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构建战略导向对竞争优势和经济可持续性的重要性模型:混合结构方程模型-神经网络分析的应用

Modelling the significance of strategic orientation for competitive advantage and economic sustainability: the use of hybrid SEM-neural network analysis.

作者信息

Yang Marvello, Jaafar Norizan, Al Mamun Abdullah, Salameh Anas A, Nawi Noorshella Che

机构信息

Department of Management, Faculty Economic and Business, Widya Dharma University Pontianak, Kota Pontianak, Kalimantan Barat 78243 Indonesia.

Faculty of Economics and Business, University Malaysia Sarawak, 94300 Kota Samarahan, Sarawak Malaysia.

出版信息

J Innov Entrep. 2022;11(1):44. doi: 10.1186/s13731-022-00232-5. Epub 2022 Jun 21.

Abstract

Economic sustainability involves the development of an organisation that meets its future needs through an integrated policy, planning, and social learning process. The purpose of this study was to investigate the mediating role of competitive advantage in the relationship between strategic orientation and economic sustainability under unpredictable circumstances. This study collected quantitative data from a total of 284 halal small and medium enterprises (SMEs) from Indonesia through structured interviews. Data were analysed using partial least squares structural equation modelling (PLS-SEM). Moreover, this study adopted artificial neural network (ANN) analysis for a model-free estimation using non-linear, multilayer, and parallel regression. The results revealed statistically significant and positive effect of strategic orientation on economic sustainability. Additionally, this study found that competitive advantage expanded the effect of strategic orientation on economic sustainability. Findings of ANN analysis confirm high prediction accuracy of the model. Findings of the sensitivity analysis highlighted the importance of innovation, network and technological orientation, and the positive effect of competitive advantage on halal SMEs economic sustainability. In order to achieve long-term economic sustainability, halal SMEs should therefore focus on innovation capacity, vertical and horizontal networking and adoption of the latest technologies. The uniqueness of this study focused on the strategic orientation and value of competitive advantage of halal SMEs towards economic sustainability. Additionally, this study was the first to develop hybrid SEM-neural network analysis to apply sensitivity analysis for the evaluation of the contribution of each exogenous predictor towards the endogenous construct.

摘要

经济可持续性涉及通过综合政策、规划和社会学习过程来发展一个组织,以满足其未来需求。本研究的目的是调查在不可预测的情况下,竞争优势在战略导向与经济可持续性之间关系中的中介作用。本研究通过结构化访谈从印度尼西亚总共284家清真中小企业收集了定量数据。使用偏最小二乘结构方程模型(PLS-SEM)对数据进行分析。此外,本研究采用人工神经网络(ANN)分析进行无模型估计,使用非线性、多层和平行回归。结果显示战略导向对经济可持续性具有统计学上显著的正向影响。此外,本研究发现竞争优势扩大了战略导向对经济可持续性的影响。人工神经网络分析的结果证实了该模型具有较高的预测准确性。敏感性分析的结果突出了创新、网络和技术导向的重要性,以及竞争优势对清真中小企业经济可持续性的积极影响。因此,为了实现长期经济可持续性,清真中小企业应专注于创新能力、纵向和横向网络建设以及采用最新技术。本研究的独特之处在于关注清真中小企业的战略导向和竞争优势对经济可持续性的价值。此外,本研究首次开发了混合结构方程模型-神经网络分析,以应用敏感性分析来评估每个外生预测变量对内生结构的贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0e82/9209843/7a8fd059e480/13731_2022_232_Fig1_HTML.jpg

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