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首页> 外文期刊>Journal of Business Research >The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach
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The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach

机译:信息在零售供应链中的作用:因果数据挖掘和分析建模方法

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This study utilizes both a resource-based view and organizational learning theory to present the need to distinguish information sharing from information usage. Our main research aim was to investigate the mediating role of information usage between information sharing, and operational efficiency and effectiveness. We tested the hypotheses in our relational model using empirical data obtained from food retailers in Turkey. The analysis of results from structural equation modeling reveal that the separation of information sharing from information usage is valid, and the mediating role of usage is significant in improving operational effectiveness and efficiency. We further utilized a Bayesian neural networks-based causal analytic model, i.e., universal structure modeling methodology to reveal non-trivial, implicit, previously unknown, and potentially useful relationships among the constructs.
机译:这项研究利用基于资源的观点和组织学习理论来提出区分信息共享和信息使用的需求。我们的主要研究目标是调查信息使用在信息共享,运营效率和有效性之间的中介作用。我们使用从土耳其食品零售商处获得的经验数据在关系模型中检验了假设。结构方程模型的结果分析表明,信息共享与信息使用之间的分离是有效的,并且使用的中介作用对于提高运营效率和效率具有重要意义。我们进一步利用了基于贝叶斯神经网络的因果分析模型,即通用结构建模方法,以揭示构造之间非平凡,隐含,先前未知和潜在有用的关系。

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