Equitable Delivery Zoning for Last-Mile Logistics: A Framework Validated with Implementation

References

• Banerjee D, Erera A, Toriello A (2022) Fleet sizing and service region partitioning for same-day delivery systems. Transportation Sci. 56(5):1327–1347.Link, Google Scholar
• Banerjee D, Erera A, Toriello A (2023a) Customer satisfaction and pricing in e-retail delivery. Working paper, Loyola University Chicago, Chicago.Google Scholar
• Banerjee D, Erera AL, Stroh AM, Toriello A (2023b) Who has access to e-commerce and when? Time-varying service regions in same-day delivery. Transportation Res. Part B Methodological 170:148–168.Crossref, Google Scholar
• Beardwood J, Halton JH, Hammersley JM (1959) The shortest path through many points. Math. Proc. Cambridge Philos. Soc. 55(4):299–327.Google Scholar
• Bertsimas D, Farias VF, Trichakis N (2011) The price of fairness. Oper. Res. 59(1):17–31.Link, Google Scholar
• Cao Y, Ding Y, Granot D (2023) Tight bounds for the price of fairness. Preprint, submitted December 1, https://doi.org/10.2139/ssrn.4639109.Google Scholar
• Carlsson JG (2012) Dividing a territory among several vehicles. INFORMS J. Comput. 24(4):565–577.Link, Google Scholar
• Carlsson JG, Delage E (2013) Robust partitioning for stochastic multivehicle routing. Oper. Res. 61(3):727–744.Link, Google Scholar
• Carlsson JG, Devulapalli R (2013) Dividing a territory among several facilities. INFORMS J. Comput. 25(4):730–742.Link, Google Scholar
• Carlsson JG, Behroozi M, Mihic K (2018) Wasserstein distance and the distributionally robust TSP. Oper. Res. 66(6):1603–1624.Link, Google Scholar
• Carlsson JG, Carlsson E, Devulapalli R (2016) Shadow prices in territory division. Networks Spatial Econom. 16:893–931.Crossref, Google Scholar
• Carlsson JG, Liu S, Salari N, Yu H (2024) Provably good region partitioning for on-time last-mile delivery. Oper. Res. 72(1):91–109.Link, Google Scholar
• Chen M, Hu M (2024) Courier dispatch in on-demand delivery. Management Sci. 70(6):3789–3807.Link, Google Scholar
• Chen X, Wang T, Thomas BW, Ulmer MW (2023) Same-day delivery with fair customer service. Eur. J. Oper. Res. 308(2):738–751.Crossref, Google Scholar
• Cui R, Li M, Li Q (2020) Value of high-quality logistics: Evidence from a clash between SF Express and Alibaba. Management Sci. 66(9):3879–3902.Link, Google Scholar
• Cui R, Lu Z, Sun T, Golden JM (2024) Sooner or later? Promising delivery speed in online retail. Manufacturing Service Oper. Management 26(1):233–251.Link, Google Scholar
• Deshpande V, Pendem PK (2023) Logistics performance, ratings, and its impact on customer purchasing behavior and sales in e-commerce platforms. Manufacturing Service Oper. Management 25(3):827–845.Link, Google Scholar
• Franklin AD, Koenigsberg E (1973) Computed school assignments in a large district. Oper. Res. 21(2):413–426.Link, Google Scholar
• Galvao LC, Novaes AGN, De Cursi JES, Souza JC (2006) A multiplicatively-weighted Voronoi diagram approach to logistics districting. Comput. Oper. Res. 33(1):93–114.Crossref, Google Scholar
• Garfinkel RS, Nemhauser GL (1970) Optimal political districting by implicit enumeration techniques. Management Sci. 16(8):B-495–B-508.Link, Google Scholar
• Goffin J-L (1977) On convergence rates of subgradient optimization methods. Math. Programming 13:329–347.Crossref, Google Scholar
• He L, Liu S, Shen Z-JM (2022) Smart urban transport and logistics: A business analytics perspective. Production Oper. Management 31(10):3771–3787.Crossref, Google Scholar
• Huang Y, Zhao L, Powell WB, Tong Y, Ryzhov IO (2019) Optimal learning for urban delivery fleet allocation. Transportation Sci. 53(3):623–641.Link, Google Scholar
• Klapp MA, Erera AL, Toriello A (2018) The dynamic dispatch waves problem for same-day delivery. Eur. J. Oper. Res. 271(2):519–534.Crossref, Google Scholar
• Lei H, Laporte G, Guo B (2012) Districting for routing with stochastic customers. EURO J. Transportation Logist. 1(1–2):67–85.Crossref, Google Scholar
• Lim SFWT (2023) Why so many packages don’t get delivered. Accessed August 29, 2025, https://hbr.org/2023/11/research-why-so-many-packages-dont-get-delivered.Google Scholar
• Lim SFWT, Wang Q, Webster S (2023) Do it right the first time: Vehicle routing with home delivery attempt predictors. Production Oper. Management 32(4):1262–1284.Crossref, Google Scholar
• Liu S, Luo Z (2023) On-demand delivery from stores: Dynamic dispatching and routing with random demand. Manufacturing Service Oper. Management 25(2):595–612.Link, Google Scholar
• Liu S, He L, Max Shen Z-J (2021) On-time last-mile delivery: Order assignment with travel-time predictors. Management Sci. 67(7):4095–4119.Link, Google Scholar
