The GenAI Gender Gap

January 10, 2025

There is a gender gap when it comes to GenAI.

Just 26.3% of the European Union’s artificial intelligence (AI) professionals are women, according to a report from LinkedIn.

In my work with of the Women for Ethical AI (W4EAI) UNESCO platform, we had similar findings in our gender outlook study.

An AI-generated image of a group of women.

There are no easy solutions to this gap, but for those working in this area, some five concrete things you can do to promote gender inclusion (and equity in general) are:

  • 
Invite women into leadership roles, strategic planing for artificial intelligence and advanced technology.
  • Ensure that policies explicitly include women, girls, and other equity-deserving groups.
  • Invite women (and in particular, early career women and those who are precariously employed) to share and showcase their expertise and knowledge (and compensate them for their contributions).
  • Create formal sponsorship programs for women and girls who want to develop their knowledge and cp-competencies related to AI, with ongoing opportunities for learning and skill development.
An AI-generated image of a group of women.

There are a myriad of ethical complexities when it comes to artificial intelligence and gender is only one of them. Acknowledging inequalities and then working to support equity, fairness, and justice will remain ongoing work in the years to come.

References

AI in the EU: 2024 Trends and Insights from LinkedIn. (2024). https://economicgraph.linkedin.com/content/dam/me/economicgraph/en-us/PDF/AI-in-the-EU-Report.pdf

United Nations Educational Scientific and Cultural Organization (UNESCO). (2024). UNESCO Women for Ethical AI: Outlook study on artificial intelligence and gender. https://unesdoc.unesco.org/ark:/48223/pf0000391719

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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. 


Three tips for future-proofing academic and research integrity this year

January 2, 2025

In my 2024 annual editorial for the International Journal for Educational Integrity, was entitled, ’Future-proofing integrity in the age of artificial intelligence and neurotechnology: prioritizing human rights, dignity, and equity

Here are three things you can do to prioritize human rights and dignity when it comes to policies and procedures to address allegations of academic or research misconduct:

Use a human-rights-by-design approach to developing, revising, and implementing policies by conducting a comprehensive review of existing academic integrity policies. Update policies to explicitly incorporate human rights principles, ensuring they address fair process, privacy, equitable treatment, and respect for human dignity. It is essential to involve individuals from representative groups in this process.

Provide ongoing training, education, and support to faculty, staff, and students about human rights principles and how they apply to misconduct investigations and case management. Create orientation programs that explain expectations for ethical conduct while respecting diverse cultural perspectives. Offer workshops and resources, peer mentoring programs, and support services.

Focus on continuous improvement and quality assurance of ethics and integrity practices by gathering feedback from students, faculty, staff and relevant stakeholders. Regularly review misconduct case management processes and data to ensure equitable treatment across different demographics.

Implementing human rights principles into misconduct investigations and case management helps to create more effective and sustainable learning environments. This approach prioritizes people over punishment, dignity over draconianism, and compassion over callousness.

Read the full article here: https://edintegrity.biomedcentral.com/articles/10.1007/s40979-024-00175-2 

Related post:

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

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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. 


A Reflection to Start 2025

January 1, 2025
An infographic with black text set on a background with blue at the top that transitions into green at the bottom.

Starting the year with a brief reflection inspired by the OECD Social and Emotional Skills for Better Lives report:

How can we, as educators, create systems and circumstances to help students thrive? How do we create opportunities for them? If there are doors that have been closed to them, how do we open those doors?

Or better yet, how do we break down the walls that hold up those doors in the first place?

These are some big questions I am contemplating for this year. How about you?

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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. 


Inclusive Academic Integrity: A Holistic Approach to Ethical Learning for Everyone

November 15, 2024

Earlier this semester, I accepted a new leadership role in the Werklund School of Education as the Academic Coordinator of the Master of Education (MEd) graduate topic in Inclusive Education. (We are accepting applications the 2025-2026 academic year, in case you’ve been thinking about doing an MEd. It is a fully online four-course topic.)

This got me thinking about academic integrity through an inclusive lens. My interest in the connection between social justice, equity, inclusion, and accessibility goes back a few years. In 2022, I partnered with a Werklund graduate student in educational psychology, Rachel Pagaling, and Dr. Brenda McDermott, Senior Manager, Student Accessibility Services to write up a brief open access report on Academic Integrity Considerations for Accessibility, Equity and Inclusion.

A lot more work has been done in this area since we wrote that report. Professor Mary Davis has been a particular champion of this topic. Her 2022 open access article, Examining and improving inclusive practice in institutional academic integrity policies, procedures, teaching and support, is worth checking out. There is also an entire section of the Second Handbook of Academic Integrity (2024) dedicated to equity, diversity, inclusion, accessibility, and decolonization. 

We know that academic integrity is a cornerstone of both K-12 and higher education. We want to ensure that learning, assessment, and credentials uphold the highest ethical standards. However, as educators, we can — and should — consider how the principles of inclusive education can strengthen and complement our approach to academic integrity.

Inclusive education means ensuring that all students, regardless of their background, abilities, or learning needs, have equitable access to educational opportunities and can meaningfully participate. Thomas and May sum it up nicely when they say that being inclusive means “proactively making higher education accessible, relevant and engaging to all students” (p. 5).  Of course, the same thinking could be extended to K-12 education, too. Applying these inclusive principles to academic integrity means recognizing that diverse learners may express and demonstrate their knowledge in different ways. 

