6 Tenets of Postplagiarism: Writing in the Age of Artificial Intelligence

February 25, 2023
An infographic showing the 6 tenets of the post-plagiarism age. There is a circle with six points extending from it. There is an icon of a brain at the centre. These ideas were developed from the book, Plagiarism in Higher Education: Tackling Tough Topics in Academic Integrity (2021) by S. E. Eaton.

In the final chapter of Plagiarism in Higher Education: Tackling Tough Topics in Academic Integrity (2021) I contemplate the future of plagiarism and academic integrity. I introduced the idea of life in a postplagiarism world; thinking about the impact of artificial intelligence on writing. Here, I expand on those ideas. These 6 tenets characterize the post-plagiarism age:

Hybrid Human-AI Writing Will Become Normal

Hybrid writing, co-created by human and artificial intelligence together is becoming prevalent. Soon it will be the norm. Trying to determine where the human ends and where the artificial intelligence begins is pointless and futile.

Human Creativity is Enhanced

Human creativity is enhanced, not threatened by artificial intelligence. Humans can be inspired and inspire others. Humans may even be inspired by artificial intelligence, but our ability to imagine, inspire, and create remains boundless and inexhaustible.

Language Barriers Disappear

One’s first language will begin to matter less and less as tools become available for humans to understand each other in countless languages.

Humans can Relinquish Control, but not Responsibility

Humans can retain control over what they write, but they can also relinquish control to artificial intelligence tools if they choose. Although humans can relinquish control, they do not relinquish responsibility for what is written. Humans can – and must – remain accountable for fact-checking, verification procedures, and truth-telling. Humans are also responsible for how AI-tools are developed.

Attribution Remains Important

It always has been, and always will be, appropriate and desirable to appreciate, admire, and respect our teachers, mentors, and guides. Humans learn in community with one another, even when they are learning alone. Citing, referencing, and attribution remain important skills.

Historical Definitions of Plagiarism No Longer Apply

Historical definitions of plagiarism will not be rewritten because of artificial intelligence; they will be transcended. Policy definitions can – and must – adapt.

Translations of the Six Tenets of Postplagiarism

Since I first shared the Six Tenets of Postplagiarism, the infographic has been translated into French and Spanish. I am very grateful to the translators, who put in time and effort to go through the points in detail. Here are the translated versions:

Les 6 Principes du Postplagiat (French)

This translation was done by Dr. Elaine Beaulieu at the University of Ottawa, Canada.

Colleagues at the Université du Québec à Montréal (Canada), also wrote a web article in French. It is available here: https://collimateur.uqam.ca/collimateur/6-principes-de-lapres-plagiat-a-lere-de-lia/

6 Principios del Posplagio (Spanish)

The Spanish translation was done by Beatriz Moya, PhD candidate at the University of Calgary.

More Resources on PostPlagiarism

Check out my video on this topic on YouTube: https://youtu.be/NxFMMw1QZX0

Check out my article in University World News on this topic: “Artificial intelligence and academic integrity, post-plagiarism”

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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.


Fake Degrees and Fraudulent Credentials in Higher Education: A Synopsis of the Book

January 28, 2023

Fake Degrees and Fraudulent Credentials in Higher Education was published by Springer Nature in January, 2023. It features over a dozen chapters on various topics related the broad theme of credential fraud.

The introductory chapter includes an overview and historical perspectives of key issues. In this opening chapter, the authors connect the dots between the industries that supply fake degrees and fraudulent academic documents (including but not limited to bogus reference letters and tampered transcripts) to the contract cheating industries (e.g., term paper mills, student proxy services, and examination impersonators who take tests on behalf students) and to the admissions fraud industry. In addition, a connection is made to the scholarly paper mill industry which includes various violations of scientific publication ethics including fake data, fabricated scholarly articles and authorship for sale.

We present these connected industries through our Ecosystem of Commercial Academic Fraud model (Eaton & Carmichael, 2022). They synthesize what is known about the size and scope of the industry, estimating its valuation to be at least $21 Billion USD.

