Designing Inclusive Offerings

References

• Agarwal PK, Pan J (2014) Near-linear algorithms for geometric hitting sets and set covers. Discrete Comput. Geometry 63(3):460–482.Google Scholar
• Alptekinoğlu A, Örsdemir A (2022) Is adopting mass customization a path to environmentally sustainable fashion? Manufacturing Service Oper. Management 24(6):2982–3000.Link, Google Scholar
• Bansal N, Sviridenko M (2006) The Santa Claus problem. Proc. 38th Annual ACM Sympos. Theory Comput. (ACM, New York), 31–40.Google Scholar
• Baum R, Bertsimas D, Kallus N (2014) Scheduling, revenue management, and fairness in an academic-hospital radiology division. Acad. Radiology 21(10):1322–1330.Crossref, Google Scholar
• Belloni A, Freund R, Selove M, Simester D (2008) Optimizing product line designs: Efficient methods and comparisons. Management Sci. 54(9):1544–1552.Link, Google Scholar
• Bertsimas D, Mišić VV (2017) Robust product line design. Oper. Res. 65(1):19–37.Link, Google Scholar
• Bertsimas D, Farias VF, Trichakis N (2011) The price of fairness. Oper. Res. 59(1):17–31.Link, Google Scholar
• Bertsimas D, Farias VF, Trichakis N (2012) On the efficiency-fairness trade-off. Management Sci. 58(12):2234–2250.Link, Google Scholar
• Boston Consulting Group (2023) Inclusive product design. Accessed November 11, 2025, https://www.bcg.com/capabilities/diversity-inclusion/inclusive-product-design.Google Scholar
• Brides Editors (2021) This is what American weddings look like today. Accessed July 11, 2025, https://www.brides.com/gallery/american-wedding-study.Google Scholar
• Brönnimann H, Goodrich MT (1995) Almost optimal set covers in finite VC-dimension. Discrete Comput. Geometry 14(1):463–479.Crossref, Google Scholar
• Caprara A, Toth P, Fischetti M (2000) Algorithms for the set covering problem. Ann. Oper. Res. 98(1):353–371.Crossref, Google Scholar
• Ceria S, Nobili P, Sassano A (1998) A Lagrangian-based heuristic for large-scale set covering problems. Math. Programming 81(2):215–228.Crossref, Google Scholar
• Chan TM, He Q (2020) Faster approximation algorithms for geometric set cover. Proc. 36th Internat. Sympos. Comput. Geometry, vol. 164 (Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Wadern, Germany), 1–14.Google Scholar
• Chen C (2001) Design for the environment: A quality-based model for green product development. Management Sci. 47(2):250–263.Link, Google Scholar
• Chen KD, Hausman WH (2000) Mathematical properties of the optimal product line selection problem using choice-based conjoint analysis. Management Sci. 46(2):327–332.Link, Google Scholar
• Chen Q, Golrezaei N, Susan F, Baskoro E (2022) Fair assortment planning. Preprint, submitted August 15, https://arxiv.org/abs/2208.07341.Google Scholar
• Çil EB, Pangburn MS (2017) Mass customization and guardrails: “you can not be all things to all people”. Production Oper. Management 26(9):1728–1745.Crossref, Google Scholar
• Cohen MC, Elmachtoub AN, Lei X (2022) Price discrimination with fairness constraints. Management Sci. 68(12):8536–8552.Link, Google Scholar
• Cooke Bailey JN, Bush WS, Crawford DC (2020) The importance of diversity in precision medicine research. Frontiers Genetics 11:875.Crossref, Google Scholar
• Dancer R (2018) Clinique launches Clinique iD, a personalized moisturizer range for every skin concern. Accessed November 11, 2025, https://www.allure.com/story/clinique-id-personalized-moisturizer-for-every-skin-concern.Google Scholar
• Dobson G, Kalish S (1988) Positioning and pricing a product line. Marketing Sci. 7(2):107–125.Link, Google Scholar
• Dobson G, Kalish S (1993) Heuristics for pricing and positioning a product-line using conjoint and cost data. Management Sci. 39(2):160–175.Link, Google Scholar
• Donahue K, Kleinberg J (2020) Fairness and utilization in allocating resources with uncertain demand. Proc. 2020 Conf. Fairness, Accountability, Transparency (ACM, New York), 658–668.Google Scholar
• Edelson S (2023) H&M doubles down on size inclusivity. Accessed May 24, 2024, https://www.forbes.com/sites/sharonedelson/2023/05/02/hm-doubles-down-on-size-inclusivity/?sh=29e77a953b10.Google Scholar
• Eyster E, Madarász K, Michaillat P (2020) Pricing under fairness concerns. J. Eur. Econom. Assoc. 19(3):1853–1898.Google Scholar
