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Assessing the effectiveness of ChatGPT in generating Python code
Högskolan i Skövde, Institutionen för informationsteknologi.
Högskolan i Skövde, Institutionen för informationsteknologi.
2023 (engelsk)Independent thesis Basic level (degree of Bachelor), 20 poäng / 30 hpOppgave
Abstract [en]

This study investigated ChatGPT’s Python code generation capabilities with a quasi-experiment and a case study, incorporating quantitative and qualitative methods respectively. The quantitative analysis compared ChatGPT-generated code to human-written solutions in terms of accuracy, quality, and readability, while the qualitative study interviewed participants with varying levels of programming experience about the usability of ChatGPT for code generation. The findings revealed significant differences in quality between AI-generated and human-written solutions but maintained overall similarities in accuracy and readability. The interviewees reported that ChatGPT showed potential for generating simple programs but struggled with complex problems and iterative development, though most participants were optimistic about its future capabilities. Future research could involve larger samples, more programming languages, and increased problem complexities. 

sted, utgiver, år, opplag, sider
2023. , s. 38, xxxiii
Emneord [en]
Artificial Intelligence, code generation, ChatGPT, Python
HSV kategori
Identifikatorer
URN: urn:nbn:se:his:diva-22860OAI: oai:DiVA.org:his-22860DiVA, id: diva2:1776364
Fag / kurs
Informationsteknologi
Utdanningsprogram
Computer Science - Specialization in Systems Development
Veileder
Examiner
Tilgjengelig fra: 2023-06-28 Laget: 2023-06-28 Sist oppdatert: 2025-09-29bibliografisk kontrollert

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