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Allocation of Funds in Bilevel Subsidy Welfare Programs

Author

Listed:
  • Wei Wei

    (Peter T. Paul College of Business and Economics, University of New Hampshire, Durham, New Hampshire 03824)

  • Priyank Arora

    (Darla Moore School of Business, University of South Carolina, Columbia, South Carolina 29208)

  • Senay Solak

    (Isenberg School of Management, University of Massachusetts Amherst, Amherst, Massachusetts 01003)

Abstract

Problem definition : Most subsidy welfare programs operate in a bilevel hierarchical structure, wherein a funding agency allocates funds to multiple service organizations . These service organizations invest in activities within their areas to generate societal impact for beneficiaries by enhancing the quantity and quality of services at local providers. The funds allocation decisions in such programs are complicated by the funding agency’s equity consideration, intricate relationships among contextual factors in societal impact generation, and information asymmetry between different entities about availability of additional funds for an agency. Methodology/results : We propose a model to analyze how the funding agency should allocate funds to generate the most societal impact equitably across areas. We show that the funding agency should direct more funds toward an area with a relatively balanced mix of subsidy-accepting and nonaccepting providers, or with fewer nonaccepting providers, and outreach activity is more likely to yield a higher investment return. Further, comparing the inequity levels and total societal impact under the proposed equity-ensuring method with those under other methods, we find that an efficiency-focused method enhances total societal impact, but can result in greater inequity, especially when there is a large across-area disparity in the size of beneficiaries. A simple formula-based method could achieve greater total societal impact, while not severely sacrificing equity in certain situations. Conversely, the equity-ensuring method always eliminates inequity by not severely sacrificing the total societal impact under a wide range of parameter values. Managerial implications : Given the growing impetus to consider equity within their operations, our equity-ensuring method helps the funding agencies adjust their allocation strategies to generate the greatest equitable impact. Finally, using a case study based on Massachusetts’ child care subsidy program, we illustrate that the proposed method achieves equity while enhancing the overall societal impact by approximately 3% versus the current formula-based method.

Suggested Citation

  • Wei Wei & Priyank Arora & Senay Solak, 2024. "Allocation of Funds in Bilevel Subsidy Welfare Programs," Manufacturing & Service Operations Management, INFORMS, vol. 26(4), pages 1435-1453, July.
  • Handle: RePEc:inm:ormsom:v:26:y:2024:i:4:p:1435-1453
    DOI: 10.1287/msom.2022.0474
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    References listed on IDEAS

