IDEAS home Printed from https://ideas.repec.org/a/wly/ajagec/v107y2025i3p752-774.html
   My bibliography  Save this article

Understanding inequality in U.S. farm subsidies using large‐scale administrative data

Author

Listed:
  • Jisang Yu
  • Sunghun Lim

Abstract

Using a large‐scale, individual‐level administrative data set for 2008–2021, we document the inequality in farm program payments across all recipients in the U.S. By examining the relationship between within‐county inequality and demographic characteristics of farmers in a county, we find that there is a positive association between the share of Black operators and within‐county inequality. We also provide suggestive evidence that a substantial portion of racial and gender disparities in farm payments are associated with crop production characteristics. We then utilize name information in farm payment data to infer the race and gender of individual payees. The analysis using approximately 4.9 million payee‐by‐year observations and predicted race and gender information of those payees shows that payments are lower for producers who are Black, Hispanic, and female. Our study provides a comprehensive empirical analysis of the equality of farm subsidy distribution covering most U.S. farm payment programs at a granular level over time. We also provide an empirical approach of utilizing name information from the administrative data that opens up more possibilities for racial and gender inequity research in agricultural economics.

Suggested Citation

  • Jisang Yu & Sunghun Lim, 2025. "Understanding inequality in U.S. farm subsidies using large‐scale administrative data," American Journal of Agricultural Economics, John Wiley & Sons, vol. 107(3), pages 752-774, May.
  • Handle: RePEc:wly:ajagec:v:107:y:2025:i:3:p:752-774
    DOI: 10.1111/ajae.12462
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/ajae.12462
    Download Restriction: no

    File URL: https://libkey.io/10.1111/ajae.12462?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
    ---><---

