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PREDICTIVE ANALYTICS TO IMPROVE PRICING AND SOURCING IN THIRD-PARTY LOGISTICS OPERATIONS

机译:预测分析,以提高第三方物流业务的定价和采购

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Pricing shipments and sourcing capacity for a third-party logistics (3PL) provider operating in a spot market requires real-time decision making that is ripe for computer-based support driven by analytics. We outline a decision support system leveraging the 3PL's historical shipment data along with their knowledge of both sides of the shipping process to increase profits and to better perform the pricing and sourcing tasks. At the core of the system, are discrete choice models for shippers and carriers along with a profit maximization model. The discrete choice models predict the acceptance or rejection of an offer for a shipment to shippers and a bid for capacity to carriers. The profit maximization model determines the shipper price that maximizes the 3PL's expected profit. In addition to these models are procedures for determining a list of potential carriers for an incoming shipment and also for ranking those carriers. As its main outputs, the system produces a shipper price and a ranked carrier list. The system is applied to real-world data provided by a 3PL company with excellent results. The system is able to produce competitive yet profitable prices and to select potential carriers that would increase the 3PL provider's profits.
机译:运营于第三方物流(3PL)提供商的定价装运和采购能力 现货市场需要实时决策,这对于由以下人员驱动的基于计算机的支持是成熟的 分析。我们概述了利用3PL的历史发货数据的决策支持系统 以及他们对运输过程双方的了解,以增加利润并更好地 执行定价和采购任务。该系统的核心是用于以下方面的离散选择模型: 托运人和承运人以及利润最大化模型。离散选择模型预测 对托运人的装运要约的接受或拒绝以及对以下方面的能力的投标 运营商。利润最大化模型确定了将3PL最大化的托运人价格 预期利润。除了这些模型之外,还有确定潜在清单的程序。 运货商,也可以对这些运货商进行排名。作为主要输出, 系统生成托运人价格和排名的承运人清单。该系统已应用于现实世界 3PL公司提供的数据具有出色的结果。该系统能够产生 有竞争力的价格但有利可图,并选择可能增加3PL的潜在运营商 提供者的利润。

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