IDEAS home Printed from https://ideas.repec.org/a/eee/intfor/v41y2025i1p31-50.html
   My bibliography  Save this article

Predicting and optimizing the fair allocation of donations in hunger relief supply chains

Author

Listed:
  • Sharmile, Nowshin
  • Nuamah, Isaac A.
  • Davis, Lauren
  • Samanlioglu, Funda
  • Jiang, Steven
  • Crain, Carter

Abstract

Non-profit hunger relief organizations primarily depend on donors’ benevolence to help alleviate hunger in their communities. However, the quantity and frequency of donations they receive may vary over time, thus making fair distribution of donated supplies challenging. This paper presents a hierarchical forecasting methodology to determine the quantity of food donations received per month in a multi-warehouse food aid network. We further link the forecasts to an optimization model to identify the fair allocation of donations, considering the network distribution capacity in terms of supply chain coordination and flexibility. The results indicate which locations within the network are under-served and how donated supplies can be allocated to minimize the deviation between overserved and underserved counties.

Suggested Citation

  • Sharmile, Nowshin & Nuamah, Isaac A. & Davis, Lauren & Samanlioglu, Funda & Jiang, Steven & Crain, Carter, 2025. "Predicting and optimizing the fair allocation of donations in hunger relief supply chains," International Journal of Forecasting, Elsevier, vol. 41(1), pages 31-50.
  • Handle: RePEc:eee:intfor:v:41:y:2025:i:1:p:31-50
    DOI: 10.1016/j.ijforecast.2024.06.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S016920702400058X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijforecast.2024.06.004?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Coleman-Jensen, Alisha & Rabbitt, Matthew & Gregory, Christian, 2022. "Statistical Supplement to Household Food Security in the United States in 2021," Amber Waves:The Economics of Food, Farming, Natural Resources, and Rural America, United States Department of Agriculture, Economic Research Service, vol. 2022(Administr), September.
    2. Burcu Balcik & Seyed Iravani & Karen Smilowitz, 2014. "Multi-vehicle sequential resource allocation for a nonprofit distribution system," IISE Transactions, Taylor & Francis Journals, vol. 46(12), pages 1279-1297, December.
    3. Coleman-Jensen, Alisha & Rabbitt, Matthew & Gregory, Christian & Singh, Anita, 2022. "Statistical Supplement to Household Food Security in the United States in 2021," Amber Waves:The Economics of Food, Farming, Natural Resources, and Rural America, United States Department of Agriculture, Economic Research Service, vol. 2022(Administr), September.
    4. Marsh, Michael T. & Schilling, David A., 1994. "Equity measurement in facility location analysis: A review and framework," European Journal of Operational Research, Elsevier, vol. 74(1), pages 1-17, April.
    5. M. Ülkü & Kathryn Bell & Stephanie Wilson, 2015. "Modeling the impact of donor behavior on humanitarian aid operations," Annals of Operations Research, Springer, vol. 230(1), pages 153-168, July.
    6. Sheu, Jiuh-Biing, 2007. "An emergency logistics distribution approach for quick response to urgent relief demand in disasters," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 43(6), pages 687-709, November.
    7. Davis, Lauren B. & Samanlioglu, Funda & Qu, Xiuli & Root, Sarah, 2013. "Inventory planning and coordination in disaster relief efforts," International Journal of Production Economics, Elsevier, vol. 141(2), pages 561-573.
    8. Nair, Divya J. & Rashidi, Taha Hossein & Dixit, Vinayak V., 2017. "Estimating surplus food supply for food rescue and delivery operations," Socio-Economic Planning Sciences, Elsevier, vol. 57(C), pages 73-83.
    9. Pérez, Eduardo & Marthak, Yash V. & Méndez Mediavilla, Francis A., 2023. "Analysis and forecast of donations at domestic hunger relief organizations impacted by natural disasters," Socio-Economic Planning Sciences, Elsevier, vol. 86(C).
    10. Coleman-Jensen, Alisha & Rabbitt, Matthew & Gregory, Christian & Singh, Anita, 2022. "Household Food Security in the United States in 2021," Amber Waves:The Economics of Food, Farming, Natural Resources, and Rural America, United States Department of Agriculture, Economic Research Service, vol. 2022(Economic ), September.
    11. Irem Sengul Orgut & Julie Ivy & Reha Uzsoy & James R. Wilson, 2016. "Modeling for the equitable and effective distribution of donated food under capacity constraints," IISE Transactions, Taylor & Francis Journals, vol. 48(3), pages 252-266, March.
