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供应链中物料交付计划不准确的根源是什么?

What are the root causes of material delivery schedule inaccuracy in supply chains?

International Journal of Operations and Production Management · 2024
被引 10
ABS 4

中文导读

本研究通过混合方法案例,探索并实证检验了影响物料交付计划不准确性的变量,发现产品复杂性和订单生命周期是关键因素,并提出了解耦管理作为提升准确性的机制。

Abstract

Purpose This study aims to explore and empirically test variables influencing material delivery schedule inaccuracies? Design/methodology/approach A mixed-method case approach is applied. Explanatory variables are identified from the literature and explored in a qualitative analysis at an automotive original equipment manufacturer. Using logistic regression and random forest classification models, quantitative data (historical schedule transactions and internal data) enables the testing of the predictive difference of variables under various planning horizons and inaccuracy levels. Findings The effects on delivery schedule inaccuracies are contingent on a decoupling point, and a variable may have a combined amplifying (complexity generating) and stabilizing (complexity absorbing) moderating effect. Product complexity variables are significant regardless of the time horizon, and the item’s order life cycle is a significant variable with predictive differences that vary. Decoupling management is identified as a mechanism for generating complexity absorption capabilities contributing to delivery schedule accuracy. Practical implications The findings provide guidelines for exploring and finding patterns in specific variables to improve material delivery schedule inaccuracies and input into predictive forecasting models. Originality/value The findings contribute to explaining material delivery schedule variations, identifying potential root causes and moderators, empirically testing and validating effects and conceptualizing features that cause and moderate inaccuracies in relation to decoupling management and complexity theory literature?

供应链管理运营管理物流与配送预测与计划