IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v12y2025i1d10.1057_s41599-025-04583-8.html
   My bibliography  Save this article

Navigating the landscape of AI literacy education: insights from a decade of research (2014–2024)

Author

Listed:
  • Yuqin Yang

    (Central China Normal University)

  • Ying Zhang

    (Central China Normal University)

  • Daner Sun

    (The Education University of Hong Kong)

  • Wenmeng He

    (Wuhan University of Technology)

  • Yantao Wei

    (Central China Normal University)

Abstract

As artificial intelligence (AI) becomes increasingly integrated into various fields, the need to enhance learners’ AI literacy is more urgent than ever. Despite its growing importance, a comprehensive review of AI literacy education research has been lacking. This study addresses that gap by mapping the current landscape, tracing its evolution, and identifying key themes through a bibliometric analysis of research from 2014 to 2024, utilizing CiteSpace for data visualization and analysis. This study systematically selected 335 relevant articles from databases, including Web of Science Core Collection, Scopus, and Science Direct, following PRISMA guidelines. Our methodology involved keyword co-occurrence mapping to trace the development paths and thematic evolution within the field. By examining publication trends and thematic clusters, we provide insights into the progression and focal points of AI literacy education research over the past decade. The study reveals three key insights. First, AI literacy education research has shifted from an exploratory phase to rapid growth, with a marked increase in publications. Second, four distinct developmental trajectories have emerged, emphasizing the interdisciplinary nature of the field and its connections to information, digital, and algorithmic literacy. Third, nine prominent research themes have been identified, with data literacy, machine learning, AI literacy, the technology acceptance model, and computational thinking as focal points. These themes highlight AI’s evolving role, particularly in education, and shifts in research priorities. This review provides a comprehensive understanding of AI literacy education’s evolution and its implications for education, ethics, and society. As AI continues to influence modern education and industry, this analysis serves as a valuable resource for researchers, educators, and policymakers navigating the complex intersection of AI and literacy.

