Novice Learners of Programming and Generative AI - Prior Knowledge Matters

With the broad availability of Generative AI (GenAI), introductory programming education is starting to change. At Nuremberg Tech, we observed the doubling of failure rates to approximately 50% in the first semester course “Procedural Programming” across students of all study programs. Due to these exam results in winter 2023/24, we conducted a pilot study to gather students’ use of GenAI tools, their exam results, and prior programming education and experience. The results imply significant differences of students’ use of GenAI tools depending on their prior programming education. We will therefore extend the investigation in winter term 2024/25.

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Publication Details

Published
2024-11-12
DOI
https://doi.org/10.1145/3699538.3699580
Citations
4
Primary Topic
AI-based Problem Solving and Planning
Type
article
Field-Weighted Citation Impact
1.39
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Novice Learners of Programming and Generative AI - Prior Knowledge Matters

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Abstract

With the broad availability of Generative AI (GenAI), introductory programming education is starting to change. At Nuremberg Tech, we observed the doubling of failure rates to approximately 50% in the first semester course “Procedural Programming” across students of all study programs. Due to these exam results in winter 2023/24, we conducted a pilot study to gather students’ use of GenAI tools, their exam results, and prior programming education and experience. The results imply significant differences of students’ use of GenAI tools depending on their prior programming education. We will therefore extend the investigation in winter term 2024/25.

Georg Simon Ohm University of Applied Sciences Nuremberg (DE)
Quality Education
Openalex Percentile: Top 15%
AI-based Problem Solving and Planning
1.39
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