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Title:Computer science education in ChatGPT Era: experiences from an experiment in a programming course for novice programmers
Authors:ID Kosar, Tomaž (Author)
ID Ostojić, Dragana (Author)
ID Liu, Yu David (Author)
ID Mernik, Marjan (Author)
Files:.pdf mathematics-12-00629_(1).pdf (492,37 KB)
MD5: 16A75EDFDA888BBCE396D441D2E06A6F
 
Language:English
Work type:Article
Typology:1.01 - Original Scientific Article
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:The use of large language models with chatbots like ChatGPT has become increasingly popular among students, especially in Computer Science education. However, significant debates exist in the education community on the role of ChatGPT in learning. Therefore, it is critical to understand the potential impact of ChatGPT on the learning, engagement, and overall success of students in classrooms. In this empirical study, we report on a controlled experiment with 182 participants in a first-year undergraduate course on object-oriented programming. Our differential study divided students into two groups, one using ChatGPT and the other not using it for practical programming assignments. The study results showed that the students’ performance is not influenced by ChatGPT usage (no statistical significance between groups with a p-value of 0.730), nor are the grading results of practical assignments (p-value 0.760) and midterm exams (p-value 0.856). Our findings from the controlled experiment suggest that it is safe for novice programmers to use ChatGPT if specific measures and adjustments are adopted in the education process.
Keywords:large language models, ChatGPT, artificial intelligence, controlled experiment, object-oriented programming, software engineering education
Submitted for review:16.02.2024
Article acceptance date:18.02.2024
Publication date:21.02.2024
Publisher:MDPI
Year of publishing:2024
Number of pages:22 str.
Numbering:Vol. 12, no. 5, [article no.] 629
PID:20.500.12556/DKUM-89785 New window
UDC:621.3
ISSN on article:2227-7390
COBISS.SI-ID:187200259 New window
DOI:10.3390/math12050629 New window
Publication date in DKUM:12.08.2024
Views:59
Downloads:9
Metadata:XML DC-XML DC-RDF
Categories:Misc.
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Record is a part of a journal

Title:Mathematics
Shortened title:Mathematics
Publisher:MDPI AG
ISSN:2227-7390
COBISS.SI-ID:523267865 New window

Document is financed by a project

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:P2-0041
Name:Računalniški sistemi, metodologije in inteligentne storitve

Secondary language

Language:Slovenian
Keywords:jezikovni modeli, umetna inteligenca, objektno orientirano programiranje


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