Suggested Citation

  • Yuqin Yang & Ying Zhang & Daner Sun & Wenmeng He & Yantao Wei, 2025. "Navigating the landscape of AI literacy education: insights from a decade of research (2014–2024)," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-12, December.
  • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04583-8
    DOI: 10.1057/s41599-025-04583-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-025-04583-8
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-025-04583-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    2. Leilei Zhao & Xiaofan Wu & Heng Luo, 2022. "Developing AI Literacy for Primary and Middle School Teachers in China: Based on a Structural Equation Modeling Analysis," Sustainability, MDPI, vol. 14(21), pages 1-16, November.
    3. Chaomei Chen, 2006. "CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(3), pages 359-377, February.
    4. Xuesong Zhai & Xiaoyan Chu & Ching Sing Chai & Morris Siu Yung Jong & Andreja Istenic & Michael Spector & Jia-Bao Liu & Jing Yuan & Yan Li & Ning Cai, 2021. "A Review of Artificial Intelligence (AI) in Education from 2010 to 2020," Complexity, Hindawi, vol. 2021, pages 1-18, April.
    5. Satish Kumar & Riya Sureka & Weng Marc Lim & Sachin Kumar Mangla & Nisha Goyal, 2021. "What do we know about business strategy and environmental research? Insights from Business Strategy and the Environment," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3454-3469, December.
    6. Martin Rosvall & Carl T Bergstrom, 2010. "Mapping Change in Large Networks," PLOS ONE, Public Library of Science, vol. 5(1), pages 1-7, January.
    7. Stefanus Christian Relmasira & Yiu Chi Lai & Jonan Phillip Donaldson, 2023. "Fostering AI Literacy in Elementary Science, Technology, Engineering, Art, and Mathematics (STEAM) Education in the Age of Generative AI," Sustainability, MDPI, vol. 15(18), pages 1-25, September.
    8. Yin Junjia & Aidi Hizami Alias & Nuzul Azam Haron & Nabilah Abu Bakar, 2023. "A Bibliometric Review on Safety Risk Assessment of Construction Based on CiteSpace Software and WoS Database," Sustainability, MDPI, vol. 15(15), pages 1-24, August.
    9. Jin Li & Ziwei Ye & Caiming Zhang, 2022. "Study on the interaction between big data and artificial intelligence," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(3), pages 641-648, May.
    10. Ching Sing Chai & Thomas K. F. Chiu & Xingwei Wang & Feng Jiang & Xiao-Fan Lin, 2022. "Modeling Chinese Secondary School Students’ Behavioral Intentions to Learn Artificial Intelligence with the Theory of Planned Behavior and Self-Determination Theory," Sustainability, MDPI, vol. 15(1), pages 1-16, December.
    11. Shaista Rashid & Amira Khattak & Murtaza Ashiq & Shafiq Ur Rehman & Muhammad Rashid Rasool, 2021. "Educational Landscape of Virtual Reality in Higher Education: Bibliometric Evidences of Publishing Patterns and Emerging Trends," Publications, MDPI, vol. 9(2), pages 1-17, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Francisco Díez-Martín & Giorgia Miotto & Cristina Del-Castillo-Feito, 2024. "The intellectual structure of gender equality research in the business economics literature," Review of Managerial Science, Springer, vol. 18(6), pages 1649-1680, June.
    2. Théodore Nikiema & Eugène C. Ezin & Sylvain Kpenavoun Chogou, 2023. "Bibliometric Analysis of the State of Research on Agroecology Adoption and Methods Used for Its Assessment," Sustainability, MDPI, vol. 15(21), pages 1-18, November.
    3. Lin Hu & Qinghai Chen & Tingting Yang & Chuanjian Yi & Jing Chen, 2024. "Visualization and Analysis of Hotspots and Trends in Seafood Cold Chain Logistics Based on CiteSpace, VOSviewer, and RStudio Bibliometrix," Sustainability, MDPI, vol. 16(15), pages 1-22, July.
    4. Ainun Hasanah & Jing Wu, 2025. "Bibliometric analysis and global research trends of climate change and cities studies for 30 years (1990–2021)," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(3), pages 5573-5617, March.
    5. Dušan Nikolić & Dragan Ivanović & Lidija Ivanović, 2024. "An open-source tool for merging data from multiple citation databases," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(7), pages 4573-4595, July.
    6. Saudi‐Yulieth Enciso‐Alfaro & Isabel‐María García‐Sánchez, 2023. "Corporate governance and environmental sustainability: Addressing the dual theme from a bibliometric approach," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(3), pages 1025-1041, May.
    7. Minh-Hieu Le & Wen-Min Lu & Jui-Chen Chang, 2023. "Recycling E-Waste and the Sustainable Economy: A Bibliometric Exploration," Sustainability, MDPI, vol. 15(22), pages 1-22, November.
    8. Ma, Chao-Qun & Lei, Yu-Tian & Ren, Yi-Shuai & Chen, Xun-Qi & Wang, Yi-Ran & Narayan, Seema, 2024. "Systematic analysis of the blockchain in the energy sector: Trends, issues, and future directions," Telecommunications Policy, Elsevier, vol. 48(2).
    9. Aakash Singh & Anurag Kanaujia & Vivek Kumar Singh & Ricardo Vinuesa, 2024. "Artificial intelligence for Sustainable Development Goals: Bibliometric patterns and concept evolution trajectories," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 724-754, February.
    10. Rocío González-Sánchez & Sara Alonso-Muñoz & María Sonia Medina-Salgado, 2023. "Circularity in waste management: a research proposal to achieve the 2030 Agenda," Operations Management Research, Springer, vol. 16(3), pages 1520-1540, September.
    11. Mathew Azarian & Hao Yu & Asmamaw Tadege Shiferaw & Tor Kristian Stevik, 2023. "Do We Perform Systematic Literature Review Right? A Scientific Mapping and Methodological Assessment," Logistics, MDPI, vol. 7(4), pages 1-32, November.
    12. David Teh & Tehmina Khan, 2024. "Sustainability-Focused Accounting, Management, and Governance Research: A Bibliometric Analysis," Sustainability, MDPI, vol. 16(23), pages 1-46, November.
    13. Junbin Wang & Chenyang Zhao & Lufei Huang & Shuai Yang & Minxing Wang, 2024. "Uncovering research trends and opportunities on FinTech: a scientometric analysis," Electronic Commerce Research, Springer, vol. 24(1), pages 105-129, March.
    14. Itsuki Kageyama & Karin Kurata & Shuto Miyashita & Yeongjoo Lim & Shintaro Sengoku & Kota Kodama, 2022. "A Bibliometric Analysis of Wearable Device Research Trends 2001–2022—A Study on the Reversal of Number of Publications and Research Trends in China and the USA," IJERPH, MDPI, vol. 19(24), pages 1-19, December.
    15. Yuntao Lian & Jiafeng Xie, 2024. "The Evolution of Digital Cultural Heritage Research: Identifying Key Trends, Hotspots, and Challenges through Bibliometric Analysis," Sustainability, MDPI, vol. 16(16), pages 1-39, August.
    16. Daniel Fonseca Costa & Brenda Melissa Fonseca & Lélis Pedro Andrade & Bruno César Melo Moreira, 2023. "Bibliometric and scientometric analysis of the scientific field in taxation," SN Business & Economics, Springer, vol. 3(1), pages 1-28, January.
    17. Sureka, Riya & Kumar, Satish & Colombage, Sisira & Abedin, Mohammad Zoynul, 2022. "Five decades of research on capital budgeting – A systematic review and future research agenda," Research in International Business and Finance, Elsevier, vol. 60(C).
    18. Pawinee Iamtrakul & Sararad Chayphong & Derlie Mateo-Babiano, 2023. "The Transition of Land Use and Road Safety Studies: A Systematic Literature Review (2000–2021)," Sustainability, MDPI, vol. 15(11), pages 1-20, May.
    19. Ying Lu & Walter Timo de Vries, 2021. "A Bibliometric and Visual Analysis of Rural Development Research," Sustainability, MDPI, vol. 13(11), pages 1-21, May.
    20. Leiming Li & Fei Ge & Yingying Jiang & Zhao An & Na Li & Zherui Zhang & Haining Liu & Jiansen Li & Dan Liang, 2024. "Research Status and Development Trends of Inorganic Salt Lake Resource Extraction Based on Bibliometric Analysis," Sustainability, MDPI, vol. 17(1), pages 1-37, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04583-8. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: https://www.nature.com/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.