The Good and Bad of AI Tools in Novice Programming Education
As AI coding tools become more prevalent in programming, it is essential to understand how they influence programming education. This study, conducted in a first-semester Introduction to Programming course, aimed to determine the positive and negative effects of these tools on students’ learning exp...
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| Veröffentlicht in: | Education sciences Jg. 14; H. 10; S. 1089 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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MDPI AG
01.10.2024
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| ISSN: | 2227-7102, 2227-7102 |
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| Abstract | As AI coding tools become more prevalent in programming, it is essential to understand how they influence programming education. This study, conducted in a first-semester Introduction to Programming course, aimed to determine the positive and negative effects of these tools on students’ learning experiences and their ability to develop essential programming skills. Using a mixed-methods approach, we collected data from 73 teams of engineering students over a 12-week period. Students completed surveys and reported on their AI tool usage. We analyzed this data quantitatively to identify trends in tool familiarity, usage, and student satisfaction. Additionally, qualitative analysis of student reports provided insights into the specific ways AI tools were used and their perceived benefits and drawbacks. The findings revealed a significant increase in AI tool familiarity (from 28% to 100%) and usage among students. Students’ satisfaction with AI tools improved over time. The most prevalent tasks for which novice programmers used AI tools included creating comments (91.7%), identifying and correcting bugs (80.2%), and seeking information (68.5%), while other tasks were less common. While these tools offered benefits like assisting in learning and enhancing real-world relevance, they also raised concerns about cheating, over-reliance on AI tools, and a limited understanding of core programming concepts. |
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| AbstractList | As AI coding tools become more prevalent in programming, it is essential to understand how they influence programming education. This study, conducted in a first-semester Introduction to Programming course, aimed to determine the positive and negative effects of these tools on students’ learning experiences and their ability to develop essential programming skills. Using a mixed-methods approach, we collected data from 73 teams of engineering students over a 12-week period. Students completed surveys and reported on their AI tool usage. We analyzed this data quantitatively to identify trends in tool familiarity, usage, and student satisfaction. Additionally, qualitative analysis of student reports provided insights into the specific ways AI tools were used and their perceived benefits and drawbacks. The findings revealed a significant increase in AI tool familiarity (from 28% to 100%) and usage among students. Students’ satisfaction with AI tools improved over time. The most prevalent tasks for which novice programmers used AI tools included creating comments (91.7%), identifying and correcting bugs (80.2%), and seeking information (68.5%), while other tasks were less common. While these tools offered benefits like assisting in learning and enhancing real-world relevance, they also raised concerns about cheating, over-reliance on AI tools, and a limited understanding of core programming concepts. |
| Audience | Academic |
| Author | Zviel-Girshin, Rina |
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| Cites_doi | 10.54097/j4agx439 10.1016/j.caeai.2023.100147 10.2139/ssrn.4755622 10.1080/14703297.2023.2190148 10.1177/0735633120952067 10.3390/educsci13040410 10.1145/3587102.3588827 10.61969/jai.1337500 10.1109/ICIET60671.2024.10542824 10.1080/21532974.2023.2247480 10.1145/3511861.3511863 10.1145/3582083 10.1145/3059009.3059064 10.1016/j.iotcps.2023.04.003 10.1145/3545945.3569759 10.1145/3568813.3600138 10.1016/j.scico.2024.103111 10.1186/s41239-021-00317-3 10.1145/3589649 10.1145/782941.783000 10.1016/j.tbench.2023.100089 10.20944/preprints202303.0473.v1 10.1145/3624720 10.1186/s40561-023-00237-x 10.1109/ICSTW58534.2023.00078 |
| ContentType | Journal Article |
| Copyright | COPYRIGHT 2024 MDPI AG 2024 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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| SubjectTerms | AI coding tools AI in education artificial intelligence (AI) Automation Chatbots Computer programming Computer science Computer Science Education Core curriculum Critical thinking Education Educational Change Educational Technology Feedback Generative artificial intelligence Higher education introduction to programming Learner Engagement Learning Methods Pedagogy Problem solving programing education Science education Skills Software Software development Students Surveys Teachers Teaching |
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| Title | The Good and Bad of AI Tools in Novice Programming Education |
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