In Chapter Two, Jamie Carmichael and I (who are Canadian) argue that Canada is vulnerable to admission and credential fraud. This argument will be substantiated through (i) a survey that spanned coast-to-coast within Canada, (ii) media review that targeted the response to Operation Varsity Blues in Canadian newspapers, and (iii) a comparative analysis with another survey on this topic to gauge how Canada is fairing compared to others across the globe. This data triangulation resulted in an in-depth examination of admissions fraud in Canada, with 14 recommendations for practitioners, researchers, and those involved in policy reform.

In the third chapter, FBI Special Agent (retired), Allen Ezell, takes readers on a tour of “Axact, the world’s largest diploma mill”. Ezell has more than 40 years of experience investigating “fake high schools, colleges, universities, and counterfeiters” (p. 53). He writes that, “Axact is a classic example of a criminal enterprise. Even its own employees refer to it as the tower of frauds and house of lies.” (p. 49). This chapter is the longest in the book by far, spanning 49 pages, complete with concrete details, photos, and insider information not available anywhere else. Ezell explains that diploma mills, “are professional operations that take planning, preparation, and organization to run smoothly. Like legitimate businesses, they have business models, conduct market studies, have financial forecasts, perform cost analyses, set daily/ weekly/monthly sales goals, and offer sales incentives. They constantly survey their competition, and actions by law enforcement and regulators, to determine the direction the wind is blowing.” (p. 53)

Chapter Four, by Joanne Duklas, addresses how “digitization and technology have improved electronic exchange practices in the areas of document and data management and reduced occurrences of fraud thereby encouraging greater trust in the verification and assessment process for admission and transfer” (p. 95). Duklas discusses how background checks regularly show evidence of misrepresentation and fraud. Duklas’s in-depth exploration of  key issues related to electronic exchange processes. She provides details about Canada’s national document exchange network, MyCreds™ | MesCertif™, launched in 2020. She notes that, “Building solid bridges (technical infrastructure, standards, legislation, policies, and procedures) between issuers and receivers of official documents remains important for a trusted, quality assured ecosystem. Various technology solutions are solving credential fraud and creating greater trust in the chain of custody and bone fides of official documents.” (p. 110)

In Chapter 5, Kirsten Hextrum “considers how legal athletic admissions mirror the largest college admission conspiracy in US history: Operation Varsity Blues (OVB)” (p.  115). Hextrum analyzed 1487 college athletes’ demographic data; 47 life- history interviews with college athletes; and admission-related documents. Her results reveal how athletes invest to develop athletic talent, disputing college leaders’ claims that athletic admissions create diverse cohorts. She addresses important issues related to equity, diversity, and inclusion, as her findings show that “athletic investments create homogenous cohorts as White, middle-class youth are overrepresented as college athletes.” (p. 115). In addition, Hextrum discusses, “how colleges authenticate athletes’ credentials” (p. 115), finding that “universities use inconsistent and arbitrary measures—sometimes admitting athletes with little sport experience” (p. 115). Hextrum’s findings indicate that “athletic admissions misalign with the public’s interest because they are fixed to favour White, middle-class athletes and remain vulnerable to fraud” (p. 115).

In the next chapter, Stella-Maris Orim and Irene Glendinning, write about “Corruption in Admissions, Recruitment, Qualifications and Credentials” from the perspective of quality assurance. They draw on research conducted in 2017–2018 for the Council of Higher Education Accreditation’s International Quality Group (CIQG) “into how Accreditation and Quality Assurance Bodies (AQABs) respond to corruption” (p. 133). They address the question: Who is responsible for reducing corruption in education and research? (p. 133). They present findings from their empirical research, leading them to their evidence-informed conclusion that “higher education providers around the world are aware of corruption, fraud and malpractice in student assessment.”, but that “that much less attention has been given by institutions to the types of integrity breaches that we have looked at in this chapter, fraud in admissions and recruitment and in credentials and qualifications” (p. 145).

