Optimal Joint Assortment for an Omni-Channel Retailer

References

• Alptekinoglu A, Corbett CJ (2008) Mass customization vs. mass production: Variety and price competition. Manufacturing Service Oper. Management 10(2):204–217.Link, Google Scholar
• Alptekinoglu A, Corbett CJ (2010) Leadtime-variety tradeoff in product differentiation. Manufacturing Service Oper. Management 12(4):569–582.Link, Google Scholar
• Alptekinoglu A, Honhon D, Ulu C (2012) Positioning and pricing of horizontally differentiated products. Preprint, submitted October 25, https://dx.doi.org/10.2139/ssrn.2166570.Google Scholar
• Anderson C (2004) The long tail. Accessed August 28, 2021, https://www.wired.com/2004/10/tail/.Google Scholar
• Ansari A, Mela CF, Neslin SA (2008) Customer channel migration. J. Marketing Res. 45(1):60–76.Crossref, Google Scholar
• Baker W, Benmark G, Chopra M, Kohli S (2018) Master the challenges of multichannel pricing. MIT Sloan Management Rev. 60(1):1–5.Google Scholar
• Bell DR, Gallino S, Moreno A (2014) How to win in an omnichannel world. MIT Sloan Management Rev. 56(1):45–53.Google Scholar
• Briedis H, Harris T, Pacchia M, Ungerman K (2019) Ready to ‘where’: Getting sharp on apparel omnichannel excellence. Accessed November 25, 2022, https://www.mckinsey.com/industries/retail/our-insights/ready-to-where-getting-sharp-on-apparel-omnichannel-excellence.Google Scholar
• Brynjolfsson E, Smith MD (2000) Frictionless commerce? A comparison of Internet and conventional retailers. Management Sci. 46(4):563–585.Link, Google Scholar
• Brynjolfsson E, Hu YJ, Rahman MS (2013) Competing in the age of omnichannel retailing. MIT Sloan Management Rev. 54(4):23–29.Google Scholar
• Cavallo A (2017) Are online and offline prices similar? Evidence from large multi-channel retailers. Amer. Econom. Rev. 107(1):283–303.Crossref, Google Scholar
• Chen W, Fleischhacker AJ, Katehakis MN (2015) Dynamic pricing in a dual-market environment. Naval Res. Logist. 62(7):531–549.Crossref, Google Scholar
• Chiang WK, Chhajed D, Hess JD (2003) Direct marketing, indirect profits: A strategic analysis of dual channel supply chain design. Management Sci. 49(1):1–20.Link, Google Scholar
• Clemes MD, Gan C, Zhang J (2014) An empirical analysis of online shopping adoption in Beijing, China. J. Retailing Consumer Services 21(3):364–375.Crossref, Google Scholar
• Doctoroff T (2018) Alibaba group’s Hema supermarkets: The real deal with China’s ‘new retail’. Accessed November 25, 2022, http://adage.com/article/cmo-strategy-columns/alibaba-group-s-hema-supermarkets-realdeal-china-s-retail/312345/.Google Scholar
• Dzyabura D, Jagabathula S (2017) Offline assortment optimization in the presence of an online channel. Management Sci. 64(6):2767–2786.Link, Google Scholar
• Forman C, Ghose A, Goldfarb A (2009) Competition between local and electronic markets: How the benefit of buying online depends on where you live. Management Sci. 55(1):47–57.Link, Google Scholar
• Gao F, Su X (2016) Omnichannel retail operations with buy-online-and-pick-up-in-store. Management Sci. 63(8):2478–2492.Link, Google Scholar
• Gaur V, Honhon D (2006) Assortment planning and inventory decisions under a locational choice model. Management Sci. 52(10):1528–1543.Link, Google Scholar
• Ghose A, Yao Y (2011) Using transaction prices to re-examine price dispersion in electronic markets. Inform. Systems Res. 22(2):269–288.Link, Google Scholar
• Goad N, Izaret J-M, Hariharan G, Kuppuswamy B (2015) Winning at omnichannel pricing. Accessed May 5, 2023, https://www.bcg.com/publications/2015/retail-winning-omnichannel-pricing-maximizing-growth-protecting-margins.Google Scholar
• Gong J, Hong Y, Zentner A (2018) Role of monetary incentives in the digital and physical inter-border labor flows. J. Management Inform. Systems 35(3):866–899.Crossref, Google Scholar
• Graf C, Lange T, Seyfert A, van der Wijden N (2021) Into the fast lane: How to master the omnichannel supply chain. Accessed November 25, 2022, https://www.mckinsey.com/industries/retail/our-insights/into-the-fast-lane-how-to-master-the-omnichannel-supply-chain.Google Scholar
• Granados N, Gupta A, Kauffman RJ (2012) Online and offline demand and price elasticities: Evidence from the air travel industry. Inform. Systems Res. 23(1):164–181.Link, Google Scholar
• Harsha P, Subramanian S, Ettl M (2019) A practical price optimization approach for omnichannel retailing. INFORMS J. Optim. 1(3):241–264.Link, Google Scholar
• Ho Y-C, Ho Y-J, Tan Y (2017) Online cash-back shopping: Implications for consumers and e-businesses. Inform. Systems Res. 28(2):250–264.Link, Google Scholar
• Hopp WJ, Xu X (2005) Product line selection and pricing with modularity in design. Manufacturing Service Oper. Management 7(3):172–187.Link, Google Scholar
• Hoskins JD (2020) The evolving role of hit and niche products in brick-and-mortar retail category assortment planning: A large-scale empirical investigation of us consumer packaged goods. J. Retailing Consumer Services 57:102234.Crossref, Google Scholar
• King K (2023) Online-only startups adopt a bold new strategy: Opening actual shops. Accessed June 6, 2023, https://www.wsj.com/articles/warby-parker-allbirds-everlane-parachute-collars-co-stores-e4b94623.Google Scholar