    12. Davis, Lauren B. & Jiang, Steven X. & Morgan, Shona D. & Nuamah, Isaac A. & Terry, Jessica R., 2016. "Analysis and prediction of food donation behavior for a domestic hunger relief organization," International Journal of Production Economics, Elsevier, vol. 182(C), pages 26-37.
    13. Coleman-Jensen, Alisha & Rabbitt, Matthew & Gregory, Christian & Singh, Anita, 2022. "Household Food Security in the United States in 2021," Amber Waves:The Economics of Food, Farming, Natural Resources, and Rural America, United States Department of Agriculture, Economic Research Service, vol. 2022(Economic ), September.
    14. Arshinder & Kanda, Arun & Deshmukh, S.G., 2008. "Supply chain coordination: Perspectives, empirical studies and research directions," International Journal of Production Economics, Elsevier, vol. 115(2), pages 316-335, October.
    15. Hyndman, Rob J. & Khandakar, Yeasmin, 2008. "Automatic Time Series Forecasting: The forecast Package for R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i03).
    16. Caleb Phillips & Rhonda Hoenigman & Becky Higbee & Tom Reed, 2013. "Understanding the Sustainability of Retail Food Recovery," PLOS ONE, Public Library of Science, vol. 8(10), pages 1-9, October.
    17. Zheng-Xin Wang, 2013. "A genetic algorithm-based grey method for forecasting food demand after snow disasters: an empirical study," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 68(2), pages 675-686, September.
    18. Coleman-Jensen, Alisha & Rabbitt, Matthew P & Gregory, Christian A & Singh, Anita, 2022. "Statistical Supplement to Household Food Security in the United States in 2021," Administrative Publications 327331, United States Department of Agriculture, Economic Research Service.
    19. Atul Kumar Tiwari & Anunay Tiwari & Cherian Samuel, 2015. "Supply chain flexibility: a comprehensive review," Management Research Review, Emerald Group Publishing Limited, vol. 38(7), pages 767-792, July.
    20. Atul Kumar Tiwari & Anunay Tiwari & Cherian Samuel, 2015. "Supply chain flexibility: a comprehensive review," Management Research Review, Emerald Group Publishing Limited, vol. 38(7), pages 767-792, July.
    21. Jon M. Stauffer & Manoj Vanajakumari & Subodha Kumar & Theresa Mangapora, 2022. "Achieving equitable food security: How can food bank mobile pantries fill this humanitarian need," Production and Operations Management, Production and Operations Management Society, vol. 31(4), pages 1802-1821, April.
    22. Robert W. Lien & Seyed M. R. Iravani & Karen R. Smilowitz, 2014. "Sequential Resource Allocation for Nonprofit Operations," Operations Research, INFORMS, vol. 62(2), pages 301-317, April.
    23. Atul Kumar Tiwari & Anunay Tiwari & Cherian Samuel, 2015. "Supply chain flexibility: a comprehensive review," Management Research Review, Emerald Group Publishing Limited, vol. 38(7), pages 767-792, July.
    24. Irem Sengul Orgut & Luther G. Brock III & Lauren Berrings Davis & Julie Simmons Ivy & Steven Jiang & Shona D. Morgan & Reha Uzsoy & Charlie Hale & Earline Middleton, 2016. "Achieving Equity, Effectiveness, and Efficiency in Food Bank Operations: Strategies for Feeding America with Implications for Global Hunger Relief," International Series in Operations Research & Management Science, in: Christopher W. Zobel & Nezih Altay & Mark P. Haselkorn (ed.), Advances in Managing Humanitarian Operations, chapter 11, pages 229-256, Springer.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mahmoudi, Monirehalsadat & Shirzad, Khadijeh & Verter, Vedat, 2022. "Decision support models for managing food aid supply chains: A systematic literature review," Socio-Economic Planning Sciences, Elsevier, vol. 82(PB).
    2. Akkerman, Renzo & Buisman, Marjolein & Cruijssen, Frans & de Leeuw, Sander & Haijema, Rene, 2023. "Dealing with donations: Supply chain management challenges for food banks," International Journal of Production Economics, Elsevier, vol. 262(C).
    3. Mengfei Chen & Mohamed Kharbeche & Mohamed Haouari & Weihong Grace Guo, 2024. "A simulation-optimization framework for food supply chain network design to ensure food accessibility under uncertainty," Papers 2406.04439, arXiv.org, revised Jun 2024.
    4. Makenzie Barr-Porter & Amelia Sullivan & Emma Watras & Caitlyn Winn & Jade McNamara, 2024. "Community-Based Designed Pilot Cooking and Texting Intervention on Health-Related Quality of Life among College Students," IJERPH, MDPI, vol. 21(3), pages 1-13, March.
