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

未来研究 鉴定(生物学) 计算机科学 数据科学 领域(数学) 信号(编程语言) 管理科学 人工智能 口译(哲学) 过程(计算) 知识管理 工程类 数学 生物 操作系统 植物 程序设计语言 纯数学
作者
Dongyuan Zhao,Zhongjun Tang,Duokui He
出处
期刊:Kybernetes [Emerald Publishing Limited]
卷期号:53 (10): 3160-3188 被引量:10
标识
DOI:10.1108/k-03-2023-0343
摘要

Purpose With 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/approach The 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. Findings The 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/value The 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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