The Invisible Participants: How Computing Education Research Fails Students with Disabilities
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Achieving accessibility in computer science education (CSEd) requires a comprehensive approach that includes research methodologies. While accessibility research in CSEd is growing, many studies still overlook disability inclusion, often due to inaccessible methods like surveys, interviews, and focus groups. These barriers, such as unclear language or lack of accommodations, exclude students with disabilities and create gaps in findings, leading to incomplete representation. To build truly accessible learning environments, it is essential to evaluate research methodologies and their barriers. This paper calls for broadening disability inclusion beyond a niche focus, addressing inaccessible methodologies and the lack of disability demographic data. Additionally, it provides guidance on designing disability-inclusive studies and reporting demographic data ethically to ensure more inclusive and accurate research outcomes.
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Systematic approaches to embedding accessibility and diversity in both technology development and computing curricula remain rare.
“Despite widespread calls for inclusive education, systematic approaches to embedding accessibility and diversity in both technology development and computing curricula remain rare [2, 16, 17, 26].”
From Teaching Participatory Inclusive IT Design with a Neurodiversity Lens in Computing Education (2025) · cites this paper as [26]
Sections 1.2 and 1.3 say inaccessible computing materials remain common and curricular accessibility is often reactive rather than built in. Sections 1.5 and 2 describe accessibility being added after technologies are developed, while section 1.4 identifies gaps in addressing students with intersecting marginalized identities. The paper does not establish that systematic approaches to diversity in technology development are rare. (LLM, conf=0.82)
Experimental — accuracy not yet measuredSystematic studies that explicitly integrate the voices and perspectives of neurodivergent people and multi-perspective evaluations are still rare.
“Despite these positive findings, important research gaps remain: systematic studies that explicitly integrate the voices and perspectives of neurodivergent people and multi-perspective evaluations are still rare [1, 6, 26, 40].”
From Teaching Participatory Inclusive IT Design with a Neurodiversity Lens in Computing Education (2025) · cites this paper as [26]
The Abstract says many computing education studies overlook disability inclusion, and the “Going Forward” section urges researchers to involve students with disabilities as co-researchers rather than only as subjects. This supports a gap in incorporating disabled students’ perspectives, but the paper does not establish that studies specifically involving neurodivergent people or multi-perspective evaluations are rare. Page numbers are unavailable in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measuredOffering a low-stakes oral alternative enabled the peer expert to participate and contribute.
“Offering a low-stakes oral alternative is a UDL-consistent accommodation that enabled the peer expert to participate and contribute, rather than merely to 'unmask' [4, 20, 26].”
From Teaching Participatory Inclusive IT Design with a Neurodiversity Lens in Computing Education (2025) · cites this paper as [26]
The sections on research methods and participation support offering accessible ways for students with disabilities to participate and contribute. The paper does not describe a peer expert being offered a low-stakes oral alternative or report that such an alternative enabled their participation; that specific outcome is not supported by this source. (LLM, conf=0.85)
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References 38 · Cited by 6
Research works printed but not linked: 33
