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数据集:英特尔公司微处理器187周的客户预测与订单

Data Set: 187 Weeks of Customer Forecasts and Orders for Microprocessors from Intel Corporation

Manufacturing & Service Operations Management · 2021
被引 10
人大 AFT50UTD24ABS 3

中文导读

该数据集包含英特尔微处理器187周的需求信息,涵盖五个分销中心的预测、实际订单及售价,可用于研究预测偏差、库存和定价模型。

Abstract

Problem definition: This data set contains 187 consecutive weeks of Intel microprocessor demand information for all five distribution centers in one of its five sales geographies. For every stock keeping unit (SKU) at every location, the weekly forecasted demand and actual customer orders are provided as well as the SKU’s average selling price category. These data are provided by week and by distribution center, producing 26,114 records in total. Academic/practical relevance: The 86 SKUs in the data set span five product generations. It provides years of product evolution across generations and price points. Methodology: As a data set paper, its purpose is to provide interesting and rich real-world data for researchers developing forecasting, inventory, pricing, and product assortment models. Results: The data set demonstrates the presence of significant forecast bias, heterogeneity of forecast errors between distribution centers, generational differences, product life cycles, and pricing dynamics. Managerial implications: This data set provides access to a rich pricing and sales setting from a major corporation that has not been made available before.

需求预测库存管理定价策略产品生命周期运营管理