Teaching and Learning Chemistry for the 21st Century Skills Through Artificial Intelligence - A Narrative Review
DOI:
https://doi.org/10.55549/jeseh.898Keywords:
Generative AI, Critical thinking, Misconception, Visualisation of chemistryAbstract
This review provides an overview of how GAI assists in chemistry learning and teaching. Aspects such as 21st century skills and the tutoring ability of GAI were examined from the learning point of view, while also covering pedagogical aspects such as Technological Pedagogical Content Knowledge (TPACK), visualization and representation levels of Chemistry, textual aspects, and problem-based learning (PBL). The GAI seemed to elicit students’ 21st century skills and, to a lesser extent, display a tutoring ability, depending on whether it was a free or paid version. Furthermore, the GAI requires objectivity and sufficient TPACK owing to its hallucinations and inconsistencies in definitions, diagram interpretation, and image generation, among others. Furthermore, the chatbots seemed to struggle with representation levels, generating responses with macro-level definitions for concepts requiring definitions at the sub-micro level. These inconsistencies and hallucinations, without meticulous verification, can lead to misconceptions. Moreover, social inequalities may negatively impact meaningful learning, as paid chatbots perform better than free versions in generating and interpreting chemistry images, among other abilities.
References
Nkanyani, T.E. (2026). Teaching and learning chemistry for the 21st century skills through artificial intelligence: A narrative review. Journal of Education in Science, Environment and Health (JESEH), 12(2), 198-208.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Journal of Education in Science, Environment and Health

This work is licensed under a Creative Commons Attribution 4.0 International License.
The articles may be used for research, teaching, and private study purposes. Any substantial or systematic reproduction, redistribution, reselling, loan, sub-licensing, systematic supply, or distribution in any form to anyone is expressly forbidden. Authors alone are responsible for the contents of their articles. The journal owns the copyright of the articles. The publisher shall not be liable for any loss, actions, claims, proceedings, demand, or costs or damages whatsoever or howsoever caused arising directly or indirectly in connection with or arising out of the use of the research material. All authors are requested to disclose any actual or potential conflict of interest including any financial, personal or other relationships with other people or organizations regarding the submitted work.