- Oghenemaro Anuyah, Karla Badillo-Urquiola, and Ronald Metoyer. 2023. Characterizing the Technology Needs of Vulnerable Populations for Participation in Research and Design by Adopting Maslow's Hierarchy of Needs. In Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (Hamburg, Germany) (CHI '23). Association for Computing Machinery, New York, NY, USA, Article 85, 20 pages. https://doi.org/10.1145/3544548.3581221 · DOI
- Shetay Ashford-Hanserd, Shailen Singh, Ada Muoneke, and Phillip Eaglin. 2021. Teachers' Perceptions of Barriers Influencing African American and Hispanic Students with Disabilities' Participation in K-12 Computer Science Education. In 2021 Conference on Research in Equitable and Sustained Participation in Engineering, Computing, and Technology (RESPECT). IEEE, Philadelphia, PA, USA, 1-4. https://doi.org/10.1109/RESPECT51740.2021.9620628 · DOI
- Brianna Blaser, Cynthia Bennett, Richard E. Ladner, Sheryl E. Burgstahler, and Jennifer Mankoff. 2019. Perspectives of Women with Disabilities in Computing. In Cracking the Digital Ceiling (1 ed.), Carol Frieze and Jeria L. Quesenberry (Eds.). Cambridge University Press, 159-182. https://doi.org/10.1017/9781108609081.010 · DOI
- Brianna Blaser, Richard E. Ladner, and Sheryl Burgstahler. 2018. Including Disability in Diversity. In 2018 Research on Equity and Sustained Participation in Engineering, Computing, and Technology (RESPECT). IEEE, Baltimore, MD, 1-4. https://doi.org/10.1109/RESPECT.2018.8491717 · DOI
- Bryan A. Brown, J. Bryan Henderson, Salina Gray, Brian Donovan, Shayna Sullivan, Alexis Patterson, and William Waggstaff. 2016. From description to explanation: An empirical exploration of the African-American pipeline problem in STEM: FROM DESCRIPTION TO EXPLANATION. Journal of Research in Science Teaching 53, 1 (Jan. 2016), 146-177. https://doi.org/10.1002/tea.21249 · DOI
- J. Chiu Camilo Vieira and B. Velasquez. 2024. Towards a learning progression of sequencing and algorithm design for five-and six-years-old children engaging with an educational robot. Computer Science Education 34, 4 (2024), 596-616.https://doi.org/10.1080/08993408.2023.2255058 arXiv:https://doi.org/10.1080/08993408.2023.2255058 · DOI
- Si Chen, Desirée Kirst, Qi Wang, and Yun Huang. 2023. Exploring Think-aloud Method with Deaf and Hard of Hearing College Students. In Proceedings of the 2023 ACM Designing Interactive Systems Conference (Pittsburgh, PA, USA) (DIS'23). Association for Computing Machinery, New York, NY, USA, 1757-1772. https://doi.org/10.1145/3563657.3595980 · DOI
- Andy Coverdale, Sarah Lewthwaite, and Sarah Horton. 2024. Digital Accessibility Education in Context: Expert Perspectives on Building Capacity in Academia and the Workplace. ACM Transactions on Accessible Computing 17, 2 (June 2024), 1-21. https://doi.org/10.1145/3649508 · DOI
- Adrienne Decker. 2019. SIGCSE announces Top 10 Paper Awards. (March 2019).https://www.acm.org/media-center/2019/march/sigcse-top-10-papers
- Catherine S. Fichten, Jennison V. Asuncion, Maria Barile, Vittoria Ferraro, and Joan Wolforth. 2009. Accessibility of e-Learning and Computer and Information Technologies for Students with Visual Impairments in Postsecondary Education. Journal of Visual Impairment & Blindness 103, 9 (Sept. 2009), 543-557. https://doi.org/10.1177/0145482X0910300905 · DOI
- Jennifer George. 2022. A Strategic Approach to a Disability Inclusive Academic Department. In Proceedings of the 10th International Conference on Software Development and Technologies for Enhancing Accessibility and Fighting Info- exclusion. ACM, Lisbon Portugal, 122-128. https://doi.org/10.1145/3563137.3563156 · DOI
- L. E. Gin, F. A. Guerrero, K. M. Cooper, and S. E. Brownell. 2020. Is Active Learning Accessible? Exploring the Process of Providing Accommodations to Students with Disabilities. CBE Life Sciences Education 19, 4 (2020), es12. https://doi.org/10.1187/cbe.20-03-0049 · DOI
- Luke Gusukuma, Austin Cory Bart, Dennis Kafura, and Jeremy Ernst. 2018. Misconception-Driven Feedback: Results from an Experimental Study. In Proceedings of the 2018 ACM Conference on International Computing Education Research (Espoo, Finland) (ICER '18). Association for Computing Machinery, New York, NY, USA, 160-168. https://doi.org/10.1145/3230977.3231002 · DOI
