The Use of AI-Detection Tools in the Assessment of Student Work

May 6, 2023

People have been asking if they should be using detection tools to identify text written by ChatGPT or other artificial intelligence writing apps. Just this week I was a panelist in a session on “AI and You: Ethics, Equity, and Accessibility”, part of ETMOOC 2.0. Alec Couros asked what I was seeing across Canada in terms of universities using artificial intelligence detection in misconduct cases.

The first thing I shared was the University of British Columbia web page stating that the university was not enabling Turnitin’s AI-detection feature. UBC is one of the few universities in Canada that subscribes to Turnitin.

The Univeristy of British Columbia declares the university is not enabling Turnitin’s AI-detection feature.

Turnitin’s rollout of AI detection earlier this year was widely contested and I won’t go into that here. What I will say is that whether AI detection is a new feature embedded into existing product lines or a standalone product, there is little actual scientific evidence to show that AI-generated text can be effectively detected (see Sadasivan et al., 2023). In a TechCrunch article, Open AI, the company that developed ChatGPT, talked about its own detection tool, noting that its success rate was around 26%

Key message: Tools to detect text written by artificial intelligence aren’t really reliable or effective. It would be wise to be skeptical of any marketing claims to the contrary.

There are news reports about students being falsely accused of misconduct when the results of AI writing detection tools were used as evidence. See news stories here and here, for example. 

There have been few studies done on the impact of a false accusation of student academic misconduct, but if we turn to the literature on false accusations in criminal offences, there is evidence showing that false accusations can result in reputation damage, self-stigma, depression, anxiety, PTSD, sleep problems, social isolation, and strained relationships, among other outcomes. Falsely accusing students of academic misconduct can be devastating, including dying by suicide as a result. You can read some stories about students dying by suicide after false allegations of academic cheating in the United States and in India. Of course, stories about student suicide are rarely discussed in the media, for a variety of reasons. The point here is that false accusations of students for academic cheating can have a negative impact on their mental and physical health.

Key message: False accusations of academic misconduct can be devastating for students.

Although reporting allegations of misconduct remains a responsibility of educators, having fully developed (and mandatory) case management and investigation systems is imperative. Decisions about whether misconduct has occurred should be made carefully and thoughtfully, using due process that follows established policies.

It is worth noting that AI-generated text can be revised and edited such that the end product is neither fully written by AI, nor fully written by a human. At our university, the use of technology to detect possible misconduct may not be used deceptively or covertly. For example, we do not have an institutional license to any text-matching software. Individual professors can get a subscription if they wish, but the use of detection tools should be declared in the course syllabus. If detection tools are used post facto, it can be considered a deception on the part of the professor because the students were not made aware of the technology prior to handing in their assessment. 

Key message: Students can appeal any misconduct case brought forward with the use of deceptive or undisclosed assessment tools or technology (and quite frankly, they would probably win the appeal).

If we expect students to be transparent about their use of tools, then it is up to educators and administrators also to be transparent about their use of technology prior to assessment and not afterwards. A technology arms race in the name of integrity is antithetical to teaching and learning ethically and can perpetuate antagonistic and adversarial relationships between educators and students.

Ethical Principles for Detecting AI-Generated Text in Student Work

Let me be perfectly clear: I am not at all a fan of using detection tools to identify possible cases of academic misconduct. But, if you insist on using detection tools, for heaven’s sake, be transparent and open about your use of them.

Here is an infographic you are welcome to use and share: Infographic: “Ethical Principles for Detecting AI-Generated Text in Student Work” (Creative Commons License: Attribution-NonCommercial-ShareAlike 4.0 International). The text inside the infographic is written out in full with some additional details below.

Here is some basic guidance:

Check your Institutional Policies First

Before you use any detection tools on student work, ensure that the use of such tools is permitted according to your school’s academic integrity policy. If your school does not have such a policy or if the use of detection tools is not mentioned in the policy, that does not automatically mean that you have the right to use such tools covertly. Checking the institutional policies and regulations is a first step, but it is not the only step in applying the use of technology ethically in assessment of student work.

