A systematic literature review of weak signal identification and evolution for corporate foresight

被引:3
作者
Zhao, Dongyuan [1 ]
Tang, Zhongjun [1 ]
He, Duokui [1 ]
机构
[1] Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Weak signal recognition; Weak signal evolution; Enterprise foresight; Machine learning; Domain ontology; Extension theory; EARLY WARNING SYSTEM; WILD CARDS; INFORMATION; CHALLENGES; MANAGEMENT; NETWORKS; FUTURE; RISK; OPPORTUNITIES; KNOWLEDGE;
D O I
10.1108/K-03-2023-0343
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
PurposeWith the intensification of market competition, there is a growing demand for weak signal identification and evolutionary analysis for enterprise foresight. For decades, many scholars have conducted relevant research. However, the existing research only cuts in from a single angle and lacks a systematic and comprehensive overview. In this paper, the authors summarize the articles related to weak signal recognition and evolutionary analysis, in an attempt to make contributions to relevant research.Design/methodology/approachThe authors develop a systematic overview framework based on the most classical three-dimensional space model of weak signals. Framework comprehensively summarizes the current research insights and knowledge from three dimensions of research field, identification methods and interpretation methods.FindingsThe research results show that it is necessary to improve the automation level in the process of weak signal recognition and analysis and transfer valuable human resources to the decision-making stage. In addition, it is necessary to coordinate multiple types of data sources, expand research subfields and optimize weak signal recognition and interpretation methods, with a view to expanding weak signal future research, making theoretical and practical contributions to enterprise foresight, and providing reference for the government to establish weak signal technology monitoring, evaluation and early warning mechanisms.Originality/valueThe authors develop a systematic overview framework based on the most classical three-dimensional space model of weak signals. It comprehensively summarizes the current research insights and knowledge from three dimensions of research field, identification methods and interpretation methods.
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页码:3160 / 3188
页数:29
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