The Use of Artificial Intelligence to Reduce Teacher Workload: Opportunities and Limitations

This conceptual note examines the use of artificial intelligence as a tool for reducing teacher workload. It focuses on the difference between task automation and actual workload reduction, emphasizing the need to consider the complete teacher workflow, including checking, correction, adaptation, formatting, and source verification. The paper argues that AI tools should be evaluated not only by generation speed, but by whether they reduce the total amount of teacher effort required to produce a reliable and usable educational result.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-15
DOI
https://doi.org/10.5281/zenodo.23383803
Primary Topic
Artificial Intelligence in Education
Type
article
Field-Weighted Citation Impact
0.00
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article

The Use of Artificial Intelligence to Reduce Teacher Workload: Opportunities and Limitations

Karina Tairova
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Education
article

The Use of Artificial Intelligence to Reduce Teacher Workload: Opportunities and Limitations

Karina Tairova
article en

Abstract

This conceptual note examines the use of artificial intelligence as a tool for reducing teacher workload. It focuses on the difference between task automation and actual workload reduction, emphasizing the need to consider the complete teacher workflow, including checking, correction, adaptation, formatting, and source verification. The paper argues that AI tools should be evaluated not only by generation speed, but by whether they reduce the total amount of teacher effort required to produce a reliable and usable educational result.

Zenodo (CERN European Organization for Nuclear Research)
National Coalition of Independent Scholars (US)
Quality education
Openalex Percentile: Top 6%
Artificial Intelligence in Education
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