    as
    1. Maria Besiou & Luk N. Van Wassenhove, 2020. "Humanitarian Operations: A World of Opportunity for Relevant and Impactful Research," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 135-145, January.
    2. Retsef Levi & Georgia Perakis & Gonzalo Romero, 2017. "On the Effectiveness of Uniform Subsidies in Increasing Market Consumption," Management Science, INFORMS, vol. 63(1), pages 40-57, January.
    3. Li Zhu & Yeming Gong & Yishui Xu & Jun Gu, 2019. "Emergency relief routing models for injured victims considering equity and priority," Annals of Operations Research, Springer, vol. 283(1), pages 1573-1606, December.
    4. Afschin Gandjour, 2010. "Investment in quality improvement: how to maximize the return," Health Economics, John Wiley & Sons, Ltd., vol. 19(1), pages 31-42, January.
    5. Gregory S. Zaric & Margaret L. Brandeau, 2007. "A Little Planning Goes a Long Way: Multilevel Allocation of HIV Prevention Resources," Medical Decision Making, , vol. 27(1), pages 71-81, January.
    6. Gloria Urrea & Alfonso J. Pedraza‐Martinez & Maria Besiou, 2019. "Volunteer Management in Charity Storehouses: Experience, Congestion and Operational Performance," Production and Operations Management, Production and Operations Management Society, vol. 28(10), pages 2653-2671, October.
    7. Gemma Berenguer & Pinar Keskinocak & J. George Shanthikumar & Jayashankar M. Swaminathan & Luk Van Wassenhove & Sripad K. Devalkar & Milind G. Sohoni & Priyank Arora, 2017. "Ex-Post Funding: How Should a Resource-Constrained Non-Profit Organization Allocate Its Funds?," Production and Operations Management, Production and Operations Management Society, vol. 26(6), pages 1035-1055, June.
    8. Chris M. Herbst, 2017. "Universal Child Care, Maternal Employment, and Children’s Long-Run Outcomes: Evidence from the US Lanham Act of 1940," Journal of Labor Economics, University of Chicago Press, vol. 35(2), pages 519-564.
    9. Jiayi Joey Yu & Christopher S. Tang & Zuo-Jun Max Shen, 2018. "Improving Consumer Welfare and Manufacturer Profit via Government Subsidy Programs: Subsidizing Consumers or Manufacturers?," Manufacturing & Service Operations Management, INFORMS, vol. 20(4), pages 752-766, October.
    10. James W. Guthrie, 2006. "“Modern” Education Finance: How It Differs from the “Old” and the Analytic and Data Collection Changes It Implies," Education Finance and Policy, MIT Press, vol. 1(1), pages 3-16, January.
    11. Priyank Arora & Ravi Subramanian, 2019. "Improving Societal Outcomes in the Organ Donation Value Chain," Production and Operations Management, Production and Operations Management Society, vol. 28(8), pages 2110-2131, August.
    12. Stefanos A. Zenios & Glenn M. Chertow & Lawrence M. Wein, 2000. "Dynamic Allocation of Kidneys to Candidates on the Transplant Waiting List," Operations Research, INFORMS, vol. 48(4), pages 549-569, August.
    13. Priyank Arora & Morvarid Rahmani & Karthik Ramachandran, 2022. "Doing Less to Do More? Optimal Service Portfolio of Non-profits That Serve Distressed Individuals," Manufacturing & Service Operations Management, INFORMS, vol. 24(2), pages 883-901, March.
    14. Maria Besiou & Alfonso J. Pedraza-Martinez & Luk N. Van Wassenhove, 2014. "Vehicle Supply Chains in Humanitarian Operations: Decentralization, Operational Mix, and Earmarked Funding," Production and Operations Management, Production and Operations Management Society, vol. 23(11), pages 1950-1965, November.
    15. Telesilla O. Kotsi & Arian Aflaki & Goker Aydin & Alfonso J. Pedraza-Martinez, 2023. "Allocation of Nonprofit Funds Among Program, Fundraising, and Administration," Manufacturing & Service Operations Management, INFORMS, vol. 25(5), pages 1873-1889, September.
    16. Yoshiaki Ohsawa & Naoya Ozaki & Frank Plastria, 2008. "Equity-Efficiency Bicriteria Location with Squared Euclidean Distances," Operations Research, INFORMS, vol. 56(1), pages 79-87, February.
    17. Philip M. E. Garboden & Eva Rosen & Stefanie DeLuca & Kathryn Edin, 2018. "Taking Stock: What Drives Landlord Participation in the Housing Choice Voucher Program," Housing Policy Debate, Taylor & Francis Journals, vol. 28(6), pages 979-1003, November.
    18. Neha Sharma & Sripad K. Devalkar & Milind G. Sohoni, 2021. "Payment for Results: Funding Non‐Profit Operations," Production and Operations Management, Production and Operations Management Society, vol. 30(6), pages 1686-1702, June.
    19. Paola Martin & Diwakar Gupta & Karthik V. Natarajan, 2020. "Vaccine Procurement Contracts for Developing Countries," Production and Operations Management, Production and Operations Management Society, vol. 29(11), pages 2601-2620, November.
    20. Tim Kraft & Yanchong Zheng & Feryal Erhun, 2013. "The NGO's Dilemma: How to Influence Firms to Replace a Potentially Hazardous Substance," Manufacturing & Service Operations Management, INFORMS, vol. 15(4), pages 649-669, October.
    21. Sengul Orgut, Irem & Ivy, Julie S. & Uzsoy, Reha & Hale, Charlie, 2018. "Robust optimization approaches for the equitable and effective distribution of donated food," European Journal of Operational Research, Elsevier, vol. 269(2), pages 516-531.
    22. Priyank Arora & Wei Wei & Senay Solak, 2021. "Improving Outcomes in Child Care Subsidy Voucher Programs under Regional Asymmetries," Production and Operations Management, Production and Operations Management Society, vol. 30(12), pages 4435-4454, December.
    23. Jessica H. McCoy & Hau L. Lee, 2014. "Using Fairness Models to Improve Equity in Health Delivery Fleet Management," Production and Operations Management, Production and Operations Management Society, vol. 23(6), pages 965-977, June.
    24. Lasry, Arielle & Zaric, Gregory S. & Carter, Michael W., 2007. "Multi-level resource allocation for HIV prevention: A model for developing countries," European Journal of Operational Research, Elsevier, vol. 180(2), pages 786-799, July.
    25. Li Zhu & Yeming Gong & Yishui Xu & Jun Gu, 2019. "Emergency Relief Routing Models for Injured Victims Considering Equity and Priority," Post-Print hal-02879681, HAL.
    26. Christine Ho & Nicola Pavoni, 2020. "Efficient Child Care Subsidies," American Economic Review, American Economic Association, vol. 110(1), pages 162-199, January.
    27. Gemma Berenguer & Pinar Keskinocak & J. George Shanthikumar & Jayashankar M. Swaminathan & Luk Van Wassenhove & Özgen Karaer & Tim Kraft & John Khawam, 2017. "Buyer and Nonprofit Levers to Improve Supplier Environmental Performance," Production and Operations Management, Production and Operations Management Society, vol. 26(6), pages 1163-1190, June.
    28. Gemma Berenguer & Zuo-Jun (Max) Shen, 2020. "OM Forum—Challenges and Strategies in Managing Nonprofit Operations: An Operations Management Perspective," Manufacturing & Service Operations Management, INFORMS, vol. 22(5), pages 888-905, September.
    29. Banful, Afua Branoah, 2011. "Do formula-based intergovernmental transfer mechanisms eliminate politically motivated targeting? Evidence from Ghana," Journal of Development Economics, Elsevier, vol. 96(2), pages 380-390, November.
    30. repec:hal:journl:hal-02312250 is not listed on IDEAS
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