• Lu Z, Cui R, Sun T, Wu L (2023) The value of last-mile delivery in online retail. Preprint, submitted October 31, https://doi.org/10.2139/ssrn.4590356.Google Scholar
• Lyu G, Teo C-P (2022) Last mile innovation: The case of the locker alliance network. Manufacturing Service Oper. Management 24(5):2425–2443.Link, Google Scholar
• Ma Y, Wang T, Zheng H (2023) On fairness and efficiency in nonprofit operations: Dynamic resource allocations. Production Oper. Management 32(6):1778–1792.Crossref, Google Scholar
• Manshadi V, Niazadeh R, Rodilitz S (2021) Fair dynamic rationing. Biró P, Chawla S, Echenique F, eds. Proc. 22nd ACM Conf. Econom. Comput. (Association for Computing Machinery, New York), 694–695.Google Scholar
• Maresca T (2020) Delivery drivers working to death amid online shopping boom in S. Korea. United Press International Online (December 24), https://www.upi.com/Top_News/World-News/2020/12/24/Delivery-drivers-working-to-death-amid-online-shopping-boom-in-S-Korea/1141608844270/.Google Scholar
• Marsh MT, Schilling DA (1994) Equity measurement in facility location analysis: A review and framework. Eur. J. Oper. Res. 74(1):1–17.Crossref, Google Scholar
• Massachusetts Institute of Technology Center for Transportation & Logistics (2021) Amazon last mile routing research challenge. Accessed December 13, 2023, https://routingchallenge.mit.edu/.Google Scholar
• McKinsey and Company (2022) E-commerce is entering a new phase in Southeast Asia. Are logistics players prepared? Accessed December 13, 2023, https://shorturl.at/RgKsi.Google Scholar
• Ouyang Y (2007) Design of vehicle routing zones for large-scale distribution systems. Transportation Res. Part B Methodological 41(10):1079–1093.Crossref, Google Scholar
• Ozel A, Smilowitz K, Goldstein L (2025) Community-engaged school district design: A stream-based approach. Oper. Res. 73(4):1916–1931. Google Scholar
• Parcel Monitor (2023) State of E-commerce in Southeast Asia report 2023. Accessed December 13, 2023, https://www.parcelmonitor.com/reports/southeast-asia-e-commerce-logistics-market-report-2023.Google Scholar
• Research and Markets (2023) Southeast Asia express delivery industry report 2023-2032. Accessed December 13, 2023, https://www.globenewswire.com/en/news-release/2023/03/09/2624412/28124/en/Southeast-Asia-Express-Delivery-Industry-Report-2023-2032.html.Google Scholar
• Sang-Hun C (2020) Delivery workers in South Korea say they’re dying of “overwork.” The New York Times Online (December 15), https://www.nytimes.com/2020/12/15/world/asia/korea-couriers-dead-overwork.html.Google Scholar
• Shehadeh KS, Snyder LV (2023) Equity in stochastic healthcare facility location. Eiselt HA, Marianov V, eds. Uncertainty in Facility Location Problems (Springer, Cham, Switzerland), 303–334.Crossref, Google Scholar
• Sinclair SR, Banerjee S, Yu CL (2022) Sequential fair allocation: Achieving the optimal envy-efficiency tradeoff curve. ACM SIGMETRICS Performance Evaluation Rev. 50(1):95–96.Crossref, Google Scholar
• Sinclair SR, Jain G, Banerjee S, Yu CL (2020) Sequential fair allocation of limited resources under stochastic demands. Preprint, submitted November 29, https://arxiv.org/abs/2011.14382.Google Scholar
• Soeffker N, Ulmer MW, Mattfeld DC (2017) On fairness aspects of customer acceptance mechanisms in dynamic vehicle routing. Large RO, Kramer N, Radig AK, Schäfer M, Sulzbach A, eds. Proc. Logistik Management (Selbstverlag, Stuttgart), 17–24.Google Scholar
• Stroh AM, Erera AL, Toriello A (2022) Tactical design of same-day delivery systems. Management Sci. 68(5):3444–3463.Link, Google Scholar
• Suguna M, Shah B, Raj SK, Suresh M (2022) A study on the influential factors of the last mile delivery projects during covid-19 era. Oper. Management Res. 15:399–412.Crossref, Google Scholar
• Swamy R, King DM, Jacobson SH (2023) Multiobjective optimization for politically fair districting: A scalable multilevel approach. Oper. Res. 71(2):536–562.Link, Google Scholar
• Voccia SA, Campbell AM, Thomas BW (2019) The same-day delivery problem for online purchases. Transportation Sci. 53(1):167–184.Link, Google Scholar
• Yang J, Lau HC, Wang H (2024) Optimization of customer service and driver dispatch areas for on-demand food delivery. Trans. Res. Part C: Emerging Technologies 165:104653. Google Scholar
• Zhang W, Zheng Z, Cui R (2023) Restaurant density and delivery speed in food delivery platforms. Kelley School of Business Research Paper 4419279, Kelley School of Business, Indiana University, Bloomington, IN.Google Scholar
• Zhong H, Hall RW, Dessouky M (2007) Territory planning and vehicle dispatching with driver learning. Transportation Sci. 41(1):74–89.Link, Google Scholar