Bibliography of Equity, Diversity, Inclusion, and Accessibility Resources for Academic Integrity

September 12, 2025

This week I did an invited presentation for the European Network for Academic Integrity (ENAI) Integrity for All Working Group.

As part of my presentation, I shared this bibliography of resources that I’ve worked on over the past several years on academic integrity as it relates to equity, diversity, inclusion, accessibility, and decolonization. These topics have become increasingly important to me over the past half decade and it is more important now than it ever has been to elevate the importance of these topics, along with human rights and social justice, when addressing matters of student conduct.

This bibliography contains a list of academic integrity articles, presentations, and resources that focus on these topics. 

I’ve done my best to prepare this list according to APA 7 conventions, but please forgive any errors.

I aim to make as much of my content open access. If there is anything on this list that you cannot access, please contact me directly and I’ll see what I can do.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity

August 25, 2025

As a new academic year begins here in the northern hemisphere, I’m worried. I am worried that equity-deserving students, including racialized and linguistic-minority students, disabled and neurodivergent students, and others from equity-deserving groups will fall through the cracks again this year.

Conversations about academic integrity often centre around detection and discipline. 

How many students will be accused of — and investigated for — academic cheating this year when what they actually needed was learning support? Or language support? Or just a clearer understanding of what academic integrity is and how to uphold it?

It doesn’t have to be this way.

Academic integrity is also about creating a learning environment grounded in fairness and opportunity for every student. Social justice, equity, inclusion, diversity, and accessibility shape how students experience integrity in real ways:

  • Equity reminds us that students enter the classroom with different levels of preparation and support.
  • Inclusion ensures every student can participate in learning and assessment.
  • Accessibility removes barriers that make it harder for some students to meet expectations.
Infographic entitled 'Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity.' It features four bullet points: Equity acknowledges varied student preparation and support; Inclusion promotes participation in learning and assessment; Accessibility removes barriers to meeting expectations; and a Social Justice lens reveals patterns in integrity breaches. An illustration of a balanced scale appears below the text. The poster is credited to Sarah Elaine Eaton, PhD, August 2025.

A social justice lens helps us see patterns in who is reported or penalized for breaches of integrity and why.

  • Here are some actions educators can take in the first month of classes to support student success:
  • Review course materials to ensure instructions and policies about integrity are written in plain, accessible language.
  • Dedicate class time to talking with students about what integrity looks like in your course and why it matters.
  • Share examples of proper citation and collaboration that are relevant to your discipline.
  • Make time for questions about assessments so students understand what is expected and where to find help.
  • Connect students early to campus supports such as writing centres, student services, and accessibility services.

This is just a start.

My point is this: Do not assume that students should just know what academic integrity means. Take the time to explain your expectations and policies. In order for students to follow the rules, they need to know what the rules are.

Academic integrity is not only about avoiding plagiarism or cheating. It is also about fostering trust and fairness so that all students have a fair chance to learn and succeed. The choices we make in the first few weeks of the term set the tone for the entire year.

What steps are you taking at the start of this new school year to build a more inclusive and equitable approach to academic integrity?

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Fake Degrees, Fraudulent Credentials and the Ecosystem of Commercial Academic Fraud

April 10, 2025

Since 2020 I’ve been working with a number of collaborators on projects related to fake degrees, diploma mills, and credential fraud. One of the people I have had the privilege of working with is FBI Special Agent (ret.), Allen Ezell, who is one of the world’s leading experts on  fake degrees and accreditation fraud. 

I’ve spent countless hours on the phone with Allen and have exchanged dozens, if not hundreds, of e-mails with him, over the years. Now in his 80s, Allen is one of the world’s finest experts on the topic. He contributed a fascinating chapter called “Yesterday, today, and tomorrow: A tour of Axact, the ‘World’s Largest Diploma Mill’” to our book, Fake Degrees and Fraudulent Credentials in Higher Education

We also learned from other contributors to the book that the companies who sell fake credentials don’t stop there. They can also provide contact cheating services (often under the guise of ‘research services’), fake admission letters, fake transcripts, fraud in standardized testing (e.g., sending impersonators to write English language proficiency tests), and much more. 

