Validation of a questionnaire assessing artificial intelligence use in secondary mathematics education in Peru

Artigo2026

Edgar Tito Susanibar Ramirez; Abel Tapia Díaz; Rudy Ricardo Torres Gallegos; Elia Clorinda Andrade Girón; Esteban Tocto-Cano; Javier Linkolk López-Gonzales

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Resumo

The aim of this study was to adapt and validate a questionnaire to measure the use of artificial intelligence (AI) applications in mathematics teaching by Peruvian secondary school teachers. A previously validated instrument from Jordan was translated, culturally adapted, and psychometrically validated in the Peruvian context. The study followed a quantitative, cross-sectional, and psychometric design with intentional non-probabilistic sampling. The sample included 150 teachers for exploratory analysis and 266 for confirmatory analysis. The validation process involved expert judgment, reliability analysis, exploratory factor analysis, and confirmatory factor analysis. The instrument showed excellent internal consistency (Cronbach's α = 0.96) and sampling adequacy (KMO = 0.95). EFA identified a three-factor structure explaining 66% of the variance, later reorganized into two dimensions: didactic use of AI and strategic and formative use of AI. CFA supported a second-order hierarchical model, showing strong factor loadings. Despite moderate fit indices, the questionnaire demonstrates conceptual validity and practical relevance. It is a reliable tool for assessing AI-related teaching practices and supporting teacher training and educational innovation in Peru and Latin America, with potential to inform inclusive and equitable approaches to artificial intelligence integration in secondary mathematics education.

Dados da obra

Tipo
Artigo
Periódico
Frontiers in Education, v. 10
Editora
Frontiers Media S.A.
Ano
2026 (2026-01)
Idioma
en
Palavras-chave
artificial intelligence (AI); mathematics teaching; secondary schools; teaching; inclusive education
Temas
Formação de Professores de Matemática, Inclusão, Práticas Pedagógicas
DOI
10.3389/feduc.2025.1680330
ISSN
2504-284X
Acesso
Acesso aberto
Fontes
DOAJ — Directory of Open Access Journals
Na Biblioteca desde
01/10/2026 · verificada em 03/10/2026

Como citar

ABNT
RAMIREZ, Edgar Tito Susanibar et al.. Validation of a questionnaire assessing artificial intelligence use in secondary mathematics education in Peru. Frontiers in Education, v. 10, 2026. DOI: https://doi.org/10.3389/feduc.2025.1680330.

APA

Ramirez, E. T. S., Díaz, A. T., Gallegos, R. R. T., Girón, E. C. A., Tocto-Cano, E., & López-Gonzales, J. L. (2026). Validation of a questionnaire assessing artificial intelligence use in secondary mathematics education in Peru. Frontiers in Education, 10. https://doi.org/10.3389/feduc.2025.1680330

BibTeX
@article{ramirez2026,
  author = {Ramirez, Edgar Tito Susanibar and Díaz, Abel Tapia and Gallegos, Rudy Ricardo Torres and Girón, Elia Clorinda Andrade and Tocto-Cano, Esteban and López-Gonzales, Javier Linkolk},
  title = {Validation of a questionnaire assessing artificial intelligence use in secondary mathematics education in Peru},
  year = {2026},
  journal = {Frontiers in Education},
  volume = {10},
  publisher = {Frontiers Media S.A.},
  doi = {10.3389/feduc.2025.1680330},
  language = {en}
}
RIS
TY  - JOUR
AU  - Ramirez, Edgar Tito Susanibar
AU  - Díaz, Abel Tapia
AU  - Gallegos, Rudy Ricardo Torres
AU  - Girón, Elia Clorinda Andrade
AU  - Tocto-Cano, Esteban
AU  - López-Gonzales, Javier Linkolk
TI  - Validation of a questionnaire assessing artificial intelligence use in secondary mathematics education in Peru
PY  - 2026
JO  - Frontiers in Education
VL  - 10
DO  - 10.3389/feduc.2025.1680330
LA  - en
ER  - 

Referência gerada automaticamente a partir dos metadados das fontes; confira com o documento original. Baixar BibTeX · Baixar RIS

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