reporting rules may be hard to enforce with detectors.
For teaching Offers a reminder that tool flags may not separate light editing from substantial AI writing, though the setting here is journal manuscripts rather than coursework.
Free to read
International Journal for Educational IntegrityCase study
What helps and what hinders a school in building a culture of integrity? In one Turkish high school, the authors ran a programme for a year, interviewed participants, and report five facilitators and five barriers.
For teaching Buy-in, leadership support and exam-based assessment may matter for a school-wide integrity effort, going by one school's experience.
Free to read
Frontiers in EducationSurvey
Teaching staff at one UAE institution rated its integrity policies for copied work and for AI-assisted work only moderately effective, the authors report, with a gap between the two.
For teaching Staff in this UAE case preferred educative over punitive approaches and named workload, weak support and detection challenges among barriers to enforcement, though the evidence comes from one institution.
Core reading Free to read