Check with Your Department Head

Whether the person’s title is department head, chair, headmaster/headmistress, principal, or something else, there is likely someone in your department, faculty or school whose job it is to oversee the curriculum and/or matters relating to student conduct. Before you go rogue using detection tools to catch students cheating, ask the person to whom you report if they object to the use of such tools. If they object, then do not go behind their back and use detection tools anyway. Even if they agree, then it is still important to use such tools in a transparent and open way, as outlined in the next two recommendations.

Include a Statement about the Use of Detection Tools in Your Course Syllabus

Include a clear written statement in your course syllabus that outlines in plain language exactly which tools will be used in the assessment of student work. A failure to inform students in writing about the use of detection tools before they are used could constitute unethical assessment or even entrapment. Detection tools should not be used covertly. Their use should be openly and transparently declared to students in writing before any assessment or grading begins.

Of course, having a written statement in a course syllabus does not absolve educators of their responsibility to have open and honest conversations with students, which is why the next point is included.

Talk to Students about Your Use of Tools or Apps You will Use as Part of Your Assessment 

Have open and honest conversations with students about how you plan to use detection tools. Point out that there is a written statement in the course outline and that you have the support of your department head and the institution to use these tools. Be upfront and clear with students.

It is also important to engage students in evidence-based conversations about the limitations tools to detect artificial intelligence writing, including the current lack of empirical evidence about how well they work.

Conclusion

Again, I emphasize that I am not at all promoting the use of any AI detection technology whatsoever. In fact, I am opposed to the use of surveillance and detection technology that is used punitively against students, especially when it is done in the name of teaching and learning. However, if you are going to insist on using technology to detect possible breaches of academic integrity, then at least do so in an open and transparent way — and acknowledge that the tools themselves are imperfect.

Key message: Under no circumstances should the results from an AI-writing detection tool be used as the only evidence in a student academic misconduct allegation.

I am fully anticipating some backlash to this post. There will be some of you who will object to the use detection tools on principle and counter that any blog post talking about how they can be used is in itself unethical. You might be right, but the reality remains that thousands of educators are currently using detection tools for the sole purpose of catching cheating students. As much as I rally against a “search and destroy” approach, there will be some people who insist on taking this position. This blog post is to offer some guidelines to avoid deceptive assessment and covert use of technology in student assessment.

Key message: Deceptive assessment is a breach of academic integrity on the part of the educator. If we want students to act with integrity, then it is up to educators to model ethical behaviour themselves.

References

Sadasivan, V. S., Kumar, A., Balasubramanian, S., Wang, W., & Feizi, S. (2023). Can AI-Generated Text be Reliably Detected? ArXiv. https://doi.org/10.48550/arXiv.2303.11156

Fowler, G. A. (2023, April 3). We tested a new ChatGPT-detector for teachers. It flagged an innocent student. Washington Post. https://www.washingtonpost.com/technology/2023/04/01/chatgpt-cheating-detection-turnitin/

Jimenez, K. (2023, April 13). Professors are using ChatGPT detector tools to accuse students of cheating. But what if the software is wrong? USA Today. https://www.usatoday.com/story/news/education/2023/04/12/how-ai-detection-tool-spawned-false-cheating-case-uc-davis/11600777002/

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This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks! Sarah Elaine Eaton, PhD, is a faculty member in the Werklund School of Education, and the Educational Leader in Residence, Academic Integrity, University of Calgary, Canada. Opinions are my own and do not represent those of the University of Calgary.


How to Talk to Your Students about ChatGPT: A Lesson Plan for High School and College Students

April 7, 2023
bionic hand and human hand finger pointing

Photo by cottonbro studio on Pexels.com

This article by Ben Edwards in ArtsTechnica (April 6, 2023) is worth a read, “Why ChatGPT and Bing Chat are so good at making things up”.

