Holistic and Collaborative Demand Forecasting Process

T.S.L. Lo, L. Luong, R. Marian
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引用次数: 3

Abstract

Demand forecasting being the leading activity of the process of collaborative planning, forecasting and replenishment has to provide the planning base for drafting the demand plans to be compromised and achieved through the collaborative efforts of all the demand network stakeholders. This paper develops a conceptual framework of demand forecasting process to specify and identify the forecast items for forecast generation with a holistic and collaborative approach to ensure information about future customer requirements to be adequate and relevant for directing the approaching planning activities. Firstly, the procedure will postulate a comprehensive range of forecast granularity specifications characterized with the combinations of the forecasting time horizon, product grouping, and geographic dimension parameters. Secondly, the various, individually characterized, demand items will be related to form chains of aggregate and disaggregate proposed forecast items. Then, with exploratory time series analysis and consensus approach, only those items which forecasts are relevant to the planning decisions of the various functional organizations will be addressed and recommended for forecast output development.
整体和协作需求预测过程
需求预测是协同规划过程中的主导活动,预测和补充必须为起草需求计划提供规划基础,通过所有需求网络利益相关者的协同努力来达成和实现需求计划。本文开发了需求预测过程的概念框架,通过整体和协作的方法来指定和确定预测生成的预测项目,以确保有关未来客户需求的信息是充分的,并与指导即将到来的计划活动相关。首先,该程序将假设以预测时间范围、产品分组和地理维度参数的组合为特征的综合预测粒度规格。其次,将各种具有各自特征的需求项目联系起来,形成聚合和分解的预测项目链。然后,通过探索性时间序列分析和共识方法,只有那些预测与各职能组织的规划决策相关的项目将被处理并建议用于预测产出的开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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