Conceptualizing critical data education

Abstract There are many conceptual papers on what critical literacy/pedagogy might entail in statistics education, data science education, and data literacy. However, they exist disjointly in the literature creating problems with coherence and translating findings–leading to duplicate work and missed opportunities. In this paper, we addressed this issue by synthesizing the literature on critical perspectives in statistics education, data science education, and data literacy to create a conception of a critical data education for critical citizenship. Our aim is to establish a shared conceptual foundation to guide and encourage future educational research that could be used across disciplinary boundaries in K-12 education and teacher education and inform pedagogical work.

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Publication Details

Journal
ZDM
Published
2026-09-09
DOI
https://doi.org/10.1007/s11858-026-01835-y
Primary Topic
Statistics Education and Methodologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Conceptualizing critical data education

Travis Weiland, Leandro de Oliveira Souza, Lucía Zapata‐Cardona
ZDM
Statistics Education and Methodologies
article

Conceptualizing critical data education

Travis Weiland, Leandro de Oliveira Souza, Lucía Zapata‐Cardona
article en

Abstract

Abstract There are many conceptual papers on what critical literacy/pedagogy might entail in statistics education, data science education, and data literacy. However, they exist disjointly in the literature creating problems with coherence and translating findings–leading to duplicate work and missed opportunities. In this paper, we addressed this issue by synthesizing the literature on critical perspectives in statistics education, data science education, and data literacy to create a conception of a critical data education for critical citizenship. Our aim is to establish a shared conceptual foundation to guide and encourage future educational research that could be used across disciplinary boundaries in K-12 education and teacher education and inform pedagogical work.

ZDM
University of North Carolina at Charlotte (US), Universidad de Antioquia (CO), Universidade Federal de Uberlândia (BR)
Quality Education
Openalex Percentile: Top 7%
Statistics Education and Methodologies
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Conceptualizing critical data education — Travis Weiland, Leandro de Oliveira Souza, et al. · ZDM (2026) | TGRS Research Map | TGRS