预测电子商务库存和订单计划的策略

M. A. Rahman, L. Casanovas
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引用次数: 2

摘要

本研究以市场趋势、先前销售量及决策者对潜在需求预估的偏好为考量,探讨线上市场企业预测模型的特征。随着电子市场的快速发展,在线卖家面临的主要挑战是分析客户期望、市场数据和销售信息以做出准确采购决策的能力。所提出的模型集成了一个目标季节销售的数学结构,包括卖家内部团队对即将到来的需求预测、过去销售数据和卖家电子品牌的总体趋势,以确定在线客户需求。在电子市场中,对顾客订单的快速响应是最重要的,本文提出了一个报摊模型,作为销售者向供应商订购商品的即时决策工具。研究结果为电子商务库存计划的采购动态和影响提供了见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Strategies to Predict E-Commerce Inventory and Order Planning
This study examines the characteristics of a prediction model for businesses in the online marketplace by considering the market trend, prior sales and decision maker's preference on potential demand estimate. With the rapid growth of the electronic market, the main challenge for online sellers is the ability to analyze customer expectation, market data, and sales information to make the accurate procurement decision. The proposed model integrates a mathematical structure for a target season sale comprising upcoming demand projection by seller's internal team, data from past sales and the overall trend of seller's e-brand to determine the online customer demand. The study proposed a newsvendor model as a tool for sellers to make the instantaneous decision of ordering merchandise from the supplier when the quick response to the customer order is a priority for electronic market. Results of the study provide insights into the procurement dynamics and implications of the e-commerce inventory plan.
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