
Even if we were to implement all the open research practices outlined in the previous weeks, our research can’t be fully open unless it’s open to everyone. It isn’t equally easy for everyone to enter a career in academia, due to different kinds of systemic inequality.
This week, we will continue to explore the principle of accessibility by considering how open research can challenge such inequalities. You will discover how diversity can improve the quality of research and read inspiring examples of how ‘big science’ can be ‘good science’. By the end of this week, you will be ready for Week 8, where we help you to launch yourself into your open research future.
Inequities in academia and research are a big issue, showing up in various ways like gender, race, disability, and elitism. In Weeks 5 and 6, you discovered some examples of how researchers don’t all have equal access to opportunities. This relates to privilege, often described as unearned access or advantage, which specific groups of people have because of their membership of a particular social group.
Women and minorities often hit roadblocks when it comes to climbing the career ladder or getting access to key resources, which means they’re not as well represented in top positions or in prestigious research projects. People with disabilities face both physical challenges and unhelpful attitudes that can make it tough to fully take part. On top of that, elitism tends to favour those from more privileged backgrounds and institutions, keeping opportunities out of reach for many.
Everyone working and studying in academia has a duty to support researchers who face greater barriers, and to influence their institutions and organisations to make positive change to encourage diversity, equity, and inclusion.
Allow about 10 minutes
This activity allows you to reflect on your understanding of ‘accessibility’ and ‘privilege’ in academia. The diagram is adapted from Elsherif et al (2022), whose full article is in the references section.
Look at the academic wheel of privilege above – which parts describe you? Spend ten minutes thinking about whether or not you feel that your experience of academia has been positively or negatively affected by your characteristics.
Use the textbox below to write your thoughts.
When we think about making research more diverse, we can think about this at three several different levels, for example:
diversity of samples
diversity of researchers
diversity of methodology
diversity of outputs.
It is important that we work towards diversity in each of these domains in our respective fields.
Diversity of samples
In Week 3, you learned about generalisability. One facet of generalisability is whether or not your findings will apply in different cultures and contexts around the world. When collecting human data, a ‘sample’ is the group of people who take part in a research study. It’s important to think about ways to collect diverse samples for our research, as a more diverse sample will represent the wider population better than a less diverse one. Thus, sampling variation, which means the extent to which the data vary in different samples taken from the same population, is key to collecting and interpreting human data.
Although researchers may not have the funds to collect data in multiple countries, there are smaller ways they can extend their samples, for example:
Diversity of researchers
It is important to make sure your research teams are as diverse as possible. This is for reasons of equity, but also because people coming from different perspectives are likely to bring different ideas and insights to the research, making it richer! Here are some examples of ways that a diverse team of researchers can help a project be better:
Diversity of methodology
When we have more diverse teams, this can open our eyes to new perspectives and lead to new methodological approaches. It’s possible that your existing methodology cannot just be copied and pasted into a new cultural context, and instead would need many modifications to be culturally appropriate. For instance, research exploring a global reading intervention that only considered reading text from right to left might not be appropriate in cultures where text is read left to right. There are lots of different ways that you can try to diversify your research methodology, for example:
Diversity of outputs
There are many ways of sharing research findings beyond academic journal articles (for example you have already learned about open data and open materials). Reviews themselves can also be made open, see for example the Publish Your Reviews initiative (ASAPBio, 2024). Platforms such as Jisc's Octopus challenge conventional practices and promote transparency and collaboration through allowing researchers to publish a variety of outputs. Additionally, podcasts, blogs, videos, and social media also offer powerful ways to increase reach and engagement, ensuring research impacts broader audiences. Here are some examples of ways of diversifying the outputs of your research:
An educational psychologist could write a blog post summarising the results of their study, sharing this blog post with researchers, teachers, and parents/carers.
A climate scientist could create a short, engaging video explaining their latest findings, tailored for a general audience and shared widely on social media.
A historian could launch a podcast series discussing key insights from archival research, inviting guest experts and fostering a dialogue with listeners from diverse backgrounds.
Allow about 15 minutes
This activity encourages you to reflect on practice in your own research setting.
Take ten minutes to write down steps you could take to increase the diversity of your samples, collaborators, and methodology. This will be different depending on your field and career stage, but you should be able to think about at least one actionable step for each!
The next video is about a group of researchers who had the courage to confront some difficult questions. Dr Carina Bossu of the Open University’s Institute for Educational Technology tells the story of how her team took the challenges of equity, diversity and inclusion seriously. As you watch, think about the measures Carina’s team implemented, and whether these measures could apply in your own setting.

My name is Carina Bossu. I'm a senior lecturer in academic professional development with the Institute of Educational Technology here at the Open University. I'm also a lead of the equity, diversity and inclusion project within the Go-GN network.