• Fairbrother J, Zografos KG, Glazebrook KD (2020) A slot-scheduling mechanism at congested airports that incorporates efficiency, fairness, and airline preferences. Transportation Sci. 54(1):115–138.Link, Google Scholar
• Fenty Beauty by Rihanna (2024) About the brands. Accessed May 24, 2024, https://fentybeauty.com/pages/about-the-brands.Google Scholar
• Gabris AJ (2016) Size curve optimization for replenishment products. SM thesis, Massachusetts Institute of Technology, Cambridge.Google Scholar
• Galiev SI, Karpova M (2010) Optimization of multiple covering of a bounded set with circles. Comput. Math. Math. Phys. 50:721–732.Crossref, Google Scholar
• García S, Marín A (2015) Covering Location Problems (Springer International Publishing, Cham, Switzerland).Crossref, Google Scholar
• Garey MR, Johnson DS (1979) Computers and Intractability: A Guide to the Theory of NP-Completeness (W. H. Freeman and Company, New York).Google Scholar
• GlobalRPH (2015) Warfarin INR targets. Accessed February 16, 2025, https://globalrph.com/warfarin-inr-targets/.Google Scholar
• Green PE, Krieger AM (1985) Models and heuristics for product line selection. Marketing Sci. 4(1):1–19.Link, Google Scholar
• Guo L, Zhang J (2012) Consumer deliberation and product line design. Marketing Sci. 31(6):995–1007.Link, Google Scholar
• Haus Labs by Lady Gaga (2024) About us. Accessed May 24, 2024, https://www.hauslabs.com/pages/about.Google Scholar
• Hochbaum DS, Maass W (1985) Approximation schemes for covering and packing problems in image processing and VLSI. J. ACM 32(1):130–136.Crossref, Google Scholar
• Hooker JN, Williams HP (2012) Combining equity and utilitarianism in a mathematical programming model. Management Sci. 58(9):1682–1693.Link, Google Scholar
• Huang T, Liang C, Wang J (2018) The value of “bespoke”: Demand learning, preference learning, and customer behavior. Management Sci. 64(7):3129–3145.Link, Google Scholar
• Kariv O, Hakimi SL (1979) An algorithmic approach to network location problems. SIAM J. Appl. Math. 37(3):513–538.Crossref, Google Scholar
• Kershner R (1939) The number of circles covering a set. Amer. J. Math. 61(3):665–671.Crossref, Google Scholar
• Kiseleva E, Lozovskaya L, Timoshenko E (2009) Solution of continuous problems of optimal covering with spheres using optimal set-partition theory. Cybernetics Systems Anal. (Oxford) 45:421–437.Google Scholar
• Kohli R, Sukumar R (1990) Heuristics for product-line design using conjoint analysis. Management Sci. 36(12):1464–1478.Link, Google Scholar
• Kraus UG, Yano CA (2003) Product line selection and pricing under a share-of-surplus choice model. Eur. J. Oper. Res. 150(3):653–671.Crossref, Google Scholar
• Krieg H, Küfer K-H, Stein O (2022) Solving continuous set covering problems by means of semi-infinite optimization. Math. Methods Oper. Res. 96:39–82.Crossref, Google Scholar
• Lancaster K (1990) The economics of product variety: A survey. Marketing Sci. 9(3):189–206.Link, Google Scholar
• Lang C (2017) Rihanna talks breaking boundaries with Fenty Beauty. Accessed November 11, 2025, https://time.com/5026366/rihanna-fenty-beauty-best-inventions-2017/.Google Scholar
• Li X, Ramshani M, Huang Y (2018) Cooperative maximal covering models for humanitarian relief chain management. Comput. Indust. Engrg. 119:301–308.Crossref, Google Scholar
• L’Oreal Paris (2022) What is foundation makeup? Accessed November 11, 2025, https://www.lorealparisusa.com/beauty-magazine/makeup/face-makeup/what-is-foundation-makeup.Google Scholar
• Ludmir C (2024) Sephora’s record growth in 2023 reaffirms its beauty retail leadership. Accessed November 11, 2025, https://www.forbes.com/sites/claraludmir/2024/01/29/sephoras-record-growth-in-2023-reaffirms-its-beauty-retail-leadership/?sh=42dd5f3ae0f3.Google Scholar
• Martin A (2015) Lab colour space and Delta E measurements. Graphic Design and Print Production Fundamentals (BCcampus, Victoria, BC). Google Scholar
• Megiddo N, Supowit KJ (1984) On the complexity of some geometric location problems. SIAM J. Comput. 13(1):182–196.Crossref, Google Scholar
• Mendelson H, Parlaktürk AK (2008) Product-line competition: Customization vs. proliferation. Management Sci. 54(12):2039–2053.Link, Google Scholar
• Mintel (2017) Mintel announces four global beauty and personal care trends for 2018. Accessed November 11, 2025, https://www.mintel.com/press-centre/mintel-announces-four-global-beauty-and-personal-care-trends-for-2018/.Google Scholar