Edwards explains in clear language, with lots of details and examples, how and why large language models (LLMs) such as ChatGPT make up content. As I read this article, it occurred to me that it could serve as a really great way to have pro-active and generative conversations with students about the impact of artificial intelligence for teaching, learning, assessment, and academic integrity. So, here is a quick lesson plan about how to use this article in class:

Education level

Secondary school and post-secondary (e.g., community college, polytechnic, undergraduate or graduate university courses)

Lesson Plan Title: Understanding ChatGPT: Benefits and Limitations

Learning Objectives

By the end of this lesson students will be able to:

  • Understand how and why AI-writing apps make up content.
  • Explain the term “confabulation”.
  • Discuss the implications of fabricated content on academic integrity
  • Generate ideas about how to fact-check AI-generated content to ensure its accuracy

Lesson Preparation

Prior to the class, students should read this article: “Why ChatGPT and Bing Chat are so good at making things up by Ben Edwards, published in ArtsTechnica (April 6, 2023)

Come to class prepared to discuss the article.

Learning Activity

Class discussion (large group format if the class is small or small group format with a large group debrief at the end):

Possible guiding questions:

  • What is your experience with ChatGPT and other AI writing apps?
  • What were the main points in this article? (Alternate phrasing: What were your key takeaways from this article?)
  • What are some of the risks when AI apps engage in confabulation (i.e., fabrication)?
  • Discuss this quotation from the article, “ChatGPT as it is currently designed, is not a reliable source of factual information and cannot be trusted as such.”
  • Fabrication and falsification are commonly included in academic misconduct policies. What do you think the implications are for students and researchers when they write with AI apps?
  • What are some strategies or tips we can use to fact-check text generated by AI apps?
  • What is the importance of prompt-writing when working with AI writing apps?

Duration

The time commitment for the pre-reading will vary from one student to the next. The duration of the learning activity can be adjusted to suit the needs of your class.
  • Students’ pre-reading of the article: 60-minutes or less
  • Learning activity: 45-60 minutes

Lesson closure

Thank students for engaging actively in the discussion and sharing their ideas.

Possible Follow-up Activities

  • Tips for fact-checking. Have students in the class generate their own list of tips to fact-check AI-generated content (e.g., in a shared Google doc or by sharing ideas orally in class that one person inputs into a document on behalf of the class.)
  • Prompt-writing activity. Have students use different prompts to generate content from AI writing apps. Ask them to document each prompt and write down their observations about what worked and what didn’t. Discuss the results as a class.
  • Academic Integrity Policy Treasure Hunt and Discussion. Have students locate the school’s academic misconduct / academic integrity policy. Compare the definitions and categories for academic misconduct in the school’s policies with concepts presented in this article such as confabulation. Have students generate their own ideas about how to uphold the school’s academic integrity policies when using AI apps.

Creative Commons License

This lesson plan is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). This license applies only to the lesson plan, not to the original article by Ben Edwards.

Additional Notes

This is a generic (and imperfect) lesson plan. It can (and probably should) be adapted or personalized depending on the needs of the learners.

Acknowledgements

Thanks to Dr. Rahul Kumar, Brock University for providing an open peer review of this lesson plan.

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Book launch: Fake Degrees and Fraudulent Credentials in Higher Education

March 7, 2023

Carleton University Innovation Hub is pleased to host this public event.

Fake Degrees and Fraudulent Credentials in Higher Education

Join editors/authors Sarah Elaine Eaton, Jamie J. Carmichael, and Helen Pethrick in the Innovation Hub on Friday March 24, 2023 for the launch of their new book Fake Degrees and Fraudulent Credentials in Higher Education. This hybrid event will feature reading from the book and continue an important conversation facing many people in the world today.

Event Date: March 24th, 11:00 am – 12:00 (Eastern Standard Time)  

Event Location: Innovation Hub, 2020 Nicol Building, Carleton University or online

Hybrid Option:  A zoom Link will be provided via email to event registrants.

For more information or to register – https://carleton.ca/innovationhub/book-launch/

Related posts

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This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks!

Sarah Elaine Eaton, PhD, is a faculty member in the Werklund School of Education, and the Educational Leader in Residence, Academic Integrity, University of Calgary, Canada. Opinions are my own and do not represent those of the University of Calgary.