    References listed on IDEAS

    as
    1. Kym Anderson & Gordon Rausser & Johan Swinnen, 2013. "Political Economy of Public Policies: Insights from Distortions to Agricultural and Food Markets," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 423-477, June.
    2. repec:sae:mrxval:v:28:y:1994:i:4:p:795-820 is not listed on IDEAS
    3. Ivar Krumpal, 2013. "Determinants of social desirability bias in sensitive surveys: a literature review," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(4), pages 2025-2047, June.
    4. Peter Christensen & Christopher Timmins, 2022. "Sorting or Steering: The Effects of Housing Discrimination on Neighborhood Choice," Journal of Political Economy, University of Chicago Press, vol. 130(8), pages 2110-2163.
    5. Escalante, Cesar L. & Brooks, Rodney L. & Epperson, James E. & Stegelin, Forrest E., 2006. "Credit Risk Assessment and Racial Minority Lending at the Farm Service Agency," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 38(01), pages 1-15, April.
    6. Cain, Zachary & Lovejoy, Stephen B., 2004. "History and Outlook for Farm Bill Conservation Programs," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 19(4), pages 1-6.
    7. Weihua Li & Sam Zhang & Zhiming Zheng & Skyler J. Cranmer & Aaron Clauset, 2022. "Untangling the network effects of productivity and prominence among scientists," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    8. Anton Bekkerman & Eric J Belasco & Vincent H Smith & Chris McIntoshEditor, 2019. "Does Farm Size Matter? Distribution of Crop Insurance Subsidies and Government Program Payments across U.S. Farms," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 41(3), pages 498-518.
    9. El-Osta, Hisham S. & Morehart, Mitchell J., 2008. "Determinants of Poverty among U.S. Farm Households," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 40(01), April.
    10. Matthias Schonlau & Rosie Yuyan Zou, 2020. "The random forest algorithm for statistical learning," Stata Journal, StataCorp LLC, vol. 20(1), pages 3-29, March.
    11. El-Osta, Hisham S. & Morehart, Mitchell J., 2008. "Determinants of Poverty among U.S. Farm Households," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 40(1), pages 1-20, April.
    12. repec:cup:jagaec:v:40:y:2008:i:1:p:1-20_2 is not listed on IDEAS
    13. Gordon C. Rausser, 1992. "Predatory versus Productive Government: The Case of U.S. Agricultural Policies," Journal of Economic Perspectives, American Economic Association, vol. 6(3), pages 133-157, Summer.
    14. Imai, Kosuke & Khanna, Kabir, 2016. "Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Records," Political Analysis, Cambridge University Press, vol. 24(2), pages 263-272, April.
    15. Nigel Key & Michael J. Roberts, 2006. "Government Payments and Farm Business Survival," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(2), pages 382-392.
    16. Mishra, Ashok & El-Osta, Hisham & Gillespie, Jeffrey M., 2009. "Effect of agricultural policy on regional income inequality among farm households," Journal of Policy Modeling, Elsevier, vol. 31(3), pages 325-340, May.
    17. Jaerim Choi & Sunghun Lim, 2023. "Tariffs, agricultural subsidies, and the 2020 US presidential election," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(4), pages 1149-1175, August.
    18. Barrett E. Kirwan, 2009. "The Incidence of U.S. Agricultural Subsidies on Farmland Rental Rates," Journal of Political Economy, University of Chicago Press, vol. 117(1), pages 138-164, February.
    19. Megan Horst & Amy Marion, 2019. "Racial, ethnic and gender inequities in farmland ownership and farming in the U.S," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 36(1), pages 1-16, March.
    20. Christina Ladam & Jeffrey J. Harden & Jason H. Windett, 2018. "Prominent Role Models: High‐Profile Female Politicians and the Emergence of Women as Candidates for Public Office," American Journal of Political Science, John Wiley & Sons, vol. 62(2), pages 369-381, April.
    21. Escalante, Cesar L. & Osinubi, Adenola & Dodson, Charles & Taylor, Carmina E., 2018. "Looking Beyond Farm Loan Approval Decisions: Loan Pricing And Nonpricing Terms For Socially Disadvantaged Farm Borrowers," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 50(1), pages 129-148, February.
    22. Michael J. Roberts & Nigel Key, 2008. "Agricultural Payments and Land Concentration: A Semiparametric Spatial Regression Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 90(3), pages 627-643.
    23. Tianyuan Luo & Cesar L. Escalante, 2021. "Stringent immigration enforcement and the mental health and health‐risk behaviors of Hispanic adolescent students in Arizona," Health Economics, John Wiley & Sons, Ltd., vol. 30(1), pages 86-103, January.
    24. Jyotsna Ghimire & Cesar L. Escalante & Ramesh Ghimire & Charles B. Dodson, 2020. "Do farm service agency borrowers' double minority labels lead to more unfavorable loan packaging terms?," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 80(5), pages 633-646, May.
    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. Sant'Anna, Ana Claudia, 2023. "Examining the Relationship Between Women, Minority Farmers, and Diversity in the Leadership of Farm Credit Institutions," 97th Annual Conference, March 27-29, 2023, Warwick University, Coventry, UK 334564, Agricultural Economics Society - AES.