Chapter 7, by Özgür Çelik and Salim Razı, addresses favouritism and professorial recruitment practices in Turkish higher education institutions. They address the issue of fraud and corruption indirectly, through an analysis of 66 news stories that address favourtism in Turkish universities. They discuss how favouritism erodes public trust, noting that “the negative consequences of favouritism are far-reaching” (p. 154). Their findings showed that nepotism, cronyism, and patronage, were key areas of concern. They found that when specific individuals were identified for academic positions that customized job descriptions can be written so that only that particular individual could be deemed qualified. Although their chapter focuses specifically on Turkey, there are lessons that are transferrable to other countries with regards to corrupt hiring practices in higher education and other sectors.

The next two chapters address fraud in standardized English-language proficiency testing. Soroush Sabbaghan and Ismaeil Fazel’s chapter aims to “shed light on the complexities and the apparent disconnect between equity, integrity, fairness, and justice in standardized language proficiency tests and the integrity issues that can arise as a result” (p. 169). They point out that “at their core, standardized procedures imposed by testing centers ignore the fact that test-takers come from different socio-economic and sociocultural backgrounds with different interests, motivations and experiences of learning and using English” (p. 171). For those interested in exploring issues related to equity, diversity, and inclusion of international students, this chapter is a must read.

Angela Clark continues the discussion of fraud and corruption in English-language proficiency exams in her chapter that explores fraudulent test scores. Clark argues that “relying on a single language proficiency test score to determine an individual’s readiness is problematic, and also problematic is the lack of related academic research and data to help guide admissions decision-making” (p. 187). Clark presents concrete recommendations for “institutional stakeholders with ways to become better informed about these tests and their impact and approaches to help international NNES [non-native English-speaker] students succeed within their new academic disciplines and new academic culture” (p. 187) that include reconsidering admission criteria (p. 199) and instituting a post-entry language assessment (PELA) (p. 199).

In Chapter Ten, Brendan DeCoster uses systems theory to address admissions fraud. DeCoster explores the “culture of admissions fraud” in the United States. He proposes “a five-level framework for analyzing admissions fraud, noting how individuals, small groups and firms, larger firms, institutions, and political entities all play roles in establishing definitions of fraud, investigating fraud, prosecuting fraud, committing fraud, abetting fraud, and countering fraud” (p. 209). The five levels include micro, metaxy, meso, macro, and acro, and he provides examples for each level in his chapter.

Next, Jamie Carmichael leads a chapter on topic modelling, “an unsupervised machine learning technique commonly used in computer science as a research method” (p. 227). In this novel study, “data from 30 websites selling fake degrees were manually scraped, observations noted, and a topic model was built to identify risks within the dataset”, demonstrating that “that topic modeling can identify security risks by providing an environmental scan of the threat.” (p. 227). Twenty evidence-based recommendations are offered for higher education security professionals, senior leaders, and researchers.

In the penultimate chapter, together with Jamie Carmichael, I explore “what can happen when professor and educational leaders have fake or fraudulent degrees or other qualifications. We present four key issues: (a) the threat to institutional reputation; (b) the threat to the credentials awarded by the institutions; (c) the impact on students; and (d) material costs to the organization. Then, we propose seven recommendations to prevent or address academic qualification fraud: (a) verify applicant credentials; (b) develop or update internal risk assessment plans; (c) conduct an internal qualifications audit; (d) develop or update institutional codes of conduct; (e) develop an internal process to investigate allegations of credential fraud; (f) develop and follow internal quality assurance processes for courses, programs, and curricula; and (g) Develop or update crisis communications plans to include credential fakery or fraud. We conclude by emphasizing that moral outrage will not solve the problem of academic credential fraud.” (p. 251).

In our final chapter, we summarize key findings from the book, grouping them into “seven main categories: (a) historical perspectives and terminology; (b) a trend of global indifference; (c) criminal enterprises and security; (d) fraud in standardized language proficiency testing; (e) athletic credentialism; (f) the role of the institution; (g) hiring, and (h) technology. We discuss the significance and limitations of the book, concluding with calls to action for more research and resources to better understand and address the growing problem of the ecosystem of academic fraud that continues to grow” (p. 269).

This book was a passion project that we undertook during COVID-19. We hope it is useful to others who are dedicated to upholding academic integrity and raising awareness about the threats posed to higher education by fake degrees, fraud, corruption, and quackery.