In the introduction for the book, we connect the dots to show how admissions fraud, contract cheating (e.g., term paper mills), scientific and scholarly paper mills, and fake degrees and fraudulent credentials are all connected. We synthesize the key ideas in this infographic:

Diagram titled "The Ecosystem of Commercial Academic Fraud" by Eaton & Carmichael (2022), showing four overlapping colored circles, each representing a type of academic fraud, with "Fraud" in the center where all circles overlap. The categories are: Degree Mills (red): Fake and fraudulent diplomas, transcripts, reference letters, and other academic and professional documents. Contract Cheating (orange): Outsourced student academic work including term paper mills, assignment completion services, thesis writing services, and student proxy services. Admissions Fraud (green): Impersonation and fraud services for standardized admissions testing (e.g., SATs), language proficiency testing, and unethical educational agents. Paper Mills (blue): Manufactured scholarly and scientific publications, authorship for sale. Each category overlaps in the center to show they are part of a broader ecosystem of fraud. The image includes a citation and Creative Commons license at the bottom.

It is difficult to get a handle on the exact size and scope of the industry, but based on what we know, we estimated that the industry is worth at least $21 Billion USD, and we figure that is a low estimate.

Throughout the past half-decade, we’ve developed a number of resources related to these topics. I’ve posted about them previously, but I figured it might be helpful if I gathered some of them into a single blog post. They are all freely available as open access resources.

Counterfeit Credentials: 13 Recommendations for Higher Education Professionals

Infographic titled "Counterfeit Credentials: Top 13 Recommendations for Higher Education Professionals" by Carmichael & Eaton (2020). It offers guidance to help institutions detect and prevent the use of fake degrees and fraudulent documents in admissions and hiring. The recommendations are:
1.	Use a direct transmission system for admission applications – Electronic grade submissions reduce tampering.
2.	Consider an evaluation service – Evaluate transcripts against program requirements.
3.	Know the signs of a fake degree – Check for authenticity, spelling, watermarks, correct language, matching data points.
4.	Employ a transcript sharing service – Use secure repositories or verify hand-delivered transcripts.
5.	Don't say cheese – Warn students not to post degrees online due to risk of fraud.
6.	Compare interim and final grades – Ensures data integrity.
7.	Audit your systems routinely – Think like a hacker to uncover weaknesses.
8.	Beware of strip mall schools – Diploma mills that mimic real institutions; create internal databases for tracking.
9.	Take stock of your transcript paper – Use serial numbers and compare for inconsistencies.
10.	Learn how to spot a bogus transcript – Identify fakes by comparing submitted transcripts.
11.	Verify education credentials when hiring – Check for linear academic progression and verify references beyond website searches.
12.	Investigate whistleblower claims – Some student reports may be legitimate and need proper review.
13.	Leverage your professional network – Share practices, investigate cases, or lobby for change.
References and contact emails (jamie.carmichael@carleton.ca; seaton@ucalgary.ca) are included for further information.

This infographic is intended mainly for registrars, admissions staff, admissions committees and others whose work involves assessing the credentials of applicants for university and college programs. 

Scholarships Without Scruples

In this infographic, Jamie Carmichael and I share signs of scholarship scams, which is one from of educational fraud:

Infographic titled “Scholarships Without Scruples – 3 Signs of Scholarship Scams.” Credit Card Required: Don’t give out your credit card number. Legitimate scholarship applications never ask for this information. Discount in Disguise: You should not have to buy anything to receive a scholarship. Legit scholarships never require payment for goods or services. Tax Trickery: Legit scholarships are taxed differently than earned income. If proper tax documentation isn’t provided, it may not be a real scholarship. At the bottom: “Find out more” – Contact information for Sarah Elaine Eaton (University of Calgary, seaton@ucalgary.ca) and Jamie Carmichael (Carleton University, Jamie.Carmichael@Carleton.ca). Footer text: “Scholarship scams are real. Learn how to protect yourself!”

When it comes to education fraud, there are many angles to consider. There is certainly a need for more research, awareness, and advocacy on these topics, especially as GenAI can make these types of fraud easier.

Below are some related posts and further resources that I hope you find helpful.

