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Multi-plant manufacturing assortment planning in the presence of transshipments

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  • Çömez-Dolgan, Nagihan
  • Dağ, Hilal
  • Fescioglu-Unver, Nilgun
  • Şen, Alper

Abstract

In this study, we consider the assortment planning problem of a manufacturing firm with multiple plants. Making a plant capable of producing a product is costly, therefore the firm cannot manufacture every product in every plant. In case a customer’s order in a particular region is not available in the closest plant, another plant can ship the product using transshipment, but at an extra transportation cost. If a demanded product is not produced in any plant, substitution from first choice to a second choice is also considered, which can be either satisfied by the closest plant, or by transshipment. The problem is to jointly determine assortments in all plants such that total profit after assortment and transshipment costs is maximized. The resulting problem is complex as transshipments and substitutions are intertwined to affect assortment decisions. We show that the optimal assortments are nested, i.e., the assortment of a plant with a smaller market share is a subset of the assortment of a plant with a larger share. The common assortment of all locations is shown to be in the popular set (i.e., no leapfrogging in product popularities), and a sufficient condition on substitution rate is derived for each individual assortment to be in the popular set. We conduct an extensive numerical study to understand the effects of allowing transshipments on resulting assortments. Moreover, we introduce approximate assortment planning algorithms that benefit from the derived structural properties, which are shown to generate near-optimal assortments in a broad range of instances tested.

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  • Çömez-Dolgan, Nagihan & Dağ, Hilal & Fescioglu-Unver, Nilgun & Şen, Alper, 2023. "Multi-plant manufacturing assortment planning in the presence of transshipments," European Journal of Operational Research, Elsevier, vol. 310(3), pages 1033-1050.
  • Handle: RePEc:eee:ejores:v:310:y:2023:i:3:p:1033-1050
    DOI: 10.1016/j.ejor.2023.03.026
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    1. T. W. Archibald & S. A. E. Sassen & L. C. Thomas, 1997. "An Optimal Policy for a Two Depot Inventory Problem with Stock Transfer," Management Science, INFORMS, vol. 43(2), pages 173-183, February.
    2. George Tagaras & Morris A. Cohen, 1992. "Pooling in Two-Location Inventory Systems with Non-Negligible Replenishment Lead Times," Management Science, INFORMS, vol. 38(8), pages 1067-1083, August.
    3. Çömez-Dolgan, Nagihan & Moussawi-Haidar, Lama & Jaber, Mohamad Y. & Cephe, Ecem, 2022. "Capacitated assortment planning of a multi-location system under transshipments," International Journal of Production Economics, Elsevier, vol. 251(C).
    4. Jacob Feldman & Alice Paul & Huseyin Topaloglu, 2019. "Technical Note—Assortment Optimization with Small Consideration Sets," Operations Research, INFORMS, vol. 67(5), pages 1283-1299, September.
    5. Hui Zhao & Vinayak Deshpande & Jennifer K. Ryan, 2006. "Emergency transshipment in decentralized dealer networks: When to send and accept transshipment requests," Naval Research Logistics (NRL), John Wiley & Sons, vol. 53(6), pages 547-567, September.
    6. David Simchi‐Levi & He Wang & Yehua Wei, 2018. "Increasing Supply Chain Robustness through Process Flexibility and Inventory," Production and Operations Management, Production and Operations Management Society, vol. 27(8), pages 1476-1491, August.
    7. Marshall Fisher & Ramnath Vaidyanathan, 2014. "A Demand Estimation Procedure for Retail Assortment Optimization with Results from Implementations," Management Science, INFORMS, vol. 60(10), pages 2401-2415, October.
    8. Jacob Feldman & Huseyin Topaloglu, 2015. "Bounding Optimal Expected Revenues for Assortment Optimization under Mixtures of Multinomial Logits," Production and Operations Management, Production and Operations Management Society, vol. 24(10), pages 1598-1620, October.
    9. Paterson, Colin & Kiesmüller, Gudrun & Teunter, Ruud & Glazebrook, Kevin, 2011. "Inventory models with lateral transshipments: A review," European Journal of Operational Research, Elsevier, vol. 210(2), pages 125-136, April.