Related posts

Just published! Fake Degrees and Fraudulent Credentials in Higher Education

Fake Degrees and Fraudulent Credentials: Research Project Update

Scholarships Without Scruples: 3 Signs of Bogus Scholarships and Scams

Why Universities and Colleges Need Clear Policies to Deal with Fake COVID-19 Vaccination Records and Test Results

Degrees of Deceit: A Webinar

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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.


Just published! Ethics and Integrity in Teacher Education (Eaton & Khan, eds.)

January 5, 2023

We are pleased to share that our edited volume, Ethics and Integrity in Teacher Education, has just been published. 

Front cover of the edited volume, Ethics and Integrity in Teacher Education

Here is an overview of the book that Zeenath Reza Khan and I edited, with contributions from authors in Canada, Australia, the United Kingdom, UAE, Sweden and Mexico.

Book Description

This book addresses issues related to ethics and integrity in teacher training. Authors pay special attention to the role ethics plays in teaching practice and the importance of establishing expectations for students to learn with integrity from a young age. The book celebrates global perspectives on ethics and integrity for pre-service teachers, acknowledging that although some aspects of ethics are universal, the ways in which these are implemented can vary. Contributors present original research, case studies, and recommendations for practice and teaching.

The book draws on a range of theoretical and conceptual foundations including applied ethics, academic integrity, and moral education.

Table of Contents

Additional Details

Publisher: Springer

Book doi: https://doi.org/10.1007/978-3-031-16922-9

Hardcover ISBN: 978-3-031-16921-2 (Published 02 January, 2023)

Softcover ISBN: 978-3-031-16924-3

eBook ISBN: 978-3-031-16922-9Published: 01 January 2023

Number of Pages: XIII, 178

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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.


Sarah’s Thoughts: Artificial Intelligence and Academic Integrity

December 9, 2022

The release of ChatGPT has everyone abuzz about artificial intelligence. I’ve been getting lots of questions about our research project Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing Technologies. We are ready to start data collection in January so I do not yet have results to share. Our team has two preliminary papers under review, but I won’t say much about them until they are published.

In the meantime, I wanted to share some high level thoughts on the topic since many of you have been asking. Even though I am on Research and Scholarship Leave (RSL, a.k.a. sabbatical) this year, I’ve got another big project on the go that is taking up a lot of my time and focus right now, in addition to the research project above. I am serving as the Editor-in-Chief of the the Handbook of Academic Integrity (2nd ed.) The first edition of the Handbook was edited by Tracey Bretag who passed away in 2020.

The second edition is well underway and I’ve been working with an amazing team of Section Editors (giving a wave of gratitude to the team: Brenda M. Stoesz, Silvia Rossi, Joseph F. Brown, Guy Curtis, Irene Glendinning, Ceceilia Parnther, Loreta Tauginienė, Zeenath Reza Khan, and Wendy Sutherland-Smith). We have more than 100 chapters in the second edition, including some from the first edition as well as lots of new chapters. (Giving a wave of gratitude to all the contributors! Thank you for your amazing contributions!) It is a massive project and it has been a major focus of my sabbatical.

Suffice to say, I have not had a spare moment to put fingers to keyboard to write in depth about this topic on social media, but I wanted to share a few high level ideas here. I will have to unpack them in a future blog post or maybe an editorial, but for now, let me just say that I think the moral panic over the use of artificial intelligence is not the answer. But so you know where I stand on the issue, here are some thoughts:

I am happy to chat more, but let me just say that if you are afraid of an explosion of cheating in your classes because of ChatGPT or any other new technological advance, you are not alone, but honestly, technology isn’t the problem.

Stay tuned for more…

Related posts:

Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing Technologies 

University of Calgary Graduate Assistant (Research) (GAR) – Job posting “Artificial Intelligence and Academic Integrity: The Ethics of Teaching and Learning with Algorithmic Writing” https://drsaraheaton.wordpress.com/2022/11/30/university-of-calgary-research-assistant-job-posting-artificial-intelligence-and-academic-integrity-the-ethics-of-teaching-and-learning-with-algorithmic-writing/

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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.