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A Predictive Analytics Understanding of Cooperative Membership Heterogeneity and Sustainability

Author

Listed:
  • Matthew Elliott

    (Department of Economics, South Dakota State University, Box 2236, 1150 Campanile Avenue, Brookings, SD 57007, USA)

  • Lisa Elliott

    (Department of Economics, South Dakota State University, Box 2236, 1150 Campanile Avenue, Brookings, SD 57007, USA)

  • Evert Van der Sluis

    (Department of Economics, South Dakota State University, Box 2236, 1150 Campanile Avenue, Brookings, SD 57007, USA)

Abstract

Recent advances in cooperative theory have focused on membership heterogeneity as being a significant challenge for cooperative sustainability. We use predictive analytics to forecast U.S. farmer cooperative sustainability at an aggregate level and include multiple dimensions of membership heterogeneity. We report the importance and shape of the effect of membership heterogeneity when predicting and forecasting cooperative sustainability in the near-term. We also report forecasts of cooperative sustainability given expected changes to membership heterogeneity. The data this study used are from the United States Department of Agriculture (USDA)-Economic Research Service (ERS) Agricultural Resource Management Survey (ARMS) joined with USDA-Rural Development cooperative financial data at the state level. Membership heterogeneity was found to be less relevant than other variables included in the model for predicting cooperative business volume and number of cooperatives headquartered per state, and an estimate of cooperative sustainability. Membership heterogeneity effects were mostly offsetting given expected changes to member heterogeneity, and/or were offset due to changes to other macro factors. Consequently, we conclude membership heterogeneity may affect the number of cooperatives and extent consistent with theoretical literature at a micro level; however, we also expect a similar level of sustainability of cooperatives at an aggregate level in the near-term despite changes to membership heterogeneity.

Suggested Citation

  • Matthew Elliott & Lisa Elliott & Evert Van der Sluis, 2018. "A Predictive Analytics Understanding of Cooperative Membership Heterogeneity and Sustainability," Sustainability, MDPI, vol. 10(6), pages 1-31, June.
    • Handle: RePEc:gam:jsusta:v:10:y:2018:i:6:p:2048-:d:152928
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    References listed on IDEAS

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    1. Williamson, Oliver E, 1979. "Transaction-Cost Economics: The Governance of Contractural Relations," Journal of Law and Economics, University of Chicago Press, vol. 22(2), pages 233-261, October.
    2. Zusman, Pinhas, 1992. "Constitutional selection of collective-choice rules in a cooperative enterprise," Journal of Economic Behavior & Organization, Elsevier, vol. 17(3), pages 353-362, May.
    3. Stefan Wager & Susan Athey, 2018. "Estimation and Inference of Heterogeneous Treatment Effects using Random Forests," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(523), pages 1228-1242, July.
    4. Hendrikse, George W. J. & Veerman, Cees P., 2001. "Marketing cooperatives and financial structure: a transaction costs economics analysis," Agricultural Economics, Blackwell, vol. 26(3), pages 205-216, December.
    5. Fabio Chaddad & Constantine Iliopoulos, 2013. "Control Rights, Governance, and the Costs of Ownership in Agricultural Cooperatives," Agribusiness, John Wiley & Sons, Ltd., vol. 29(1), pages 3-22, January.
    6. Michael L. Cook, 1995. "The Future of U.S. Agricultural Cooperatives: A Neo-Institutional Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(5), pages 1153-1159.
    7. Choi, E. Kwan & Feinerman, Eli, 1995. "Regulation Of Nitrogen Pollution: Taxes Versus Quotas," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 20(1), pages 1-22, July.
    8. Grossman, Sanford J & Hart, Oliver D, 1983. "An Analysis of the Principal-Agent Problem," Econometrica, Econometric Society, vol. 51(1), pages 7-45, January.
    9. Hart, Oliver D & Moore, John, 1988. "Incomplete Contracts and Renegotiation," Econometrica, Econometric Society, vol. 56(4), pages 755-785, July.
    10. Feinerman, Eli & Falkovitz, Meira S., 1991. "An agricultural multipurpose service cooperative: Pareto optimality, price-tax solution, and stability," Journal of Comparative Economics, Elsevier, vol. 15(1), pages 95-114, March.
    11. Fabio R. Chaddad & Michael L. Cook & Thomas Heckelei, 2005. "Testing for the Presence of Financial Constraints in US Agricultural Cooperatives: An Investment Behaviour Approach," Journal of Agricultural Economics, Wiley Blackwell, vol. 56(3), pages 385-397, December.
    12. Tina L. Saitone & Richard J. Sexton, 2009. "Optimal Cooperative Pooling in a Quality-Differentiated Market," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(5), pages 1224-1232.
    13. Jos Bijman & George Hendrikse & Aswin Oijen, 2013. "Accommodating Two Worlds in One Organisation: Changing Board Models in Agricultural Cooperatives," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 34(3-5), pages 204-217, April.
    14. Fabio R. Chaddad & Michael L. Cook, 2004. "Understanding New Cooperative Models: An Ownership–Control Rights Typology," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 26(3), pages 348-360.
    15. Fabio R. Chaddad & Michael L. Cook, 2004. "Understanding New Cooperative Models: An Ownership–Control Rights Typology," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 26(3), pages 348-360.
    16. Richard J. Sexton, 1990. "Imperfect Competition in Agricultural Markets and the Role of Cooperatives: A Spatial Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(3), pages 709-720.
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    Cited by:

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    2. Iliopoulos, Constantine & Valentinov, Vladislav, 2018. "Cooperative longevity: Why are so many cooperatives so successful?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 10(10), pages 1-8.
    3. Biggeri, Mario & Carraro, Alessandro & Ciani, Federico & Romano, Donato, 2022. "Disentangling the impact of a multiple-component project on SDG dimensions: The case of durum wheat value chain development in Oromia (Ethiopia)," World Development, Elsevier, vol. 153(C).
    4. Constantine Iliopoulos & Vladislav Valentinov, 2018. "Cooperative Longevity: Why Are So Many Cooperatives So Successful?," Sustainability, MDPI, vol. 10(10), pages 1-8, September.

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