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Hewlett Packard: Delivering Profitable Growth for HPDirect.com Using Operations Research

机译:惠普:通过运营研究为HPDirect.com带来可盈利的增长

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Hewlett Packard (HP) entered the online consumer sales business with its launch of HPDirect.com, a portal that allows consumers to purchase HP products (e.g., desktop and notebook computers, printers, accessories, supplies) online. This paper describes operations research solutions to a variety of problems in the e-commerce value chain. HP's objective was to use these solutions to grow its share in the online sales market. First, we identify and quantify the impact of key drivers of online traffic to enhance our market planning and budget allocation process. Next, we apply Bayesian modeling and Markov chain methods to predict which customers are most likely to buy which product, and when and through which marketing channel they are likely to make a purchase. Finally, we use a hybrid forecasting approach combining time-series and regression modeling to predict customer orders for optimizing warehouse inventory holding and ensuring timely fulfillment of customer orders. Since 2009, the integration of these solutions into HP's marketing planning and warehouse operations processes has helped to generate an additional $117 million in revenue for HPDirect.com.
机译:惠普(HP)通过推出HPDirect.com进入在线消费者销售业务,HPDirect.com是一个门户网站,使消费者可以在线购买HP产品(例如台式和笔记本计算机,打印机,配件,耗材)。本文介绍了针对电子商务价值链中各种问题的运筹学解决方案。惠普的目标是使用这些解决方案来扩大其在在线销售市场中的份额。首先,我们确定并量化影响在线流量的主要因素,以增强我们的市场计划和预算分配流程。接下来,我们应用贝叶斯建模和马尔可夫链方法来预测哪些客户最有可能购买哪种产品,以及何时以及通过哪种营销渠道进行购买。最后,我们使用结合时间序列和回归模型的混合预测方法来预测客户订单,以优化仓库库存持有量并确保及时履行客户订单。自2009年以来,将这些解决方案集成到HP的营销计划和仓库运营流程中,已经帮助HPDirect.com额外创造了1.17亿美元的收入。

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