    10. Michaela Draganska & Dipak C. Jain, 2006. "Consumer Preferences and Product-Line Pricing Strategies: An Empirical Analysis," Marketing Science, INFORMS, vol. 25(2), pages 164-174, 03-04.
    11. Paat Rusmevichientong & Huseyin Topaloglu, 2012. "Robust Assortment Optimization in Revenue Management Under the Multinomial Logit Choice Model," Operations Research, INFORMS, vol. 60(4), pages 865-882, August.
    12. Lingxiu Dong & Nils Rudi, 2004. "Who Benefits from Transshipment? Exogenous vs. Endogenous Wholesale Prices," Management Science, INFORMS, vol. 50(5), pages 645-657, May.
    13. Omar Besbes & Denis Sauré, 2016. "Product Assortment and Price Competition under Multinomial Logit Demand," Production and Operations Management, Production and Operations Management Society, vol. 25(1), pages 114-127, January.
    14. Nils Rudi & Sandeep Kapur & David F. Pyke, 2001. "A Two-Location Inventory Model with Transshipment and Local Decision Making," Management Science, INFORMS, vol. 47(12), pages 1668-1680, December.
    15. Joseph Geunes & Yiqiang Su, 2020. "Single-period assortment and stock-level decisions for dual sales channels with capacity limits and uncertain demand," International Journal of Production Research, Taylor & Francis Journals, vol. 58(18), pages 5579-5600, September.
    16. Yale T. Herer & Ayelet Rashit, 1999. "Lateral stock transshipments in a two‐location inventory system with fixed and joint replenishment costs," Naval Research Logistics (NRL), John Wiley & Sons, vol. 46(5), pages 525-547, August.
    17. Bhatnagar, Amit & Syam, Siddhartha S., 2014. "Allocating a hybrid retailer's assortment across retail stores: Bricks-and-mortar vs online," Journal of Business Research, Elsevier, vol. 67(6), pages 1293-1302.
    18. Gérard P. Cachon & A. Gürhan Kök, 2007. "Category Management and Coordination in Retail Assortment Planning in the Presence of Basket Shopping Consumers," Management Science, INFORMS, vol. 53(6), pages 934-951, June.
    19. William C. Jordan & Stephen C. Graves, 1995. "Principles on the Benefits of Manufacturing Process Flexibility," Management Science, INFORMS, vol. 41(4), pages 577-594, April.
    20. Xinxin Hu & Izak Duenyas & Roman Kapuscinski, 2007. "Existence of Coordinating Transshipment Prices in a Two-Location Inventory Model," Management Science, INFORMS, vol. 53(8), pages 1289-1302, August.
    21. Schwarz, Christian & Suedekum, Jens, 2014. "Global sourcing of complex production processes," Journal of International Economics, Elsevier, vol. 93(1), pages 123-139.
    22. Jacob B. Feldman & Huseyin Topaloglu, 2015. "Capacity Constraints Across Nests in Assortment Optimization Under the Nested Logit Model," Operations Research, INFORMS, vol. 63(4), pages 812-822, August.
    23. Siddharth Mahajan & Garrett van Ryzin, 2001. "Stocking Retail Assortments Under Dynamic Consumer Substitution," Operations Research, INFORMS, vol. 49(3), pages 334-351, June.
    24. Pentico, David W., 2008. "The assortment problem: A survey," European Journal of Operational Research, Elsevier, vol. 190(2), pages 295-309, October.
    25. Guang Li & Paat Rusmevichientong & Huseyin Topaloglu, 2015. "The d -Level Nested Logit Model: Assortment and Price Optimization Problems," Operations Research, INFORMS, vol. 63(2), pages 325-342, April.
    26. Daniel Granot & Greys Sošić, 2003. "A Three-Stage Model for a Decentralized Distribution System of Retailers," Operations Research, INFORMS, vol. 51(5), pages 771-784, October.
    27. A. Gürhan Kök & Marshall L. Fisher & Ramnath Vaidyanathan, 2015. "Assortment Planning: Review of Literature and Industry Practice," International Series in Operations Research & Management Science, in: Narendra Agrawal & Stephen A. Smith (ed.), Retail Supply Chain Management, edition 2, chapter 0, pages 175-236, Springer.
