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large scalealgorithmic prescriptionswarehouse managementpredicting humanhuman discretiondiscretion adjustadjust algorithmicalgorithmic prescriptionprescription largescale fieldoperations robustrobust dualdual sourcingsourcing inventoryinventory managementmanagement optimalityoptimality cappedcapped dualdual indexindex policiespolicies smoothingoptimization algorithmsalibaba grouppacking timehuman deviationsdeviations improvelarger boxesnew algorithmtargeted packagesfield researchinventory modelonline retailingfield experimentexperiment warehousewarehouse operationssmoothing predictingexperiment wareware househouse operationssmoothing conventionalconventional optimizationalgorithms prescribeprescribe orderorder packingpacking instructionsinstructions itemsitems packpack sequencesequence boxbox focusfocus boxbox volumevolume utilizationutilization tendtend overlookoverlook humanhuman behavioralbehavioral deviationsdeviations observeobserve packingpacking workersworkers warehouseswarehouses alibabagroup deviatedeviate algorithmicpackages deviationsdeviations increaseincrease packingtime reducereduce operationalefficiency positmechanisms demonstrateresult typestypes deviationsstem workers
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