基于主成分分析的多类型差异化仓库KPI评价体系的建立

He Yuan, Xu Xin
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引用次数: 0

摘要

各类仓库在地理位置、仓储条件、仓储设施等方面存在差异,仓库的评价数据无法统一。很难对各个仓库的水平进行统一的评价,这对仓库管理是一个挑战。寻找合适的多类型差异化仓库评价指标体系,并及时进行改进和优化,可以使物流企业更好地了解其各类仓库的实际情况。本文以A物流公司的仓库为研究对象,通过对多个影响因素的分析,最后综合筛选仓储能力、运营能力和人力资源利用能力这三个因素,运用主成分分析法(PCA)进行分析计算,得到了一种可适用于所有仓库的类型KPI评价体系,它可用于科学地评价多类型差异化的仓库。
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Establishment of Multi-type Differentiated Warehouse KPI Evaluation System Based on Principal Component Analysis
There are differences in geographical location, warehouse conditions and warehouse facilities of various types of warehouses, and the evaluation data of warehouses cannot be unified. It is difficult to evaluate the level of each warehouse uniformly, which is a challenge for warehouse management.Finding a suitable multi-type differentiated warehouse evaluation index system and timely improvement and optimization can make logistics companies better understand the actual situation of their various warehouses.In this paper, A logistics company's warehouse as the research object, through the analysis of multiple influencing factors, finally comprehensive screening storage ability, operating ability and ability to use human resources of the three factors, using principal component analysis (PCA) to analysis and calculation, obtained a type of KPI evaluation system can be applied to all warehouse, it can be used to scientifically evaluate multi-type differentiation of the warehouse.
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