• Mišić VV, Perakis G (2020) Data analytics in operations management: A review. Manufacturing Service Oper. Management 22(1):158–169.Link, Google Scholar
• Mulvany J, Randhawa RS (2021) Fair scheduling of heterogeneous customer populations. Preprint, submitted March 15, https://doi.org/10.2139/ssrn.3803016.Google Scholar
• Mustafa NH, Ray S (2010) Improved results on geometric hitting set problems. Discrete Comput. Geometry 44:883–895.Crossref, Google Scholar
• Nair SK, Thakur LS, Wen K-W (1995) Near optimal solutions for product line design and selection: Beam search heuristics. Management Sci. 41(5):767–785.Link, Google Scholar
• Nanda V, Xu P, Sankararaman KA, Dickerson J, Srinivasan A (2020) Balancing the tradeoff between profit and fairness in rideshare platforms during high-demand hours. Proc. AAAI/ACM Conf. AI, Ethics, Soc. (ACM, New York), 131.Google Scholar
• Pelegrín M, Xu L (2023) Continuous covering on networks: Improved mixed integer programming formulations. Omega 117:102835.Crossref, Google Scholar
• Piaggio V (2024) Inclusive marketing boosts self-expression and brand growth. Accessed February 26, 2025, https://www.kantar.com/north-america/Inspiration/Sustainability/Inclusive-marketing-boosts-self-expression-and-brand-growth.Google Scholar
• Ramdas K (2003) Managing product variety: An integrative review and research directions. Production Oper. Management 12(1):79–101.Crossref, Google Scholar
• Rawls J (2009) A Theory of Justice (Harvard University Press, Cambridge, MA).Google Scholar
• Ryzin G V, Mahajan S (1999) On the relationship between inventory costs and variety benefits in retail assortments. Management Sci. 45(11):1496–1509.Link, Google Scholar
• Sandmann W (2013) Quantitative fairness for assessing perceived service quality in queues. Oper. Res. 13(2):153–186.Crossref, Google Scholar
• Santos MC, Luss H, Nace D, Poss M (2019) Proportional and maxmin fairness for the sensor location problem with chance constraints. Discrete Appl. Math. 261:316–331.Crossref, Google Scholar
• Schilling DA, Elzinga DJ, Cohon JL, Church R, ReVelle C (1979) The team/fleet models for simultaneous facility and equipment siting. Transportation Sci. 13(2):163–175.Link, Google Scholar
• Segran E (2022) Old Navy’s plus-size experiment failed. It didn’t have to. Accessed November 21, 2024, https://www.fastcompany.com/90759394/old-navys-plus-size-experiment-failed-it-didnt-have-to.Google Scholar
• Shi L, Ólafsson S, Chen Q (2001) An optimization framework for product design. Management Sci. 47(12):1681–1692.Link, Google Scholar
• Shoaib M (2022) How size-inclusive brands are overcoming manufacturing restrictions. Accessed February 26, 2025, https://www.voguebusiness.com/fashion/how-size-inclusive-brands-are-overcoming-manufacturing-restrictions.Google Scholar
• Stern C (2023) Mintel Director on impactful inclusivity and diversity trends in cosmetics, PBC. Accessed November 11, 2025, https://www.cosmeticsdesign.com/Article/2023/06/26/Mintel-Director-on-impactful-inclusivity-and-diversity-trends-in-cosmetics-PBC/.Google Scholar
• Stoyan YG, Romanova T, Scheithauer G, Krivulya A (2011) Covering a polygonal region by rectangles. Comput. Optim. Appl. 48:675–695.Crossref, Google Scholar
• Strike Magazines (2023) The evolution of foundation shade ranges. Accessed May 24, 2024, https://www.strikemagazines.com/blog-2-1/the-evolution-of-foundation-shade-ranges.Google Scholar
• Toregas C, Swain R, ReVelle C, Bergman L (1971) The location of emergency service facilities. Oper. Res. 19(6):1363–1373.Link, Google Scholar
• Vogue Business (2023) The vogue business autumn/winter 2023 size inclusivity report. Accessed May 24, 2024, https://www.voguebusiness.com/fashion/the-vogue-business-autumnwinter-2023-size-inclusivity-report.Google Scholar
• Wang X, Camm JD, Curry DJ (2009) A branch-and-price approach to the share-of-choice product line design problem. Management Sci. 55(10):1718–1728.Link, Google Scholar
• Wierman A (2011) Fairness and scheduling in single server queues. Surveys Oper. Res. Management Sci. 16(1):39–48.Crossref, Google Scholar
• Yaari ME, Bar-Hillel M (1984) On dividing justly. Soc. Choice Welfare 1(1):1–24.Crossref, Google Scholar
• Zhang C, Zheng X (2021) Customization strategies between online and offline retailers. Omega 100:102230.Crossref, Google Scholar