Related posts

References and Resources

  • Carmichael, J. (2023, June 7). Understanding Fake Degrees and Credential Fraud in Higher Ed. The Evollution: A Modern Campus Illumination. https://evolllution.com/programming/credentials/understanding-fake-degrees-and-credential-fraud-in-higher-ed/
  • Carmichael, J. J. (2024). Reframing and Broadening Adversarial Stylometry for Academic Integrity. In S. E. Eaton (Ed.), Second Handbook of Academic Integrity (pp. 1467-1485). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-54144-5_148 
  • Carmichael, J., & Eaton, S. E. (2020). Counterfeit Credentials: Top 13 Recommendations for Higher Education Professionals (Infographic). University of Calgary. http://hdl.handle.net/1880/113042 
  • Clark, A. (2023). Examining the problem of fraudulent English test scores: What can Canadian higher education institutions learn? In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 187-207). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_9 
  • Çelik, Ö., & Razı, S. (2023). Avoiding favouritism in the recruitment practice of Turkish higher education institutions. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 153-167). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_7 
  • DeCoster, B. (2023). There is no culture? A framework for addressing admissions fraud. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 209-226). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_10 
  • Duklas, J. (2023). Bridging to tomorrow: A historical and technological review of credential exchange in higher education within Canada. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 95-113). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_4
  • Eaton, S. E., & Carmichael, J. (2020). Scholarships without scruples (Infographic). University of Calgary: http://hdl.handle.net/1880/113044
  • Eaton, S. E., & Carmichael, J. (2022). The Ecosystem of Commercial Academic Fraud. University of Calgary. https://dx.doi.org/10.11575/PRISM/40330
  • Eaton, S. E., Carmichael, J., & Pethrick, H. (Eds.). (2023). Fake degrees and credential fraud in higher education. Springer. https://doi.org/10.1007/978-3-031-21796-8
  • Ezell, A. (2023). Yesterday, today, and tomorrow: A tour of Axact, the “World’s Largest Diploma Mill”. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 49-94). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_3 
  • Hextrum, K. (2023). Fair play, fraud, or fixed? Athletic credentials in U.S. higher education. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 115-132). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_5
  • Orim, S.-M., & Glendinning, I. (2023). Corruption in admissions, recruitment, qualifications and credentials: From research into quality assurance. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 133-151). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_6
  • Sabbaghan, S., & Fazel, I. (2023). None of the above: Integrity concerns of standardized English proficiency tests. In S. E. Eaton, J. J. Carmichael, & H. Pethrick (Eds.), Fake Degrees and Fraudulent Credentials in Higher Education (pp. 169-185). Springer International Publishing. https://doi.org/10.1007/978-3-031-21796-8_8

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer. 


Accreditation and Certification Fraud in IT

December 27, 2024

Many people in the academic integrity world are already familiar with contract cheating websites, those that deal in the business of buying and selling exams, bespoke term papers, theses, and exam questions and answers.

But this business isn’t limited to the millions of K-12, high school and post-secondary students. The exam fraud business is alive and well for professional accreditation exams for folks who either want to bypass a formal university degree or to supplement existing credentials.

For example, in the IT industry credentials are often the golden key to new opportunities. Certifications and accreditations (allegedly) validate technical skills, offering (so-called) proof that a candidate has the expertise needed for a professional role. 

Taking into account supply and demand, with job candidates being in high supply and well-paying jobs being in high demand, certification and accreditation fraud is alive and well in the IT industry, as well as other industries. This is a trend employers cannot afford to ignore.

Exposing the Fraud: How Buying and Selling of Certification Exam Questions Works

Certification fraud occurs when individuals falsify credentials, purchase counterfeit certifications, or misuse legitimate certifications obtained by others. But there’s this sneaky grey area that exists when a person actually sits a professional exam themselves, but they’ve prepared by buying the exam questions and/or the answers from an online vendor.

I won’t name specific companies that do this in this post, because I’m not in the habit of advertising for these fraudsters, but I want to show you how they work, so here are some screenshots:

Screenshot #1: Home page

A website screenshot. Black background, with text in white and blue. Some of the text is quoted in the narrative that follows.

At the top of this website, the company claims that 94% of the exam questions that they sold were “almost the same” and that 97% of customers passed the exam using their materials. (Who knows what happened to the other 3%…?) Finally, 98% of customers found the “study guides” effective and helpful.

There’s that phrase that we commonly see on contract cheating websites, “study guide”. For the uninitiated, this is a euphemism for “exam questions”. 

Screenshot #2: Saying it like it is: Not affiliated with any certification provider

A website screenshot. White background with black text.

In this screenshot the company states plainly that they are not affiliated or certified by any certification provider. Reading between the lines, the message is ‘caveat emptor’ or ‘buyer beware’. They are telling you upfront that they are in the business of selling exam questions and make no guarantees about their products.