Contract Cheating and Freedom of Expression: How the Chicago Principles Can Help You Promote Academic Integrity on Your Campus

October 4, 2022
woman wearing brown shirt carrying black leather bag on front of library books
Photo by Abby Chung on Pexels.com

It’s that time of the year again, when contract cheating and unethical tutoring companies hand out flyers to students as they enter classrooms and leave them all over campus – littered in classrooms, strewn on benches, tacked to bulletin boards, and so on. Historically, it has been difficult for some schools to have these advertisements removed because the companies behind them have claimed censorship and threatened legal action against the institution. However, there is reason for hope, especially if your school as a Statement on Free Expression. Let me explain.

Although the original Chicago statement – and others that were modelled on it – were created to support freedom of expression, there is a small but important detail about the limitations of free speech on campus that is relevant to academic integrity. In the original version of the Chicago Principles of Freedom of Expression, it states:

“The freedom to debate and discuss the merits of competing ideas does not, of course, mean that individuals may say whatever they wish, wherever they wish. The University may restrict expression that violates the law, that falsely defames a specific individual, that constitutes a genuine threat or harassment, that unjustifiably invades substantial privacy or confidentiality interests, or that is otherwise directly incompatible with the functioning of the University.” (Chicago Principles of Freedom of Expression, p. 2, emphasis added.)

I am not a lawyer, but I am a policy scholar. (You can find out more about my academic work on higher education policy here, here, and here, for example.) When examining policy, the devil is in the details, as they say. In this case, there is an argument to be made that when contract cheating companies and unethical tutoring businesses advertise on our campuses, they are acting in a manner that is directly incompatible with the functioning of the university. As such, the institution has a right to remove advertisements from campus that promote academic misconduct.

Every school that has developed its own statement of free expression based on the Chicago principles may have this important detail included that gives it leverage to curtail the blatant advertising of contract cheating services the school, including those in Canada. For example, in 2019, the Alberta government mandated that all post-secondary institutions in the province develop a statement to affirm freedom of expression that aligned with the Chicago Principles on Free Speech. Like all higher education institutions in the province of Alberta, the University of Calgary followed the government mandate, making a formal public announcement on December 16, 2019 that it had published its Statement on Free Expression. Our institutional Statement on Free Expression is publicly available. For quick reference, here is the .pdf statement: https://www.ucalgary.ca/provost/sites/default/files/StatementonFreeExpression.pdf 

The University of Calgary statement includes this sentence: “Free expression is subject to limitations imposed by law and, on our campuses, by University policies and procedures related to the functioning of the University.”

I brought this detail to the attention of our Provost at the time, Dr. Dru Marshall, pointing out that this could give the university leverage to reasonably remove advertisements for contract cheating services.  The Provost agreed and informed me that she would instruct Caretaking to have the advertisements on campus removed on this basis. We currently have an Interim Provost, Dr. Penny Werthner and I recently brought this information to her attention and she responded that she too, would take action.

Any post-secondary institution that has a Statement on Free Expression based on the Chicago principles, may be in a position to mandate the removal of advertisements that promote academic misconduct. Of course, this would need the agreement of the Provost or equivalent. I am sure that some lawyers could debate the nuances of some of this language and its implications. As I said, I am not a lawyer, but it would seem to me that in the case of Alberta at least, given that the provincial government mandated that every post-secondary institution in the province develop its own Statement on Free Expression based on the Chicago principles, and that universities and colleges across North America have widely adopted such statements that would have no doubt been scrutinized by lawyers ad nauseam, this is a policy loophole that could actually work in favour of the institution. There is a strong argument to be made that removal of advertisements that promote academic misconduct is not censorship, because communications that interfere with the functioning of the university (and that includes communications that promote academic misconduct) can reasonably be removed. This is not censorship; it is protecting the integrity of the institution.

If you live in jurisdiction that does not have legislation prohibiting the supply or advertisement of contract cheating services, but your school has a statement on free expression based on the Chicago principles, here are 5 things you can do:

  • Share this blog post with your Provost / Vice-President Academic (or equivalent). Let them consider how the school’s statement can help to promote academic integrity.
  • Ask the Provost (or equivalent) to instruct the head of caretaking that custodial should be instructed to remove the flyers and other advertisements that litter the classrooms and other areas of campus.
  • Ask the Provost to inform the others on the executive leadership team (e.g., vice provost of student affairs, vice provost of teaching and learning, and so on) and deans to share this information with others in their respective units.
  • Request that this information be shared at the next meeting of the University Senate (or in Alberta, the General Faculties Council) to ensure it is widely communicated.
  • Ask how you can help. If your school has an academic committee or task force, offer to join and actively contribute to the ongoing work of upholding academic integrity at your own institution.

