Executive Summary Senko Group Holding s, a large integrated logistics service provider, operates logistics business as one of their core businesses focusing on apparel and e- commerce in the Tokyo metropolitan area. In order to improve efficiency of manpower planning and to reduce the logistics staff’s workload in providing services to their contracted customers, Senko Group worked on predicting shipment volume from their warehouses by applying Machine Learning and achieved a high level of prediction accuracy. The accurate shipment volume forecasts allowed them to plan and allocate workers more efficiently. Challenges “At each warehouse, the staff supervising shipment operations works on shipment volume forecasts, and requests our subcontractor to allocate workers based on th

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