详细信息
大语言模型在敏捷项目管理中的应用综述及展望
A Review and Prospect of the Application of Large Language Models in Agile Project Management
文献类型:期刊文献
中文题名:大语言模型在敏捷项目管理中的应用综述及展望
英文题名:A Review and Prospect of the Application of Large Language Models in Agile Project Management
作者:庞星怡[1];黄志恒[1];宁延[1];李亚迪[2]
机构:[1]南京大学工程管理学院,江苏南京210093;[2]华东理工大学商学院,上海200237
年份:2026
卷号:46
期号:9
起止页码:190
中文期刊名:科技管理研究
外文期刊名:Science and Technology Management Research
基金:国家自然科学基金面上项目“全生命周期视角下基础设施项目价值共创研究:目标、行为及治理”(72271118);国家自然科学基金青年项目“多重嵌入视角下全过程工程咨询项目知识融合治理研究”(72301103);上海市白玉兰人才计划浦江项目“高质量发展导向下城市更新项目价值交付治理研究”(23PJC024)。
语种:中文
中文关键词:大语言模型(LLMs);敏捷项目管理;辅助决策;研究综述
外文关键词:Large Language Models(LLMs);agile project management;decision support;research review
摘要:敏捷项目管理主张快速迭代与持续价值交付,传统技术难以适应其动态复杂性。大语言模型(LLMs)的兴起为突破传统方法的局限性提供了新技术路径,但相关研究缺乏对LLMs赋能敏捷项目管理的系统认知。为弥补这一不足,本文采用文献综述法,围绕LLMs的核心能力,梳理其在敏捷项目管理中的应用情况。研究结果发现,LLMs在需求分析、任务优先级排序、决策等方面展现出自动化潜力,但同时存在输入质量依赖性高、可解释性缺失、领域泛化能力不足与多模态整合欠缺等现实挑战。据此,本文明确了数据增强、人机协同、领域适配、多模态拓展四大未来研究方向,以期为智能化敏捷管理工具的研发与实践应用提供参考。
Agile project management emphasizes rapid iteration and continuous value delivery,yet conventional techniques often struggle to accommodate its dynamic complexity.The emergence of Large Language Models(LLMs)presents a novel technological pathway to transcend the limitations of traditional methodologies.However,extant research lacks a systematic understanding of LLM-enabled agile project management.To bridge this gap,this study employs a literature review methodology to examine the applications of LLMs in agile project management,anchored in their core capabilities.The findings indicate that while LLMs offer significant automation potential in areas such as requirements analysis,task prioritization,and decision support,they face distinct challenges including high dependency on input quality,insufficient interpretability,limited domain generalization,and a lack of multimodal integration.Accordingly,this paper delineates four critical directions for future research:data augmentation,human-machine collaboration,domain adaptation,and multimodal extension.These findings not only contribute to the refinement of the theoretical framework but also provide a reference for the development and practical application of intelligent agile management tools.
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