    28. Mantrala, Murali K. & Levy, Michael & Kahn, Barbara E. & Fox, Edward J. & Gaidarev, Peter & Dankworth, Bill & Shah, Denish, 2009. "Why is Assortment Planning so Difficult for Retailers? A Framework and Research Agenda," Journal of Retailing, Elsevier, vol. 85(1), pages 71-83.
    29. Hui Zhao & Vinayak Deshpande & Jennifer K. Ryan, 2005. "Inventory Sharing and Rationing in Decentralized Dealer Networks," Management Science, INFORMS, vol. 51(4), pages 531-547, April.
    30. Felipe Caro & Jérémie Gallien, 2007. "Dynamic Assortment with Demand Learning for Seasonal Consumer Goods," Management Science, INFORMS, vol. 53(2), pages 276-292, February.
    31. Hense, Jonas & Hübner, Alexander, 2022. "Assortment optimization in omni-channel retailing," European Journal of Operational Research, Elsevier, vol. 301(1), pages 124-140.
    32. Garrett van Ryzin & Siddharth Mahajan, 1999. "On the Relationship Between Inventory Costs and Variety Benefits in Retail Assortments," Management Science, INFORMS, vol. 45(11), pages 1496-1509, November.
    33. A. Gürhan Kök & Yi Xu, 2011. "Optimal and Competitive Assortments with Endogenous Pricing Under Hierarchical Consumer Choice Models," Management Science, INFORMS, vol. 57(9), pages 1546-1563, February.
    34. Antoine Désir & Vineet Goyal & Danny Segev & Chun Ye, 2020. "Constrained Assortment Optimization Under the Markov Chain–based Choice Model," Management Science, INFORMS, vol. 66(2), pages 698-721, February.
    35. Dorothee Honhon & Sreelata Jonnalagedda & Xiajun Amy Pan, 2012. "Optimal Algorithms for Assortment Selection Under Ranking-Based Consumer Choice Models," Manufacturing & Service Operations Management, INFORMS, vol. 14(2), pages 279-289, April.
    36. Hans Corsten & Michael Hopf & Benedikt Kasper & Clemens Thielen, 2018. "Assortment planning for multiple chain stores," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 40(4), pages 875-912, October.
    37. Simchi-Levi, David, 2010. "Operation Rules: Delivering Customer Value through Flexible Operations," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525151, December.
    38. A. Gürhan Kök & Marshall L. Fisher, 2007. "Demand Estimation and Assortment Optimization Under Substitution: Methodology and Application," Operations Research, INFORMS, vol. 55(6), pages 1001-1021, December.
    39. Juan José Miranda Bront & Isabel Méndez-Díaz & Gustavo Vulcano, 2009. "A Column Generation Algorithm for Choice-Based Network Revenue Management," Operations Research, INFORMS, vol. 57(3), pages 769-784, June.
    40. Xiao Huang & Greys Soši'{c}, 2010. "Transshipment of Inventories: Dual Allocations vs. Transshipment Prices," Manufacturing & Service Operations Management, INFORMS, vol. 12(2), pages 299-318, February.
    41. Guillermo Gallego & Huseyin Topaloglu, 2014. "Constrained Assortment Optimization for the Nested Logit Model," Management Science, INFORMS, vol. 60(10), pages 2583-2601, October.
    42. Jose Blanchet & Guillermo Gallego & Vineet Goyal, 2016. "A Markov Chain Approximation to Choice Modeling," Operations Research, INFORMS, vol. 64(4), pages 886-905, August.
    43. Anthony J. Dukes & Tansev Geylani & Kannan Srinivasan, 2009. "Strategic Assortment Reduction by a Dominant Retailer," Marketing Science, INFORMS, vol. 28(2), pages 309-319, 03-04.
    44. Nagihan Çömez & Kathryn E. Stecke & Metin Çakanyildirim, 2012. "In-Season Transshipments Among Competitive Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 14(2), pages 290-300, April.
    45. Yücel, Eda & Karaesmen, Fikri & Salman, F. Sibel & Türkay, Metin, 2009. "Optimizing product assortment under customer-driven demand substitution," European Journal of Operational Research, Elsevier, vol. 199(3), pages 759-768, December.