- Choe Haidenhofer, Laurianne Sitbon, Chris P Beaumont, Maria Hoogstrate, and Jessica L Korte. 2024. From research participant to co-researcher: Chloe's story on co-designing inclusive technologies with people with intellectual disability. In Proceedings of the 26th International ACM SIGACCESS Conference on Computers and Accessibility (St. John's, NL, Canada) (ASSETS '24). Association for Computing Machinery, New York, NY, USA, Article 19, 6 pages. https://doi.org/10.1145/3663548.3688541 · DOI
- Christina N. Harrington, Aashaka Desai, Aaleyah Lewis, Sanika Moharana, Anne Spencer Ross, and Jennifer Mankoff. 2023. Working at the Intersection of Race, Disability and Accessibility. In Proceedings of the 25th International ACM SIGACCESS Conference on Computers and Accessibility (New York, NY, USA) (ASSETS '23). Association for Computing Machinery, New York, NY, USA, Article 26, 18 pages. https://doi.org/10.1145/3597638.3608389 · DOI · Paper page
- Sarah Heckman, Jeffrey C. Carver, Mark Sherriff, and Ahmed Al-zubidy. 2021. A Systematic Literature Review of Empiricism and Norms of Reporting in Computing Education Research Literature. ACM Trans. Comput. Educ. 22, 1, Article 3 (Oct. 2021), 46 pages. https://doi.org/10.1145/3470652 · DOI
- Lisa C. Kaczmarczyk, Elizabeth R. Petrick, J. Philip East, and Geoffrey L. Herman. 2010. Identifying student misconceptions of programming. In Proceedings of the 41st ACM technical symposium on Computer science education. ACM, Milwaukee, Wisconsin USA, 107-111. https://doi.org/10.1145/1734263.1734299 · DOI
- Richard E. Ladner and Andreas Stefik. 2017. AccessCSforall: making computer science accessible to K-12 students in the United States. SIGACCESS Access.Comput. 118 (July 2017), 3-8. https://doi.org/10.1145/3124144.3124145 · DOI
- Auli Lepistö and Saila Ovaska. 2004. Usability evaluation involving participants with cognitive disabilities. In Proceedings of the Third Nordic Conference on Human-Computer Interaction (Tampere, Finland) (NordiCHI '04). Association for Computing Machinery, New York, NY, USA, 305-308. https://doi.org/10.1145/1028014.1028061 · DOI
- Colleen M. Lewis. 2023. Examples of Unsuccessful Use of Code Comprehension Strategies: A Resource for Developing Code Comprehension Pedagogy. In Proceedings of the 2023 ACM Conference on International Computing Education Research -Volume 1 (Chicago, IL, USA) (ICER '23). Association for Computing Machinery, New York, NY, USA, 15-28. https://doi.org/10.1145/3568813.3600116 · DOI
- Rachel Lowy, Khushi Magiawala, Shravika Mittal, Kaely Hall, Jessica Roberts, and Jennifer G Kim. 2024. Research-Education Partnerships: A Co-Design Classroom for College Students with Intellectual and Developmental Disabilities. Proc. ACM Hum.-Comput. Interact. 8, CSCW2, Article 511 (Nov. 2024), 26 pages. https://doi.org/10.1145/3687050 · DOI
- Stephanie Lunn, Leila Zahedi, Monique Ross, and Matthew Ohland. 2021. Exploration of Intersectionality and Computer Science Demographics: Understanding the Historical Context of Shifts in Participation. ACM Trans. Comput. Educ. 21, 2, Article 10 (March 2021), 30 pages. https://doi.org/10.1145/3445985 · DOI
- Kelly Mack. 2022. Accessible Communication and Materials in Higher Education. In Proceedings of the 24th International ACM SIGACCESS Conference on Computers and Accessibility. ACM, Athens Greece, 1-6. https://doi.org/10.1145/3517428.3550408 · DOI
- Lilach Marom and Jennifer Hardwick. 2024. From access to inclusion: a call for a cultural shift in higher education. Higher Education (May 2024). https://doi.org/10.1007/s10734-024-01233-x · DOI
- Emma J. McDonnell, Kelly Avery Mack, Kathrin Gerling, Katta Spiel, Cynthia L. Bennett, Robin N. Brewer, Rua Mae Williams, and Garreth W. Tigwell. 2023. Tackling the Lack of a Practical Guide in Disability-Centered Research. In Proceedings of the 25th International ACM SIGACCESS Conference on Computers and Accessibility (New York, NY, USA) (ASSETS '23). Association for Computing Machinery, New York, NY, USA, Article 106, 5 pages. https://doi.org/10.1145/3597638.3615650 · DOI
- Irina Nikivincze and Julie Ancis. 2018. Accessible but not usable: Improving practices for surveying people with disabilities. In 2018 RESNA Conference, CrystalCity,Virginia. https://resna.org/sites/default/files/conference/2018/cac/Nikivincze. html.