Screenshot #3: Samples of accreditation exam questions for sale

A website screenshot. White background. Black task bar with light grey text. There are lists of texts written in blue.

Look at all the options: You can buy exam questions for certifications offered by DELL, English language proficiency exams, Citrix, Adobe, and Amazon, and Google just to name a few. 

Screenshot #4: More samples of certification provider exam questions for sale.

A website screenshot. White background. Black task bar with light grey text. There are lists of texts written in blue.

But wait! There’s more! You can buy exam questions for certifications offers by Oracle, IBM, SAP, and others.

Assessment Security

Sites like compromise the assessment security of certification exams that are meant to qualify individuals to do a particular job. If this term is new to you, I recommend Professor Phill Dawson’s book, Defending Assessment Security in a Digital World. For a quick (and free) overview, of Phill’s work, this slide deck from one of his presentations is worth checking out.

Businesses that buy and sell exam certification questions engage in fraudulent practices undermine trust in the certification system and create significant risks for employers.

Consequences for Employers

Hiring someone with counterfeit credentials can have dire consequences. Unqualified employees may lack the technical skills to handle complex tasks, leading to project delays, costly errors, or even security breaches. Beyond the financial impact, fraudulent certifications can erode team morale, as employees with genuine qualifications may feel undervalued when working alongside those who faked their way in.

What Employers and Hiring Managers can Do

Employers, and especially hiring managers and those working in HR, must take proactive steps to safeguard their hiring processes. Some of you may be asking if this kind of practice is actually illegal. I’m not a lawyer, but what I can say is that although contact cheating for students is illegal in countries like Australia, the UK, and Ireland, if you’re not a student, then you might get to live a proverbial grey zone. To the best of my knowledge, it is not actually illegal to buy and sell questions for professional certification exams in most countries of the world.

So, what can employers do? First, trust but verify! Verifying certifications directly with issuing organizations is one step. Many certification bodies offer easy online verification tools to confirm a candidate’s credentials. Additionally, employers should stay informed about recognized accreditation standards and avoid unverified institutions. 

Having said this, verification of credentials and certification won’t help if someone has bought exam questions online and then taken the test themselves. Their results could be ‘verifiable’ in a sense, because there’s an assumption that a person who has passed an exam had the knowledge to do so. But when someone buys their exam questions before sitting the test, it means that they have prepared for an exam and may not necessarily have internalized the knowledge or skills that should match the certification they receive from passing an exam. An exam is one measure of knowledge, but it isn’t the only one. 

Having prospective employees demonstrate their skills and respond to technical questions that could only be answered if the person has the knowledge to back up their documentation can also help. One possibility is to give an interviewee a real-world scenario that could happen at your organization. Ask them how they would go about problem-solving it. If they struggle or stumble, it could be a sign that they lack the necessary skills for the job. (It could also be a sign that they’re just nervous or that interviewing isn’t their strength. So let me also make a plug here for having an inclusive and equitable interviewing process.)

Investing in robust, inclusive, and equitable hiring practices not only protects an organization from the pitfalls of fraud but also helps to create a culture of accountability and excellence. By placing a premium on authentic certifications combined with demonstrable knowledge and skills and inclusive hiring practices, employers signal their commitment to integrity and ensure they are building a team of qualified professionals.

Bottom line: If you’re hiring someone who says they have an IT certification based on taking exams, it’s worth it to find out if they actually have the knowledge and skills to do the job. 

And this is just one example of one site. Rest assured that it is not the only one out there. Exam cheating companies like this one don’t exist in isolation. They’re in the game to make money, and lots of it. 

In an industry where skills and knowledge drive success, vigilance against certification and accreditation fraud is not optional—it is a driver of success.

Future Outlook

Fraud and corruption are alive and well education and industry. There is a growing community of sleuths, scholars, and activists who are ready to sniff out fraud and expose it and naïveté about these matters is quickly going out of fashion. 

There may have been a time when it was acceptable—or even fashionable—to clutch your pearls, proclaim moral outrage, or just refuse to accept that educational and professional fraud are more commonplace than you might have previously thought. GenAI is here to stay, and so are companies whose business is educational, accreditation, scientific, and professional fraud. These companies are profitable because they have customers willing to pay for their goods and services.

Vigilance, sleuthing, and exposing fraud are very much on trend as we move ahead into the new year. And if you’re a hiring manager, taking steps to protect the integrity of your operations is definitely part of the job in 2025 and beyond.