Inclusion is not only about students with physical disabilities, developmental disabilities, or neurodivergence, but rather it is about creating conditions where all students can thrive. Associate Professor Joanna Tai and colleagues have a great article on Assessment for Inclusion that helps us think about how to design equitable and rigorous.

In addition, Dr. Eliana Elkhoury has a great chapter on how to create, An Equitable Approach to Academic Integrity Through Alternative Assessment.

The point here is that by fostering an inclusive academic culture, we empower all students to bring their best selves to school and learn with integrity.

Beyond accessibility and cultural responsiveness, inclusive academic integrity also means actively addressing systemic barriers and implicit biases. If certain groups of students consistently struggle with academic integrity issues, it may reveal deeper inequities that need to be examined and addressed. In other words, we can look at the barriers to success, rather than the limitations of our students, as being the problem. As Juuso Nieminen and I have pointed out, even accommodations policies have an underlying assumption that students who need accommodations are out to cheat the system. 

If you’re interested in reading more about disability justice to inform your thinking, I highly recommend Doron Dorfman’s article on the fear of the disability con and Jay Dolman’s work on academic ableism.

The benefits of this holistic, inclusive approach to academic integrity are numerous. When students feel respected, supported, and able to succeed, they are more engaged and motivated. This, in turn, leads to better learning outcomes. Moreover, graduates who have internalized inclusive academic integrity will be better equipped to uphold ethical standards in their future careers and communities.

As educators, we have a responsibility to nurture academic integrity in ways that are inclusive, accessible, culturally responsive, and empowering for diverse learners. By applying the principles of inclusive education, we can transform academic integrity from a rigid set of rules into a collaborative, values-driven endeavor that brings out the best in our students and ourselves.

References

Davis, M. (2022). Examining and improving inclusive practice in institutional academic integrity policies, procedures, teaching and support. International Journal for Educational Integrity, 18(1), 14. https://doi.org/10.1007/s40979-022-00108-x 

Dolmage, J. T. (2017). Academic Ableism: Disability and Higher Education. University of Michigan Press. 

Dorfman, D. (2019). Fear of the disability con: Perceptions of fraud and special rights discourse. Law & society review, 53(4), 1051-1091. https://doi.org/10.1111/lasr.12437 

Elkhoury, E. (2024). An Equitable Approach to Academic Integrity Through Alternative Assessment. In S. E. Eaton (Ed.), Second Handbook of Academic Integrity (pp. 1261-1272). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-54144-5_135 

Nieminen, J. H., & Eaton, S. E. (2023). Are assessment accommodations cheating? A critical policy analysis. Assessment & Evaluation in Higher Education, 1-16. https://doi.org/10.1080/02602938.2023.2259632 

Pagaling, R., Eaton, S. E., & McDermott, B. (2022, April 4). Academic Integrity: Considerations for Accessibility, Equity, and Inclusion. http://hdl.handle.net/1880/114519

Thomas, L., & May, H. (2010). Inclusive learning and teaching in Higher Education. Higher Education Academy. https://www.advance-he.ac.uk/knowledge-hub/inclusive-learning-and-teaching-higher-education

Tai, J., Ajjawi, R., Bearman, M., Boud, D., Dawson, P., & Jorre de St Jorre, T. (Eds.). (2022). Assessment for inclusion: rethinking contemporary strategies in assessment design. Routledge. https://doi.org/10.1080/07294360.2022.2057451 

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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.


Event: The Intersection of Academic Integrity and Inclusion: A Fireside Chat

October 10, 2024

Next week is Academic Integrity Week at the Univeristy of Calgary. This year, I have the honour of moderating a fireside chat with one of my very own Werklund School of Education Doctor of Education (EdD) students, Colleen Fleming. 

Join us for a thought-provoking discussion during Academic Integrity Week 2024!

A poster with text in black, red, and orange. The University of Calgary logo appears at the top. On the right-hand side there is art featuring a woman wearing a headset.

Discover the crucial link between academic integrity and inclusion in higher education with our distinguished speaker, Colleen Fleming, EdD student, Werklund School of Education.

Moderated by Dr. Sarah Elaine Eaton, this conversation will explore:

  • Defining academic integrity in an inclusive context
  • Challenges in maintaining integrity across diverse student populations
  • Practical strategies for educators to promote both integrity and inclusion

Don’t miss this opportunity to gain insights from Colleen’s extensive experience as a K-12 practitioner and her cutting-edge doctoral research. Engage in a live Q&A session and contribute to this important conversation.

A bit about Colleen…

A photograph of a woman with chin-length blonde hair. She is wearing a white top. The background is blue.

Colleen Fleming (she/her/hers) is a K-12 practitioner at a designated special education school in Calgary. She has a keen interest in developing a culture of integrity among learners through the promotion of equity, diversity, and inclusion. As a Doctor of Education student at Werklund, her research involves proactively educating students about academic integrity in preparation for higher education.

Event details

Date: October 16, 2024

Time: 12:00 – 1:00 p.m.

Location: University of Calgary, Taylor Family Digital Library, Gallery Hall

https://events.ucalgary.ca/library/event/481166-academic-integrity-and-inclusion-with-colleen-fleming

This event is free and open to the public. Everyone is welcome!

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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.