• Kök AG, Fisher ML, Vaidyanathan R (2015) Assortment planning: Review of literature and industry practice. Retail Supply Chain Management (Springer, Boston), 175–236.Crossref, Google Scholar
• Kumar A, Mehra A, Kumar S (2019) Why do stores drive online sales? Evidence of underlying mechanisms from a multichannel retailer. Inform. Systems Res. 30(1):319–338.Link, Google Scholar
• Li H, Huh WT (2011) Pricing multiple products with the multinomial logit and nested logit models: Concavity and implications. Manufacturing Service Oper. Management 13(4):549–563.Link, Google Scholar
• Lo V, Topaloglu H (2022) Omnichannel assortment optimization under the multinomial logit model with a features tree. Manufacturing Service Oper. Management 24(2):1220–1240.Link, Google Scholar
• McKinsey (2019) Omnichannel compendium for retailers. Accessed May 5, 2023, https://www.mckinsey.com/capabilities/growth-marketing-and-sales/solutions/periscope/our-insights/articles/omnichannel-compendium-for-retailers.Google Scholar
• Meindl P, Chopra S (2015) Supply Chain Management: Strategy, Planning, and Operation (Pearson, Upper Saddle River, NJ).Google Scholar
• Nassauer S (2017) Now featured on Wal-Mart’s website: Higher prices than stores. Accessed November, 25, 2022, https://www.wsj.com/articles/now-featured-on-wal-marts-website-higher-prices-1510517219?mod=article_inline.Google Scholar
• Nielsen IQ (2020) Covid-19 fuels a 50% increase in omnichannel shopping across the U.S. Accessed August 28, 2021, https://nielseniq.com/global/en/insights/analysis/2020/covid-19-fuels-a-50-increase-in-omnichannel-shopping-across-the-u-s/.Google Scholar
• Nyquist E (2016) How to make the most of omnichannel retailing. Harvard Bus. Rev. July/August:22–23.Google Scholar
• Ofek E, Katona Z, Sarvary M (2011) “Bricks and clicks”: The impact of product returns on the strategies of multichannel retailers. Marketing Sci. 30(1):42–60.Link, Google Scholar
• Oliver Wyman (2018) China blends online and offline retail worlds. Accessed November 17, 2022, https://www.oliverwyman.com/content/dam/oliver-wyman/v2/publications/2018/February/Oliver_Wyman_Retail_and_Consumer_Journal_Vol6.pdf.Google Scholar
• Petro G (2017) Amazon and Alibaba flip the script on brick and mortar. Accessed November 25, 2022, https://www.forbes.com/sites/gregpetro/2017/03/29/amazon-and-alibaba-flip-the-script-on-brick-and-mortar/?sh=13171cb0eb9b.Google Scholar
• Punj G (2011) Effect of consumer beliefs on online purchase behavior: The influence of demographic characteristics and consumption values. J. Interactive Marketing 25(3):134–144.Crossref, Google Scholar
• Rigby D (2011) The future of shopping. Harvard Bus. Rev. 89(12):65–76.Google Scholar
• Rooderkerk RP, Kök AG (2019) Omnichannel assortment planning. Gallino S, Moreno A, eds. Operations in an Omnichannel World (Springer, Cham, Switzerland), 51–86.Crossref, Google Scholar
• Sabanoglu T (2021) Number of retail store openings and closures in the United States from 2017 to 2019. Accessed November 25, 2022, https://www.statista.com/statistics/757160/retail-store-opening-closing/.Google Scholar
• Schramm-Klein H, Swoboda B, Morschett D (2007) Internet vs. brick-and-mortar stores-analysing the influence of shopping motives on retail channel choice among Internet users. J. Customer Behav. 6(1):19–36.Crossref, Google Scholar
• Shi R, Chen H, Sethi SP (2019) A generalized count model on customers’ purchases in O2O market. Internat. J. Production Econom. 215:121–130.Crossref, Google Scholar
• Silk J (2021) What is the long tail and how can it benefit your business? Accessed November 25, 2022, https://www.startechup.com/blog/long-tail/.Google Scholar
• Sopadjieva E, Dholakia UM, Benjamin B (2017) A study of 46,000 shoppers shows that omnichannel retailing works. Harvard Bus. Rev. https://hbr.org/2017/01/a-study-of-46000-shoppers-shows-that-omnichannel-retailing-works#:~:text=Customer%20experience-,A%20Study%20of%2046%2C000%20Shoppers%20Shows%20That%20Omnichannel%20Retailing%20Works,the%20more%20money%20they%20spend.&text=Traditional%20retailers%20are%20feeling%20the%20heat.Google Scholar
• Tighe D (2022) Share of shoppers who shop online/offline for clothes and shoes globally 2022. Accessed November 17, 2022, https://www.statista.com/statistics/1307793/online-or-offline-shopping-preference-for-clothes-and-shoes-world/.Google Scholar
• U.S. Census Bureau (2020) Quarterly retail e-commerce sales. Accessed October 18, 2021, https://www2.census.gov/retail/releases/historical/ecomm/19q4.pdf.Google Scholar
• van Ryzin G, Mahajan S (1999) On the relationship between inventory costs and variety benefits in retail assortments. Management Sci. 45(11):1496–1509.Link, Google Scholar
• Walsh M (2016) The future of e-commerce: Bricks and mortar. The Guardian (January 30), https://www.theguardian.com/business/2016/jan/30/future-of-e-commerce-bricks-and-mortar.Google Scholar
• Wolk A, Ebling C (2010) Multi-channel price differentiation: An empirical investigation of existence and causes. Internat. J. Res. Marketing 27(2):142–150.Crossref, Google Scholar