References and Further Reading

Carmichael, J. (2023, June 7). Understanding Fake Degrees and Credential Fraud in Higher Ed. The Evollution: A Modern Campus Illumination. https://evolllution.com/programming/credentials/understanding-fake-degrees-and-credential-fraud-in-higher-ed/

Eaton, S. E., & Carmichael, J. (2022). The Ecosystem of Commercial Academic Fraud. In. Calgary, Canada: University of Calgary. https://dx.doi.org/10.11575/PRISM/40330

Eaton, S. E., Carmichael, J., & Pethrick, H. (Eds.). (2023). Fake degrees and credential fraud in higher education. Springer. https://doi.org/10.1007/978-3-031-21796-8

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 Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer. 


Future-proofing integrity in the age of artificial intelligence and neurotechnology: Prioritizing human rights, dignity, and equity

November 13, 2024

Once a year I write an editorial for the International Journal for Educational Integrity. I take a big idea, ground it in literature written by some of the best in the world and then call for ways to improve our field even more. In 2023 I wrote about Postplagiarism and in 2022, I focused on equity, diversity, inclusion, accessibility and decolonization as new priorities for academic integrity. Here is this year’s editorial:

Future-proofing integrity in the age of artificial intelligence and neurotechnology: prioritizing human rights, dignity, and equity

A screenshot of an article title page. There is black text on a white background with a green banner at the top.
Here is a link to the original: https://edintegrity.biomedcentral.com/articles/10.1007/s40979-024-00175-2

Abstract

In this article I argue for the prioritisation of human rights when developing and implementing misconduct policies. Existing approaches may be perpetuate inequities, particularly for individuals from marginalised groups. A human-rights-by-design approach, which centres human rights in policy development, revision, and implementation, ensuring that every individual is treated with dignity and respect.

Recommendations for implementing a human-rights approach to misconduct investigations and case management are offered, covering areas such as procedural fairness, privacy, equity, and the right to education. Additional topics covered are the need to limit surveillance technologies, and the need to recognize that not all use of artificial intelligence tools automatically constitutes misconduct. I disentangle

the differences between equity and equality and explain how both are important when considering ethics and integrity. A central argument of this paper is that a human-rights-by-design approach to integrity does not diminish standards but rather strengthens educational systems by cultivating ethical awareness and respect for personhood. I conclude with a call to action with a seven-point plan for institutions to adopt a human-rights-based approach to ethics and integrity. In the age of artificial intelligence and neurotechnology, insisting on human rights and dignity when we investigate and address misconduct allegations is an ethical imperative that has never been more important.

Keywords Academic misconduct, Academic dishonesty, Plagiarism, Policy, Human rights, Restorative justice, Artificial intelligence, Neurotechnology, Higher education, Education

Commentary

As I reflect on the current state of academic and research integrity, I am struck by a glaring omission in our discussions: the connection between misconduct and human rights. We often treat these as separate entities, failing to recognize the profound impact that misconduct investigations and policies can have on the fundamental rights of individuals. This oversight is particularly concerning in the age of artificial intelligence (AI) and neurotechnology, where the potential for harm is magnified.

Take, for example, the case of a professor in Canada who physically assaulted international students accused of plagiarism. This horrifying example demonstrates how the pursuit of academic integrity can be twisted into a justification for degrading and inhumane treatment, violating the very principles of dignity and respect that should guide our actions. While this is an extreme case, it highlights the need for a fundamental shift in our approach.

In this editorial, I offer a call to action to move beyond simply adhering to legal requirements and embrace a ‘human-rights-by-design’ approach that embeds human rights principles into our policies and practices. This means ensuring procedural fairness throughout investigations, safeguarding the privacy of individuals, and recognizing the right to be presumed innocent until there is proof to the contrary. It also requires us to acknowledge the diverse backgrounds and circumstances of our students and staff, striving for equitable treatment that addresses systemic inequalities and provides the support needed for everyone to succeed.

In the face of rapidly evolving technologies like AI, we must be especially vigilant in upholding human rights. The temptation to rely on unproven AI detection tools or to rush to judgement based on suspicion rather than evidence is strong, but it is a path that leads us away from justice and fairness. We cannot allow fear or expediency to erode our commitment to human dignity.

By centring human rights in our approach to integrity, we can create educational and research environments that are not only ethically sound but also truly just and equitable. This is not about lowering standards; it is about building a culture of integrity that upholds the inherent worth of every individual.

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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 Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.