The Go-GN network, which is the global OER graduate network, as the name suggests, is a network to support researchers in open education in general, several fields of open education.
They have their own supervisors, they are enrolled in their own institutions, but they come to us for additional support.
We provide webinars, resources, and we have also our annual meeting where we bring these researchers together to be part of the broader network.
The idea of, you know, creating a project specifically focused on EDI, equity, diversity and inclusion, came because, you know, there is an assumption that because we work in open education or we work in open research, there is an assumption that the word ‘open’ means equitable, diverse and inclusive - and it's not always the case.
For example, in Go-GN, the majority of our members are from the Global North, they are white and they speak English.
We realised that, and decided then to understand what could be a Go-GN that is more inclusive. So we applied for an additional grant and we set off to talk to people from the Global South. We went first in Africa and spoke with some experts there, and that first Phase, that's what we called it, was then used to generate the first guidelines for EDI in Go-GN, but also informed Phase 2 of the project, which was in Latin America, where we then went there to speak with experts in open education and find out - what would look like a more equitable, diverse and inclusive network?
After these two Phases, we then set out to start implementing the recommendations we received from participants.
So we have now implemented a lot of the recommendations into Go-GN, but we have also published that in forms of guidelines.
We have a paper, we have blog posts.
So just an example of some of the recommendations we received from experts is that, for example, in Go-GN, all the resources we provide are in English. And they wouldn't be able to read that. So what we did, we translated a lot of those resources into Portuguese and Spanish. We have plans now to translate more resources into different languages.
Another way we try to be more inclusive is to provide on-demand translation during our webinar. So there is a software that can help us with that. So we are looking into this.
We are now offering scholarships to researchers to help them with their research, but also to help with their career progress, and we give priority to Global South candidates.
EDI now is not a separate project, it is part of Go-GN, so it's one of our strengths. And this means that the work that we do will always have an EDI focus, so then the work that we do also will help everyone that can benefit from it.
Use the text box to write about the steps Carina and her colleagues at the Go-GN Network took. Could you do something similar in your own organisation?
Allow about 10 minutes for this.
When you are ready, press 'reveal' to see our comments.
Carina explains that she and her colleagues recognised a lack of diversity within their network. Once they had realised this, they sought research funding to address the issue. They went directly to people in the Global South, seeking their opinions about how the network could become more diverse and inclusive. These people pointed out barriers to diversity and inclusion, and challenged the researchers to address them. Their ideas are now being implemented, resulting in lasting change.
In Week 3, you were introduced to ‘big team science’ – large-scale projects where researchers from around the world conduct the same study and pool their results. As well as having benefits for sample size and the ability to investigate generalisability of findings, big team science also has the potential to increase diversity, equity and inclusivity in research.
Here are some examples of big team science projects. If you wish to follow the links and explore them in greater depth, remember to open them in a new tab or window (right mouse click or long press), so you can easily return to this page:
You can get involved in big team science either by joining an existing organisation or by starting a project yourself! If there is an existing big team science initiative in your field that is open to new members, this can be a good starting point. For example, the Psychological Science Accelerator brings psychology researchers together to pool resources for large global studies in psychology. Anyone can join an existing project in various roles, depending on their knowledge and experience including data collection and translation. Anyone can also propose their own project during open ‘calls for studies’.
Although the term ‘big team science’ implies the research is scientific, there is no reason why some of the principles behind big team science can’t be applied to non-scientific research. There are inspiring collaborative projects in the humanities, too:
It is important to note that although big team science has the potential to increase diversity, equity and inclusion, this does not happen automatically. There are many ways that researchers can be inadvertently excluded from big team science, for example:
As with all research, an active effort needs to be made to include a diverse range of researchers in a project. Big team science does pose a good starting model for this, and many researchers are currently working on ways to make these kinds of projects more inclusive, for example through on-boarding collaborators at the design stage so that they can have input very early on in the project, and creating training materials for researchers. For example, ManyBabies – a big team science project for developmental research – has several initiatives to try to increase diverse participation. For example, ManyBabies has a student advisor, monthly drop-in hours, and hosts training workshops on different research-relevant topics (e.g. behavioural coding).
Allow about 20 minutes
Imagine you received a huge grant for a big team science project in your field. Which questions would you prioritise answering? How would you encourage participation from a diverse range of collaborators? How would you coordinate everything logistically?
Use the text box to write your thoughts.
When you are ready, press 'reveal' to see our comments.
There are many things you might have thought about, depending on your research area! You may have thought about which questions would be most important to answer in your field, or which questions would most benefit from having global data collection. You might have thought about ways that you could encourage participation from diverse collaborators including offering clear documentation, training, and reaching out to your extended networks. You might have thought of logistic concerns such as how you’d track the progress of the project, how you’d communicate with your collaborators, and how you’d ensure the project progressed through different stages. For some advice on how to manage a big team science project, see these slides.
