Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Editorial
. 2025 Sep 1;5(1):vbaf169.
doi: 10.1093/bioadv/vbaf169. eCollection 2025.

Opportunities and considerations for using artificial intelligence in bioinformatics education

Affiliations
Editorial

Opportunities and considerations for using artificial intelligence in bioinformatics education

Stephen R Piccolo et al. Bioinform Adv. .

Abstract

Artificial intelligence (AI) tools and techniques are undoubtedly being used in bioinformatics education, reflecting broader trends in education. However, many instructors and learners may be unaware of the full scope of potential uses for these tools within bioinformatics education, as well as effective practices for using them. Building on discussions held at the 6th Global Bioinformatics Education Summit, this perspective article provides insights about ways that AI might be used to generate or adapt instructional content, provide personalized help for learners, and automate assessment and grading. Additionally, we highlight AI skills that are important for bioinformatics learners to develop in order to effectively use AI as a bioinformatics learning tool. We highlight currently available tools in the quickly evolving AI landscape and suggest ways that instructors or learners might use such tools. Furthermore, we discuss key considerations and challenges associated with integrating AI into bioinformatics education, including ethical implications, potential biases, and the need to critically evaluate AI-generated content. Finally, we highlight the need for further research to better understand how AI tools are being used in practice and empower their effective and responsible use in bioinformatics education.

PubMed Disclaimer

Conflict of interest statement

None declared.

References

    1. Ahmad SF, Han H, Alam MM et al. Impact of artificial intelligence on human loss in decision making, laziness and safety in education. Humanit Soc Sci Commun 2023;10:311–4. 10.1057/s41599-023-01787-8 - DOI - PMC - PubMed
    1. Bearman M, Ajjawi R. Learning to work with the black box: pedagogy for a world with artificial intelligence. Brit J Educational Tech 2023;54:1160–73. 10.1111/bjet.13337 - DOI
    1. Budennyy SA, Lazarev VD, Zakharenko NN et al. eco2AI: carbon emissions tracking of machine learning models as the first step towards sustainable AI. Dokl Math 2022;106:S118–28. 10.1134/S1064562422060230 - DOI
    1. Bulathwela S, Pérez-Ortiz M, Holloway C et al. Artificial intelligence alone will not democratise education: on educational inequality, techno-solutionism and inclusive tools. Sustainability 2024;16:781. 10.3390/su16020781 - DOI
    1. CAST Inc. About the Guidelines 3.0 Update. 2025. https://udlguidelines.cast.org (7 July 2025, date last accessed).

Publication types

LinkOut - more resources