    5. Davis, Lauren B. & Jiang, Steven X. & Morgan, Shona D. & Nuamah, Isaac A. & Terry, Jessica R., 2016. "Analysis and prediction of food donation behavior for a domestic hunger relief organization," International Journal of Production Economics, Elsevier, vol. 182(C), pages 26-37.
    6. repec:ags:aaea22:335581 is not listed on IDEAS
    7. Aslim, Erkmen Giray & Fu, Wei & Tekin, Erdal & You, Shijun, 2023. "From Syringes to Dishes: Improving Food Security through Vaccination," IZA Discussion Papers 16009, Institute of Labor Economics (IZA).
    8. Karnik, Harshada & Peterson, Hikaru Hanawa, 2023. "Food security among low-income immigrant households and the role of social capital: A case study of Somali-American households in the Midwestern United States," Food Policy, Elsevier, vol. 117(C).
    9. Jin, Yanhong & Arrindell, Mattias & Austin, Shannon & Benny, Leann & Campbell, Jason & Chen, Qihong & Fithian, Lucas & Vasquez, Lynette & Yi, Julia, 2024. "Analyzing and Visualization of Data: A Team Project in an Undergraduate Course 81 Evaluating Food Insecurity in U.S. Households," Applied Economics Teaching Resources (AETR), Agricultural and Applied Economics Association, vol. 6(3), October.
    10. Çakir, Metin & Li, Qingxiao & Zhang, Xiaowei & Gregory, Christian A., 2024. "SNAP-Authorized Store Entry and Food Prices," 2024 Annual Meeting, July 28-30, New Orleans, LA 344056, Agricultural and Applied Economics Association.
    11. Erkmen G. Aslim & Wei Fu & Erdal Tekin & Shijun You, 2023. "From Syringes to Dishes: Improving Food Sufficiency through Vaccination," NBER Working Papers 31045, National Bureau of Economic Research, Inc.
    12. Ferdi Botha & David C. Ribar & Chandana Maitra & Roger Wilkins, 2024. "The co‐occurrence of food insecurity and other hardships in Australia," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 46(4), pages 1319-1337, December.
    13. Dubey, Nistha & Tanksale, Ajinkya, 2022. "A study of barriers for adoption and growth of food banks in India using hybrid DEMATEL and Analytic Network Process," Socio-Economic Planning Sciences, Elsevier, vol. 79(C).
    14. Ryan, Rebecca M. & Gassman-Pines, Anna & Steimle, Samantha & Baker, Garrett & Hines, Caitlin T. & Johnson, Anna D., 2023. "The role of public and private food assistance in supporting families’ food security and meal routines," Children and Youth Services Review, Elsevier, vol. 150(C).
    15. Bong Nguyen & Barbara Lohse & Lynda H. Powell & Kevin S. Masters & Jannette Berkley-Patton & Betty M. Drees, 2024. "Food Security and Cardio-Metabolic Risk in Individuals with Metabolic Syndrome," IJERPH, MDPI, vol. 22(1), pages 1-10, December.
    16. repec:ags:aaea22:335828 is not listed on IDEAS
    17. Zhou, Siwen & Berning, Joshua P. & Bonanno, Alessandro & Cleary, Rebecca & Gundersen, Craig G., 2024. "A Study of Prevalence and Determinants of Persistent Food Insecurity Using Repeated Two-Year Household Panels," 2024 Annual Meeting, July 28-30, New Orleans, LA 343941, Agricultural and Applied Economics Association.
    18. Shailesh Chandra & Ramavattula Thirumaleswara Naik & Jose Torres-Aguilera, 2023. "Does Living near Public Transport Equate to Food (In)Security in the United States?—Evidence from the 2020 National Health Interview Survey (NHIS)," Sustainability, MDPI, vol. 15(18), pages 1-17, September.
    19. Tae-Young Pak, 2025. "Catastrophic health expenditures and food insecurity among older cancer survivors in the United States," Health Economics Review, Springer, vol. 15(1), pages 1-11, December.
    20. Sucharitha, Rahul Srinivas & Lee, Seokcheon, 2022. "GMM clustering for in-depth food accessibility pattern exploration and prediction model of food demand behavior," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
    21. Nair, D.J. & Grzybowska, H. & Fu, Y. & Dixit, V.V., 2018. "Scheduling and routing models for food rescue and delivery operations," Socio-Economic Planning Sciences, Elsevier, vol. 63(C), pages 18-32.
    22. Ohad Eisenhandler & Michal Tzur, 2019. "A Segment-Based Formulation and a Matheuristic for the Humanitarian Pickup and Distribution Problem," Transportation Science, INFORMS, vol. 53(5), pages 1389-1408, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:intfor:v:41:y:2025:i:1:p:31-50. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ijforecast .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.