    46. Bariş Tan & Yalçin Akçay, 2014. "Assortment-based cooperation between two make-to-stock firms," IISE Transactions, Taylor & Francis Journals, vol. 46(3), pages 213-229.
    47. Paat Rusmevichientong & David Shmoys & Chaoxu Tong & Huseyin Topaloglu, 2014. "Assortment Optimization under the Multinomial Logit Model with Random Choice Parameters," Production and Operations Management, Production and Operations Management Society, vol. 23(11), pages 2023-2039, November.
    48. Xuan Zhao & Derek Atkins, 2009. "Transshipment between competing retailers," IISE Transactions, Taylor & Francis Journals, vol. 41(8), pages 665-676.
    49. Jiri Chod & Nils Rudi, 2006. "Strategic Investments, Trading, and Pricing Under Forecast Updating," Management Science, INFORMS, vol. 52(12), pages 1913-1929, December.
    50. Edward Lawrence Umpfenbach & Evrim Dalkiran & Ratna Babu Chinnam & Alper Ekrem Murat, 2018. "Optimization of strategic planning processes for configurable products," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 69(11), pages 1834-1853, November.
    51. Hui Zhao & Jennifer K. Ryan & Vinayak Deshpande, 2008. "Optimal Dynamic Production and Inventory Transshipment Policies for a Two-Location Make-to-Stock System," Operations Research, INFORMS, vol. 56(2), pages 400-410, April.
    52. Paat Rusmevichientong & Zuo-Jun Max Shen & David B. Shmoys, 2010. "Dynamic Assortment Optimization with a Multinomial Logit Choice Model and Capacity Constraint," Operations Research, INFORMS, vol. 58(6), pages 1666-1680, December.
    53. Ying Rong & Lawrence V. Snyder & Yang Sun, 2010. "Inventory sharing under decentralized preventive transshipments," Naval Research Logistics (NRL), John Wiley & Sons, vol. 57(6), pages 540-562, September.
    54. Stephen A. Smith & Narendra Agrawal, 2000. "Management of Multi-Item Retail Inventory Systems with Demand Substitution," Operations Research, INFORMS, vol. 48(1), pages 50-64, February.
    55. Steven M. Shugan, 1989. "Product Assortment in a Triopoly," Management Science, INFORMS, vol. 35(3), pages 304-320, March.
    56. Yang, Hongsuk & Schrage, Linus, 2009. "Conditions that cause risk pooling to increase inventory," European Journal of Operational Research, Elsevier, vol. 192(3), pages 837-851, February.
    57. Nagihan Çömez-Dolgan & Nilgun Fescioglu-Unver, 2015. "Managing transshipments in a multi-retailer system with approximate policies," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 66(6), pages 947-964, June.
    58. Gérard P. Cachon & Christian Terwiesch & Yi Xu, 2005. "Retail Assortment Planning in the Presence of Consumer Search," Manufacturing & Service Operations Management, INFORMS, vol. 7(4), pages 330-346, August.
    59. Hans Corsten & Michael Hopf & Benedikt Kasper & Clemens Thielen, 2018. "Regionalized Assortment Planning for Multiple Chain Stores," Operations Research Proceedings, in: Andreas Fink & Armin Fügenschuh & Martin Josef Geiger (ed.), Operations Research Proceedings 2016, pages 451-457, Springer.
    60. Umpfenbach, Edward Lawrence & Dalkiran, Evrim & Chinnam, Ratna Babu & Murat, Alper Ekrem, 2018. "Promoting sustainability of automotive products through strategic assortment planning," European Journal of Operational Research, Elsevier, vol. 269(1), pages 272-285.
    61. Jovan Grahovac & Amiya Chakravarty, 2001. "Sharing and Lateral Transshipment of Inventory in a Supply Chain with Expensive Low-Demand Items," Management Science, INFORMS, vol. 47(4), pages 579-594, April.
    62. Timonina-Farkas, Anna & Katsifou, Argyro & Seifert, Ralf W., 2020. "Product assortment and space allocation strategies to attract loyal and non-loyal customers," European Journal of Operational Research, Elsevier, vol. 285(3), pages 1058-1076.
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