Institutions can take action against contract cheating. The annual International Day of Action Against Contract Cheating is fast approaching. It’s on October 19 this year. If your school hasn’t already signed up, you can still do so. Widespread removal of contract cheating advertisements could be a campus-wide event that students, staff, and administrators all participate in on that day, and every day.

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This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks!

Sarah Elaine Eaton, PhD, is a faculty member in the Werklund School of Education, and the Educational Leader in Residence, Academic Integrity, University of Calgary, Canada. Opinions are my own and do not represent those of the University of Calgary.


Now Published: Contract Cheating in Higher Education

August 11, 2022
Eaton, Curtis, Clare, Stoesz, Seeland & Rundle cover

Now published: Contract Cheating in Higher Education: Global Perspectives on Theory, Practice, and Policy (Eaton, Curtis, Stoesz, Clare, Rundle, & Seeland, 2022). This volume, published by Palgrave MacMillan, includes twenty chapters from contributors across Australia, North America, and Europe:

  1. Introduction: Contract cheating and introduction to the problem. – Curtis, G. J., Clare, J., Rundle, K., Eaton, S. E., Stoesz, B. M., & Seeland, J.
  2. What can we learn from measuring crime when looking to quantify the prevalence and incidence of contract cheating? – Clare, J., & Rundle, K.
  3. Limitations of contract cheating research. –  Krásničan, V., Foltýnek, T., & Dlabolová, D. H.
  4. Essay mills and contract cheating from a legal point of view. – Draper, M.
  5. Leveraging college copyright ownership against file-sharing and contract cheating websites. – Seeland, J., Eaton, S. E., & Stoesz, B. M.
  6. The encouragement of file sharing behaviours through technology and social media: Impacts on student cheating behaviours and academic piracy. – Rogerson, A. M.
  7. Higher education assessment design. – Sutherland-Smith, W., & Dawson, P.
  8. Critical thinking as an antidote to contract cheating. – Stoesz, B. M., Eaton, S. E., & Seeland, J.
  9. Contract cheating and the Dark Triad traits. – Baran, L., & Jonason, P. K.
  10. Contract cheating: The influence of attitudes and emotions. – Curtis, G. J., & Tindall, I. K.
  11. Applying situational crime prevention techniques to contract cheating. – Clare, J.
  12. Presentation, Properties and Provenance: the three Ps of identifying evidence of contract-cheating in student assignments. – Crockett, R.
  13. “(Im)possible to prove”: Formalising academic judgement evidence in contract cheating cases using bibliographic forensics. – Ellis, C., Rogerson, A. M., House, D., & Murdoch, K.
  14. Aligning academic quality and standards with academic integrity – Glendinning, I.
  15. Addressing contract cheating through staff-student partnerships. – Lancaster, T.
  16. The extortionate cost of contract cheating. – Veeran-Colton, T., Sefcik, L., & Yorke, J.
  17. The rise of contract cheating in graduate education. –  Parnther, C.
  18. Listening to ghosts: A qualitative study of narratives from contract cheating writers from the 1930s onwards. – Eaton, S. E., Stoesz, B. M., & Seeland, J.
  19. Assessment brokering and collaboration: Ghostwriter and student academic literacies. – Thacker, E. J.
  20. Conclusion – Eaton, S. E., Stoesz, B. M., Seeland, J. Curtis, G. J., Clare, J., & Rundle, K. 

Updates:

October 4, 2022 – The final proofs have been submitted to the publisher. The book now moves into production and should be available very soon!

October 28, 2022 – The book has now been published!

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This blog has had over 3 million views thanks to readers like you. If you enjoyed this post, please “like” it or share it on social media. Thanks!

Sarah Elaine Eaton, PhD, is a faculty member in the Werklund School of Education, and the Educational Leader in Residence, Academic Integrity, University of Calgary, Canada. Opinions are my own and do not represent those of the University of Calgary.