ChatGPT Is Not a Pocket Calculator – Problems of AI-Chatbots for Teaching Geography

The recent success of large language models and AI chatbots such as ChatGPT in various knowledge domains has a severe impact on teaching and learning Geography. The underlying revolution is often compared to the introduction of pocket calculators, suggesting analogous adaptations that prioritize higher-level skills over other learning content. The success of such a strategy therefore rests on the assumption that lower-level learning goals are substitutable by AI, and assessments can be refocused on higher-level goals. Based on two experiments on ChatGPT’s quality in answering questions in Geography, we demonstrate that this assumption might be fairly naive, and effective control in assessments is required.

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Publication Details

Journal
Frontiers in artificial intelligence and applications
Published
2026-05-21
DOI
https://doi.org/10.3233/faia260478
Citations
7
Primary Topic
Multimodal Machine Learning Applications
Type
preprint
Field-Weighted Citation Impact
0.00

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preprint

ChatGPT Is Not a Pocket Calculator – Problems of AI-Chatbots for Teaching Geography

Harm Bartholomeus, Simon Scheider, Judith A. Verstegen
7 citations
Frontiers in artificial intelligence and applications
Multimodal Machine Learning Applications
preprint

ChatGPT Is Not a Pocket Calculator – Problems of AI-Chatbots for Teaching Geography

Harm Bartholomeus, Simon Scheider, Judith A. Verstegen
preprint en
7 citations

Abstract

The recent success of large language models and AI chatbots such as ChatGPT in various knowledge domains has a severe impact on teaching and learning Geography. The underlying revolution is often compared to the introduction of pocket calculators, suggesting analogous adaptations that prioritize higher-level skills over other learning content. The success of such a strategy therefore rests on the assumption that lower-level learning goals are substitutable by AI, and assessments can be refocused on higher-level goals. Based on two experiments on ChatGPT’s quality in answering questions in Geography, we demonstrate that this assumption might be fairly naive, and effective control in assessments is required.

Frontiers in artificial intelligence and applications
Utrecht University (NL), Wageningen University & Research (NL)
European Commission
Quality Education
Openalex Percentile: Top 100%
Multimodal Machine Learning Applications
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ChatGPT Is Not a Pocket Calculator – Problems of AI-Chatbots for Teaching Geography — Harm Bartholomeus, Simon Scheider, et al. · Frontiers in artificial intelligence and applications (2026) | TGRS Research Map | TGRS