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
. 2023 May 25:6:1039739.
doi: 10.3389/frai.2023.1039739. eCollection 2023.

Participatory design of teacher dashboards: navigating the tension between teacher input and theories on teacher professional vision

Affiliations

Participatory design of teacher dashboards: navigating the tension between teacher input and theories on teacher professional vision

Anouschka van Leeuwen et al. Front Artif Intell. .

Abstract

In the field of AI in education, there is a movement toward human-centered design in which the primary stakeholders are collaborators in establishing the design and functionality of the AI system (participatory design). Several authors have noted that there is a potential tension in participatory design between involving stakeholders and, thus, increasing uptake of the system on the one hand, and the use of educational theory on the other hand. The goal of the present perspective article is to unpack this tension in more detail, focusing on the example of teacher dashboards. Our contribution to theory is to show that insights from the research field of teacher professional vision can help explain why stakeholder involvement may lead to tension. In particular, we discuss that the sources of information that teachers use in their professional vision, and which data sources could be included on dashboards, might differ with respect to whether they actually relate to student learning or not. Using this difference as a starting point for participatory design could help navigate the aforementioned tension. Subsequently, we describe several implications for practice and research that could help move the field of human centered design further.

Keywords: diagnostic judgements; human centered design; participatory design; teacher dashboards; teacher professional vision.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

References

    1. Berland M., Davis D., Smith C. P. (2015). AMOEBA: Designing for collaboration in computer science classrooms through live learning analytics. Int. J. Comput. Support. Collaborat. Learn. 10, 425–447. 10.1007/s11412-015-9217-z - DOI
    1. Chatti M. A., Muslim A., Guesmi M., Richtscheid F., Nasimi D., Shahin A., et al. . (2020). How to Design Effective Learning Analytics Indicators? A Human-Centered Design Approach. In European Conference on Technology Enhanced Learning. Cham: Springer.
    1. De Silva D., Alahakoon D. (2022). An artificial intelligence life cycle: From conception to production. Patterns 3, 100489. 10.1016/j.patter.2022.100489 - DOI - PMC - PubMed
    1. Dimitriadis Y., Martínez-Maldonado R., Wiley K. (2021). “Human-centered design principles for actionable learning analytics,” Research on E-Learning and ICT in Education, eds T. Tsiatsos, S. Demetriadis (Cham: Springer).
    1. Duval E. (2011). Attention please! Learning Analytics for Visualization and Recommendation. Proceedings of the 1st International Conference on Learning Analytics and Knowledge. New York, NY: ACM, 9–17.

LinkOut - more resources