信息资源管理学报2026，Vol.16Issue(2)：55-68,14.DOI:10.13365/j.jirm.2026.02.055
企业高质量数据集建构:内涵特征、逻辑框架与未来展望
Constructing High-Quality Enterprise Data Sets:Connotations,Characteristics,Logical Framework and Future Prospects
摘要
Abstract
Analyzing the connotation,characteristics and logical framework of enterprise high-quality dataset con-struction is essential to unlocking data value and enabling firms'digital-intelligent transformation.This paper concep-tualises enterprise high-quality datasets,identifies six core attributes,establishes a three-dimensional framework(val-ue,scenario,technology)based on socio-technical systems theory to provide theoretical support for the construction of high-quality corporate datasets under the"AI Plus"background;subsequently,from the analytical perspectives of the data value chain and data life cycle theories,it constructs a five-dimensional model encompassing scenario demand perception,data resource weaving,knowledge resource extraction,data-knowledge integration and refinement,and a digital-intelligence service ecosystem;finally,in response to the practical dilemmas currently faced by enterprises,the study proposes targeted optimization strategies,suggesting that future efforts should focus synergistically on data sce-nario shaping,data aggregation and governance,data labeling optimization,and data security assurance to overcome the bottlenecks of high-quality dataset construction,enhance the value-enabling efficiency of data elements,and pro-vide robust support for the digital-intelligence transformation and high-quality development of enterprises.关键词
人工智能+/企业数据/高质量数据集/数据要素/数据治理Key words
Artificial intelligence plus/Enterprise data/High-quality datasets/Data elements/Data governance分类
社会科学引用本文复制引用
张博睿,陈桃,胡婕,夏义堃..企业高质量数据集建构:内涵特征、逻辑框架与未来展望[J].信息资源管理学报,2026,16(2):55-68,14.基金项目
本文系南京大学-中国移动联合研究院课题"江苏移动数据要素布局和路径研究"(NJ20250045)研究成果之一.(This paper is one of the research outcomes of the project of Nanjing University-China Mobile Joint Research Institute"Research on the Layout and Path of Data Elements of Jiangsu Mobile"(NJ20250045).) （NJ20250045）
