On the equity-efficiency trade-off in food-bank network operations

In this paper, we present a novel modelling perspective to the food-bank donation allocation problem under equity and efficiency performance measures. Using a penalty factor in the objective function, our model explicitly accounts for both efficiency and equity, simultaneously. We give the tightest lower and upper bounds of the penalty factor, which can conveniently characterize closed-form optimal solutions for the perfect efficiency and perfect equity cases. Testing our model on the full spectrum of our penalty factor, using real data from Feeding America, we demonstrate that the solutions from our model dominate those of a benchmark from the literature in terms of equity, efficiency, and utilization equity (utiloquity). Our sensitivity analysis demonstrates that the society should put its priority on helping eliminate poverty before investing on capacity expansions in charity organizations like food-banks. This will ensure that adding more capacity to the network will always lead to a decrease in the price of equity for the food-banks. On the other hand, we observed that encouraging the society towards charitability is always beneficial for the food-banks, albeit with diminishing returns. Finally, our experiments demonstrate that reducing poverty, as the most important element in achieving higher equity, is dependent on reducing demand variability, as opposed to the average level of demand.

[1]  Christian A. Gregory,et al.  Household Food Security in the United States in 2016 , 2017 .

[2]  K. Smilowitz,et al.  Models for Relief Routing: Equity, Efficiency and Efficacy , 2011 .

[3]  Lauren B. Davis,et al.  Scheduling Food Bank Collections and Deliveries to Ensure Food Safety and Improve Access , 2014 .

[4]  E. Savas On Equity in Providing Public Services , 1978 .

[5]  Mark E. Ferguson,et al.  An Examination of the Relationship between Intellectual Capital and Supply Chain Integration in Humanitarian Aid Organizations: A Survey-Based Investigation of Food Banks , 2018, Decis. Sci..

[6]  Dimitris Bertsimas,et al.  On the Efficiency-Fairness Trade-off , 2012, Manag. Sci..

[7]  Reha Uzsoy,et al.  Achieving Equity, Effectiveness, and Efficiency in Food Bank Operations: Strategies for Feeding America with Implications for Global Hunger Relief , 2016 .

[8]  Emmett J. Lodree,et al.  Inventory decisions for emergency supplies based on hurricane count predictions , 2010 .

[9]  Maria José Palma Lampreia,et al.  Equitable Food Distribution and Sustainable Development , 2020, Encyclopedia of the UN Sustainable Development Goals.

[10]  Dimitris Bertsimas,et al.  The Price of Fairness , 2011, Oper. Res..

[11]  Ahti Salo,et al.  Operationalization of Utilitarian and Egalitarian Objectives for Optimal Allocation of Health Care Resources , 2020, Decis. Sci..

[12]  Michael T. Marsh,et al.  Equity measurement in facility location analysis: A review and framework , 1994 .

[13]  C. Gini Variabilita e Mutabilita. , 1913 .

[14]  Eirini Spiliotopoulou,et al.  Fairness ideals in inventory allocation , 2021, Decis. Sci..

[15]  A. Paço,et al.  Analysis of the motivations, generativity and demographics of the food bank volunteer , 2012 .

[16]  Reha Uzsoy,et al.  Modeling for the equitable and effective distribution of donated food under capacity constraints , 2016 .

[17]  V. Dixit,et al.  Fair allocation and cost-effective routing models for food rescue and redistribution , 2017 .

[18]  Arun Kumar Biswal,et al.  Warehouse efficiency improvement using RFID in a humanitarian supply chain: Implications for Indian food security system , 2018 .

[19]  Michal Tzur,et al.  The Humanitarian Pickup and Distribution Problem , 2019, Oper. Res..

[20]  Benita M. Beamon,et al.  Last Mile Distribution in Humanitarian Relief , 2008, J. Intell. Transp. Syst..

[21]  J. Ivy,et al.  Modeling the role of efficiency for the equitable and effective distribution of donated food , 2021, OR Spectr..

[22]  Christina R. Scherrer,et al.  The stop-and-drop problem in nonprofit food distribution networks , 2014, Ann. Oper. Res..

[23]  Seyed M. R. Iravani,et al.  Sequential Resource Allocation for Nonprofit Operations , 2014, Oper. Res..

[24]  Ali Diabat,et al.  A unified framework for efficient, effective, and fair resource allocation by food banks using an Approximate Dynamic Programming approach , 2020 .

[25]  E. Clary,et al.  Volunteers' motivations: a functional strategy for the recruitment, placement, and retention of volunteers. , 1992, Nonprofit management & leadership.

[26]  A. Pancioli,et al.  Unequal but Fair: Incorporating Distributive Justice in Operational Allocation Models , 2021, Production and Operations Management.

[27]  Paul H. Zipkin,et al.  Foundations of Inventory Management , 2000 .

[28]  Reha Uzsoy,et al.  Modeling for the equitable and effective distribution of food donations under stochastic receiving capacities , 2017 .

[29]  Seyed M. R. Iravani,et al.  Multi-vehicle sequential resource allocation for a nonprofit distribution system , 2014 .

[30]  Reha Uzsoy,et al.  Robust optimization approaches for the equitable and effective distribution of donated food , 2018, Eur. J. Oper. Res..

[31]  Lauren B. Davis,et al.  A Markov decision process model for equitable distribution of supplies under uncertainty , 2018, Eur. J. Oper. Res..

[32]  Chong Hyun Park,et al.  Supply Constrained Location‐Distribution in Not‐for‐Profit Settings , 2020 .

[33]  Benita M. Beamon,et al.  Performance measurement in humanitarian relief chains , 2008 .

[34]  M. Gopalakrishnan,et al.  Improving the efficiency of a non-profit supply chain for the food insecure , 2013 .