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

Author:

Zhao Dongyuan,Tang ZhongjunORCID,He Duokui

Abstract

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.

Publisher

Emerald

Subject

Computer Science (miscellaneous),Social Sciences (miscellaneous),Theoretical Computer Science,Control and Systems Engineering,Engineering (miscellaneous)

Reference145 articles.

1. BEAM: a network topology framework to detect weak signals;International Journal of Advanced Computer Science and Applications,2022

2. Identification of weak signals in a temporal graph of social interactions,2022

3. A framework for weak signal detection in competitive intelligence using semantic clustering algorithms;International Journal of Advanced Computer Science and Applications,2021

4. Contextualising weak signals: towards a relational theory of futures knowledge;Futures,2020

5. End-to-end LDA-based automatic weak signal detection in web news;Knowledge-Based Systems,2021

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