    2. Hartarska, Valentina & Adjei, Eugene & Nadolnyak, Denis, 2024. "The transition incentive program and women farmers in the USA," Food Policy, Elsevier, vol. 129(C).
    3. Pavel Ciaian & Edoardo Baldoni & d'Artis Kancs & Dušan Drabik, 2021. "The Capitalization of Agricultural Subsidies into Land Prices," Annual Review of Resource Economics, Annual Reviews, vol. 13(1), pages 17-38, October.
    4. Moro, Daniele & Sckokai, Paolo, 2013. "The impact of decoupled payments on farm choices: Conceptual and methodological challenges," Food Policy, Elsevier, vol. 41(C), pages 28-38.
    5. Hartarska, Valentina M. & Adjei, Eugene & Nadolnyak, Denis A., 2024. "The Transition Incentive Program and Women Farmers in the USA," 2024 Annual Meeting, July 28-30, New Orleans, LA 343767, Agricultural and Applied Economics Association.
    6. Johan Swinnen & Alessandro Olper & Senne Vandevelde, 2021. "From unfair prices to unfair trading practices: Political economy, value chains and 21st century agri‐food policy," Agricultural Economics, International Association of Agricultural Economists, vol. 52(5), pages 771-788, September.
    7. He, Xi, 2018. "Bigger Farms and Bigger Food Firms-The Agricultural Origin of Industrial Concentration in the Food Sector," 2018 Annual Meeting, August 5-7, Washington, D.C. 274206, Agricultural and Applied Economics Association.
    8. Muhammad Rizwan & Ping Qing & Abdul Saboor & Muhammad Amjed Iqbal & Adnan Nazir, 2020. "Production Risk and Competency among Categorized Rice Peasants: Cross-Sectional Evidence from an Emerging Country," Sustainability, MDPI, vol. 12(9), pages 1-15, May.
    9. Azzam, Azzeddine & Walters, Cory & Kaus, Taylor, 2021. "Does subsidized crop insurance affect farm industry structure? Lessons from the U.S," Journal of Policy Modeling, Elsevier, vol. 43(6), pages 1167-1180.
    10. Burns, Christopher & Prager, Daniel, "undated". "Do Direct Payments and Crop Insurance Influence Commercial Farm Survival and Decisions to Expand?," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235693, Agricultural and Applied Economics Association.
    11. Ana Claudia Sant'Anna & Kevin N. Kim & Iryna Demko, 2024. "Limits to capital: Assessing the role of race on the Paycheck Protection Program for African American farmers in America," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 46(1), pages 217-233, March.
    12. Anil K. Giri & Dipak Subedi & Kathleen Kassel, 2024. "Analysis of the payments from the coronavirus food assistance program and the market facilitation program to minority producers," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 46(1), pages 189-201, March.
    13. Pagliacci, Francesco & Zavalloni, Matteo, 2024. "The political economy determinants of agrienvironmental funds in the European Rural Development Programmes," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 13(2), July.
    14. Nitta, Atomu & Yamamoto, Yasutaka & Kondo, Katsunobu & Sawauchi, Daisuke, 2020. "Direct payments to Japanese farmers: Do they reduce rice income inequality? Lessons for other Asian countries," Journal of Policy Modeling, Elsevier, vol. 42(5), pages 968-981.
    15. Aaron De Laporte & Daniel Schuurman & Tristan Skolrud & Peter Slade & Alfons Weersink, 2024. "Business risk management programs and the adoption of beneficial management practices in Canadian crop agriculture," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 72(3), pages 309-324, September.
    16. Kym Anderson, 2022. "Structural transformation in growing open economies: Australia s experience," Departmental Working Papers 2022-13, The Australian National University, Arndt-Corden Department of Economics.
    17. Aimee Imlay, 2025. "The end of direct farm payments and rural poverty in the American Midwest," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 42(2), pages 1083-1097, June.
    18. Fałkowski, Jan, 2016. "Promoting change or preserving the status quo? - the consequences of dominating local politics by agricultural interests. Some evidence on structural change in Poland during the transition period," 149th Seminar, October 27-28, 2016, Rennes, France 245115, European Association of Agricultural Economists.
    19. Emmanuel Paroissien & Laure Latruffe & Laurent Piet, 2021. "Corrigendum: Early exit from business, performance and neighbours’ influence: a study of farmers in France," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 48(5), pages 1249-1250.
    20. Barrett E. Kirwan & Michael J. Roberts, 2016. "Who Really Benefits from Agricultural Subsidies? Evidence from Field-level Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(4), pages 1095-1113.

    More about this item

    Statistics

    Access and download statistics

    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:wly:ajagec:v:107:y:2025:i:3:p:752-774. 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: Wiley Content Delivery (email available below). General contact details of provider: https://doi.org/10.1111/(ISSN)1467-8276 .

    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.