- Mohd Kamal Othman, Syazni Jazlan, Fatin Afiqah Yamin, Shaziti Aman, Fitri Suraya Mohamad, Nurfarahani Norman Anuar, Abdulrazak Yahya Saleh, and Ahmad Azaini Abdul Manaf. 2023. Mapping Computational Thinking Skills Through Digital Games Co-Creation Activity Amongst Malaysian Sub-urban Children. Journal of Educational Computing Research 61, 2 (2023), 355-389. https://doi.org/10.1177/07356331221121106 arXiv:https://doi.org/10.1177/07356331221121106 · DOI
- Isabel Ruthotto, Quintin Kreth, Jillian Stevens, Clare Trively, and Julia Melkers. 2020. Lurking and participation in the virtual classroom: The effects of gender, race, and age among graduate students in computer science. Computers & Education 151 (July 2020), 103854. https://doi.org/10.1016/j.compedu.2020.103854 · DOI
- Kristen Shinohara, Mick McQuaid, and Nayeri Jacobo. 2021. The Burden of Survival: How Doctoral Students in Computing Bridge the Chasm of Inaccessibility. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. ACM, Yokohama Japan, 1-13. https://doi.org/10.1145/3411764.3445277 · DOI · Paper page
- Melinda R Snodgrass, Maya Israel, and George C Reese. 2016. Instructional supports for students with disabilities in K-5 computing: Findings from a cross case analysis. Computers & Education 100 (2016), 1-17.
- Valerie Taylor and Richard Ladner. 2011. Data trends on minorities and people with disabilities in computing. Commun. ACM 54, 12 (Dec. 2011), 34-37. https://doi.org/10.1145/2043174.2043187 · DOI
- Filippo Trevisan. 2021. Making focus groups accessible and inclusive for people with communication disabilities: a research note. Qualitative Research 21, 4 (2021), 619-627. https://doi.org/10.1177/1468794120941846 arXiv:https://doi.org/10.1177/1468794120941846 · DOI
- Ashok Kumar Veerasamy, Daryl D'Souza, and Mikko-Jussi Laakso. 2016. Identifying Novice Student Programming Misconceptions and Errors From Summative Assessments. Journal of Educational Technology Systems 45, 1 (2016), 50-73. https://doi.org/10.1177/0047239515627263 arXiv:https://doi.org/10.1177/0047239515627263 · DOI
- Authors
- Morrow, N. S. J., Irving, A., McKenzie, J., Smith, A., & Gilbert, J. E.
- Affiliations
- University of Florida (US)
- Venue
- Proceedings of the 2025 Conference on Research on Equitable and Sustained Participation in Engineering, Computing, and Technology
- Publisher
- ACM
- Published
- 2025-07-14
- Pages
- 115-121
- OpenAlex
- W4413418837
- Cited by
- 6
- References
- 38
- Citations by year
- 2026: 5 · 2025: 1
- FWCI
- 7.35
- Type
- conference paper
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Research on Equity and Sustained Participation in Engineering, Computing, and Technology (RESPECT) (publishedVersion)
- Topics
- Social Sciences › Human Factors and Ergonomics › Digital Accessibility for Disabilities
- Social Sciences › Safety Research › Disability Rights and Representation
- Physical Sciences › Computer Science › Computer Science Applications › Teaching and Learning Programming
- Keywords
- disability inclusion, accessibility, computer science education, students with disabilities, underrepresentation in research
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