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Innovative Approaches to Impact Analysis of Requirement Changes using LLM in Software Projects

  • Institut Teknologi Sepuluh Nopember

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

The software industry is continuously evolving because of emerging technologies, evolving development methodologies, changing business needs, and shifting stakeholder preferences. Effectively managing daily changes is critical, especially given the complexity of requirement change management (RCM), which requires the development of adaptable systems that accurately reflect dynamic conditions. This paper explores the integration of Large Language Models (LLMs), specifically GPT-4, into software engineering to enhance the effectiveness of RCM. This paper proposes a novel methodology that leverages the sophisticated reasoning capabilities of LLM GPT-4 to analyze and predict the impacts of software requirement changes before implementation. Our approach combines LLMs with a structured analysis framework that interprets changes in software requirements and evaluates their potential impacts across multiple dimensions. The use of GPT-4 can revolutionize how software engineers understand and implement requirements changes, providing a comprehensive tool for predicting the impact of such changes and evaluating the consequences accurately. The results of this research can help requirements engineers perform automated change impact analysis, enabling them to make informed decisions regarding the acceptance or rejection of requirement change requests. This ultimately supports the creation of software products that better align with consumer needs and expectations, ensuring enhanced user experiences and satisfaction.

Original languageEnglish
Title of host publication2024 IEEE International Symposium on Consumer Technology
Subtitle of host publicationToward Innovation in Consumer Technology for A Sustainable Environment, ISCT 2024 - Proceeding
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages604-610
Number of pages7
ISBN (Electronic)9798350365191
DOIs
Publication statusPublished - 2024
Event1st IEEE International Symposium on Consumer Technology, ISCT 2024 - Hybrid, Bali, Indonesia
Duration: 13 Aug 202416 Aug 2024

Publication series

NameDigest of Technical Papers - IEEE International Conference on Consumer Electronics
ISSN (Print)0747-668X
ISSN (Electronic)2159-1423

Conference

Conference1st IEEE International Symposium on Consumer Technology, ISCT 2024
Country/TerritoryIndonesia
CityHybrid, Bali
Period13/08/2416/08/24

Keywords

  • Change Impact Analysis
  • GPT-4
  • Large Language Model
  • Predictive Analytics
  • Requirement Change Management

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