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A heuristic approach to in-season capacity allocation in a multi-product newsvendor model

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  • Khouja, Moutaz
  • Christou, Eliana
  • Stylianou, Antonis

Abstract

Based on an actual problem, we develop and test two heuristics for optimizing the newsvendor’s response to new in-season demand information for a multi-product single-period problem. In this model, in addition to the quantities produced prior to the beginning of the selling season, the newsvendor can produce additional quantities of some products after the selling season begins. Sales data of all products is updated daily, and using these updates, the newsvendor can test if the quantities already produced are still optimal. If the newsvendor finds that the actual demand of a product up to a point in time indicates that the quantity already produced is too small, then the product becomes a candidate for an incremental production quantity. In Heuristic I, we fix the pre-season production quantities to those that are optimal for the classic newsvendor model. In Heuristic II, because the newsvendor may have some recourse during the selling season, we allow for reductions in the pre-season production quantities from the optimal classic newsvendor model production quantities. Using a simulation experiment, we show that even under an unbiased forecast, both heuristics result in higher profit, with Heuristic II outperforming Heuristic I. The increase in profits from using the heuristics increases significantly with the number of products for which the forecast is biased. In addition, the improvements in profits decrease significantly as the lead time and the penalty for late production increase.

Suggested Citation

  • Khouja, Moutaz & Christou, Eliana & Stylianou, Antonis, 2020. "A heuristic approach to in-season capacity allocation in a multi-product newsvendor model," Omega, Elsevier, vol. 95(C).
    • Handle: RePEc:eee:jomega:v:95:y:2020:i:c:s0305048319304761
    DOI: 10.1016/j.omega.2020.102252
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    as
    1. Gérard P. Cachon & Robert Swinney, 2009. "Purchasing, Pricing, and Quick Response in the Presence of Strategic Consumers," Management Science, INFORMS, vol. 55(3), pages 497-511, March.
    2. Zhang, Bin & Duan, Dongxia & Ma, Yurui, 2018. "Multi-product expedited ordering with demand forecast updates," International Journal of Production Economics, Elsevier, vol. 206(C), pages 196-208.
    3. Tabarrok, Alexander, 2008. "The hot-toy problem," Journal of Economic Behavior & Organization, Elsevier, vol. 67(2), pages 512-516, August.
    4. Hung, Kuo-Chen, 2011. "An inventory model with generalized type demand, deterioration and backorder rates," European Journal of Operational Research, Elsevier, vol. 208(3), pages 239-242, February.
    5. Pando, Valentín & San-José, Luis A. & García-Laguna, Juan & Sicilia, Joaquín, 2013. "A newsboy problem with an emergency order under a general backorder rate function," Omega, Elsevier, vol. 41(6), pages 1020-1028.
    6. Dorit S. Hochbaum & Michael R. Wagner, 2015. "Production cost functions and demand uncertainty effects in price-only contracts," IISE Transactions, Taylor & Francis Journals, vol. 47(2), pages 190-202, February.
    7. Marshall Fisher & Kumar Rajaram & Ananth Raman, 2001. "Optimizing Inventory Replenishment of Retail Fashion Products," Manufacturing & Service Operations Management, INFORMS, vol. 3(3), pages 230-241, November.
    8. Marshall Fisher & Janice Hammond & Walter Obermeyer & Ananth Raman, 1997. "Configuring A Supply Chain To Reduce The Cost Of Demand Uncertainty," Production and Operations Management, Production and Operations Management Society, vol. 6(3), pages 211-225, September.
    9. Terry A. Taylor, 2006. "Sale Timing in a Supply Chain: When to Sell to the Retailer," Manufacturing & Service Operations Management, INFORMS, vol. 8(1), pages 23-42, November.
    10. Joseph M. Milner & Panos Kouvelis, 2005. "Order Quantity and Timing Flexibility in Supply Chains: The Role of Demand Characteristics," Management Science, INFORMS, vol. 51(6), pages 970-985, June.
    11. Jérémie Gallien & Adam J. Mersereau & Andres Garro & Alberte Dapena Mora & Martín Nóvoa Vidal, 2015. "Initial Shipment Decisions for New Products at Zara," Operations Research, INFORMS, vol. 63(2), pages 269-286, April.
    12. Meimei Zheng & Yan Shu & Kan Wu, 2015. "On optimal emergency orders with updated demand forecast and limited supply," International Journal of Production Research, Taylor & Francis Journals, vol. 53(12), pages 3692-3719, June.
    13. Choi, Tsan-Ming & Sethi, Suresh, 2010. "Innovative quick response programs: A review," International Journal of Production Economics, Elsevier, vol. 127(1), pages 1-12, September.
    14. Cattani, Kyle D. & Dahan, Ely & Schmidt, Glen M., 2008. "Tailored capacity: Speculative and reactive fabrication of fashion goods," International Journal of Production Economics, Elsevier, vol. 114(2), pages 416-430, August.
    15. Apurva Jain & Kamran Moinzadeh & Yong-Pin Zhou, 2012. "A Single-Supplier, Multiple-Retailer Model with Single-Season, Multiple-Ordering Opportunities, and Fixed Ordering Cost," Operations Research, INFORMS, vol. 60(5), pages 1098-1110, October.
    16. Yang, Daojian & Qi, Ershi & Li, Yajiao, 2015. "Quick response and supply chain structure with strategic consumers," Omega, Elsevier, vol. 52(C), pages 1-14.
    17. Nicola Secomandi & Sunder Kekre, 2014. "Optimal Energy Procurement in Spot and Forward Markets," Manufacturing & Service Operations Management, INFORMS, vol. 16(2), pages 270-282, May.
    18. Felipe Caro & Jérémie Gallien, 2010. "Inventory Management of a Fast-Fashion Retail Network," Operations Research, INFORMS, vol. 58(2), pages 257-273, April.
    19. Tong Wang & Atalay Atasu & Mümin Kurtuluş, 2012. "A Multiordering Newsvendor Model with Dynamic Forecast Evolution," Manufacturing & Service Operations Management, INFORMS, vol. 14(3), pages 472-484, July.
    20. Yongli Wang & Juliang Zhang & T.C. Edwin Cheng & Guowei Hua, 2018. "Quick response under strategic consumers with risk preference and decreasing valuation," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 72-85, January.
    21. Hu, Xiangling & Su, Ping, 2018. "The newsvendor's joint procurement and pricing problem under price-sensitive stochastic demand and purchase price uncertainty," Omega, Elsevier, vol. 79(C), pages 81-90.
    22. Guoming Lai & Wenqiang Xiao & Jun Yang, 2012. "Supply Chain Performance Under Market Valuation: An Operational Approach to Restore Efficiency," Management Science, INFORMS, vol. 58(10), pages 1933-1951, October.
    23. Felipe Caro & Jérémie Gallien, 2012. "Clearance Pricing Optimization for a Fast-Fashion Retailer," Operations Research, INFORMS, vol. 60(6), pages 1404-1422, December.
    24. Terry A. Taylor & Wenqiang Xiao, 2009. "Incentives for Retailer Forecasting: Rebates vs. Returns," Management Science, INFORMS, vol. 55(10), pages 1654-1669, October.
    25. Bicer, Isik & Hagspiel, Verena, 2016. "Valuing quantity flexibility under supply chain disintermediation risk," International Journal of Production Economics, Elsevier, vol. 180(C), pages 1-15.
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