Here’s another chance to practice using the open access interactive decision tree. It has been designed to help you conduct open research in the future, by reminding you about the principles of open research and what actions you can take to make your research open, at any stage of your research project.
Allow around 30 minutes
Use the text box below to write down what you found out:
When you are ready, press 'reveal' to see our comments.
In Part 1, you should have been able to find your way to the section of Week 6 that refers to open access publishing. In other words, you moved from the principles of accessibility and open action to the action of publishing.
In Part 2, you may have found your way through actions like collaborating with others, publishing a preprint or publishing open access to ideas that relate to the principle of accessibility.
In Part 3, a prompt to check for geographical, cultural and language barriers may have brought you back to ideas of accessibility you learned in this chapter. The open research decision tree is organised in a way that throws up ideas and offers a quick way of accessing information from the course.

This week you have finished your studies of the principle of accessibility. Combined with the work you’ve already done on the principles of transparency and integrity, you should now be pretty well-grounded in the principles of open research. The quiz will help you consolidate the knowledge you have gained this week.
How well have you understood the ideas in Week 7?
This week you learned about how important diversity, equity, and inclusion is in open research. You discovered how people in research have different amounts and types of privilege, and that this might affect their journey through academia. You explored different aspects of diversity, and how we can think about increasing diversity in our own research. You also learned about how big team science is a promising avenue for increasing diversity in research.
Now you have learned about transparency, credibility, and accessibility, the underlying principles of open research, in Week 8 you will explore some real-world practicalities about how to commit to open research. You will discover different ways to integrate open research practices into your own work.
ASAPBio (2024) Publish your reviews
Available at: https://asapbio.org/ publishyourreviews
CERN (2024): The large hadron collider
Available at: https://home.cern/ science/ accelerators/ large-hadron-collider
Bossu, C., Iniesto, F., Vladimirschi, V, Jordan, K., and Pete, J. (2023): GO-GN Guidelines for Equity Diversity and Inclusion in Open Education with a focus on Africa and Latin America, Global OER Graduate Network (GO-GN). The Open University (UK).
Available at: https://go-gn.net/ gogn_outputs/ edi-guidelines
Bossu, C., Vladimirschi, V, (2020): Diversity, equity and inclusion in Latin America in the context of an open education initiative, OE Global Connect (presentation).
Available at: https://connect.oeglobal.org/ t/ diversity-equity-and-inclusion-in-latin-america-in-the-context-of-an-open-education-initiative/ 387
Elsherif, M., Middleton, S., Azevedo, F., Iley, B., Grosse-Hodge, M., Tyler, S., Kapp, S., Gourdon-Kanhukamwe, A., Grafton-Clark, D., Yeung, S., Shaw, J., Hartmann, H. Dokovova, M. (2022): Bridging neurodiversity and open scholarship: how shared values can guide best practices for
research integrity, social justice, and principled education, MetaArXiv Preprints.
Available at: https://osf.io/ preprints/ metaarxiv/ k7a9p
Farran, E. K., Silverstein, P., Ameen, A. A., Misheva, I., Gilmore, C. Open Research: examples of good practice and resources across disciplines
Available at: https://osf.io/ preprints/ osf/ 3r8hb
Iniesto, F. and Bossu, C. (2023).: Equity, diversity, and inclusion in open education: A systematic literature review, Distance Education, 44:4, 694-711
Available at: https://doi.org/ 10.1080/ 01587919.2023.2267472
Kathawalla, U., Silverstone, P., Syed, M, (2021): Easing into open science: a guide for graduate students and their advisors,University of California Press
Available at: https://doi.org/ 10.1525/ collabra.18684
ManyPrimates (2024): Many Primates
Available at: https://manyprimates.github.io/
ManyPrimates (2019): Collaborative open science as a way to reproducibility and new insights in primate cognition research, Japanese Psychological Review, Vol. 62, No. 3, 205-220.
Available at: https://manyprimates.github.io/ assets/ pdfs/ ManyPrimates_JPR_2019.pdf
The Many Babies Consortium (2024): Many Babies
Available at: https://manybabies.org/
The National Human Genome Research Institute (2024): The Human genome project
Available at: https://www.genome.gov/ human-genome-project
Octopus (2025): Octopus (website)
Available at: https://www.octopus.ac/
Pelagios Network (2024): The Pelagios Network
Available at: https://pelagios.org/
The Psychological Science Accelerator (2024): About the psychological science accelerator
Available at: https://psysciacc.org/ about.html
Society for the Improvement of Psychological Sciences (2024): How to manage big team science projects in psychology
Available at: https://docs.google.com/ presentation/ d/ 15s7Mo7GMb7Jjs6i-Cl2sF4KmOPx8X6eoilyhhcNGHGw/ edit#slide=id.p