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Supply chain forecasting: Theory, practice, their gap and the future

机译:供应链预测:理论,实践,差距和未来

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摘要

Supply Chain Forecasting (SCF) goes beyond the operational task of extrapolating demand requirements at one echelon. It involves complex issues such as supply chain coordination and sharing of information between multiple stakeholders. Academic research in SCF has tended to neglect some issues that are important in practice. In areas of practical relevance, sound theoretical developments have rarely been translated into operational solutions or integrated in state-of-the-art decision support systems. Furthermore, many experience driven heuristics are increasingly used in everyday business practices. These heuristics are not supported by substantive scientific evidence; however, they are sometimes very hard to outperform. This can be attributed to the robustness of these simple and practical solutions such as aggregation approaches for example (across time, customers and products).
机译:供应链预测(SCF)超出了一个梯队推断需求需求的操作任务。它涉及复杂的问题,例如供应链协调和多个利益相关者之间的信息共享。 SCF的学术研究往往忽略了一些在实践中很重要的问题。在具有实际意义的领域中,很少有合理的理论发展被转化为运营解决方案或整合到最新的决策支持系统中。此外,许多经验驱动的启发式方法越来越多地用于日常业务实践中。这些启发式方法不受大量科学证据的支持;但是,它们有时很难胜过其他公司。这可以归因于这些简单而实用的解决方案的鲁棒性,例如聚合方法(跨时间,客户和产品)。

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