Abstract
Using data on field trial applications, we estimate the lower bounds to concentration in research and development (R&D) activity for genetically modified (GM) cotton and soybean seed markets in the U.S. We find that both crop types exhibit endogenous costs of entry, which implies that firms respond to increases in market size with escalations of R&D investment, so as to improve product quality rather than permit additional firm entry. The implications of these results are that as markets for GM crop varieties become large, market concentration ratios will remain bounded away from perfectly competitive levels. In subsequent analyses, we adjust the measures of R&D concentration according to merger and acquisition (M&A) activity. We find that accounting for M&A activity increases the fitted lower bound to R&D concentration in both GM cotton and soybean seed markets by increasing the observed levels of concentration in small- and medium-sized submarkets for both crops.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig5_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig6_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig7_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11151-023-09937-7/MediaObjects/11151_2023_9937_Fig8_HTML.png)
Similar content being viewed by others
Notes
For additional information with regard to the cluster analysis, please refer to the Online Appendix.
Although estimates of the adoption rates are available for a subsample of states only, the National Agricultural Statistics Service (NASS) reports that the sample states cover 87–90% of all soybean acres planted and 81–93% of all upland cotton acres planted. For states without an estimate for adoption rates, overall U.S. adoption estimates are used to compute the size of the GM market.
In a robustness check, we also consider the possibility that measurement error biases the results towards finding endogenous R&D investments by assuming perfectly homogeneous products.
A “scientist year” is defined as “work done by a person who has responsibility for designing, planning, administering (managing), and conducting: (a) Plant breeding research, (b) Germplasm enhancement, and (c) Cultivar development in one year (i.e., 2080 h).” We also consider a robustness check using the public sector cost per SY ($296,750) such that minimum entry costs are higher.
References
Anderson, B. C., & Sheldon, I. M. (2017). R&D concentration under endogenous fixed costs: Evidence from genetically modified corn seed. American Journal of Agricultural Economics, 99(5), 1265–1286. https://doi.org/10.1093/ajae/aax036
Berry, S., & Waldfogel, J. (2010). Product quality and market size. The Journal of Industrial Economics, 58(1), 1–31. https://doi.org/10.1111/j.1467-6451.2010.00404.x
Clapp, J. (2018). Mega-mergers on the menu: Corporate concentration and the politics of sustainability in the global food system. Global Environmental Politics, 18(2), 12–33. https://doi.org/10.1162/glep_a_00454
Coublucq, D., Kovo, D., & Valletti, T. (2023). Innovation Concerns in European Merger Control: Dow/DuPont and Bayer/Monsanto. In J. E. Kwoka Jr., T. M. Valletti, & L. J. White (Eds.), Antitrust Economics at a Time of Upheaval: Recent Competition Policy Cases on Two Continents. Competition Policy International.
Deconinck, K. (2020). Concentration in seed and biotech markets: Extent, causes, and impacts. Annual Review of Resource Economics, 12(1), 129–147. https://doi.org/10.1146/annurev-resource-102319-100751
Dick, A. (2007). Market size, service quality, and competition in banking. Journal of Money, Credit, and Banking, 39(1), 49–81. https://doi.org/10.1111/j.0022-2879.2007.00003.x
Ellickson, P. (2007). Does sutton apply to supermarkets? RAND Journal of Economics, 38(1), 43–59. https://doi.org/10.1111/j.1756-2171.2007.tb00043.x
Fernandez-Cornejo, J. and McBride, W.D. (2002). The adoption of bioengineered crops. Agricultural Economic Report 810, Economic Research Service, U.S. Department of Agriculture.
Frey, K. (1996). National plant breeding study—I: Human and financial resources devoted to plant breeding research and development in the United States in 1994. Special Report 98, Iowa Agriculture and Home Economics Experiment Station, Iowa State University.
Fuglie, K. et al. (2011). Research investments and market structure in the food processing, Agricultural Input, and Biofuel Industries Worldwide. Economic Research Report 130, Economic Research Service, U.S. Department of Agriculture. https://doi.org/10.2139/ssrn.2027.051.
Giorgetti, M. (2003). Lower bound estimation—Quantile regression and simplex method: An application to Italian manufacturing sectors. The Journal of Industrial Economics, 51(1), 113–120. https://doi.org/10.1111/1467-6451.00194
ISAAA. (2016). Global status of commercialized biotech/GM Crops: 2016. ISAAA Brief No. 52, Cornell, NY: ISAAA.
Larson, J.A. and L.A. Meyer. (1996). Chapter 1: Supply, Demand, and Prices. In E.H. Glade, Jr., L.A. Meyer, and H. Stults (Eds.) The Cotton Industry in the United States. Agricultural Economic Report AER739, Commercial Agriculture Division, Economic Research Service, US Department of Agriculture.
Latcovich, S., & Smith, H. (2001). Pricing, sunk costs, and market structure online: Evidence from book retailing. Oxford Review of Economics, 17(2), 217–234. https://doi.org/10.1093/oxrep/17.2.217
Lence, S. H., & Hayes, D. J. (2005). Genetically modified crops: Their market and welfare impacts. American Journal of Agricultural Economics, 87(4), 931–950. https://doi.org/10.1111/j.1467-8276.2005.00779.x
Lenzi, C.L. (2023). Regulation made in the United States: Regulatory polarization and the Brazilian case. In Transgenics in Dispute: Potential Conflicts in the Commercial Liberalization of GMOs in Brazil. Cham, CH: Springer Nature.
MacDonald, J.M. (2017). Mergers and competition in seed and agricultural chemical markets. Amber Waves, Economic Research Service, US Department of Agriculture, April 3, 2017. Retrieved 2018–01–12, https://www.ers.usda.gov/amber-waves/2017/april/mergers-and-competition-in-seed-and-agricultural-chemical-markets/.
MacDonald, J.M. (2019). Mergers in seeds and agricultural chemicals: What happened?” Amber Waves, Economic Research Service, US Department of Agriculture, February 15, 2019. Retrieved 2022–06–14, https://www.ers.usda.gov/amber-waves/2019/february/mergers-in-seeds-and-agricultural-chemicals-what-happened/.
Maisashvili, A., Bryant, H., Raulston, J. M., Knapek, G., Outlaw, J., & Richard, J. (2016). Seed prices, proposed mergers and acquisitions among biotech firms. Choices, 31(4), 246985. https://doi.org/10.22004/ag.econ.246985
Marin, P., & Siotis, G. (2007). Innovation and market structure: An empirical evaluation of the ‘Bounds Approach’ in the chemical industry. The Journal of Industrial Economics, 55(1), 93–111. https://doi.org/10.1111/j.1467-6451.2007.00304.x
Moschini, G. (2010). Competition issues in the seed industry and the role of intellectual property. Choices, 25(2), 94757. https://doi.org/10.22004/ag.econ.94757
Régibeau, P., & Rockett, K. E. (2021). Mergers and Product Innovation: Seeds and GM Crops. In I. Lianos, A. Ivanov, & D. Davis (Eds.), Global Food Value Chains and Competition Law. Cambridge University Press.
Robinson, W. T., & Chiang, J. (1996). Are Sutton’s predictions robust?: Empirical insights into advertising, R&D, and concentration. The Journal of Industrial Economics, 44(4), 389–408. https://doi.org/10.2307/2950521
Schaub, J., W.C. McArthur, D. Hacklander, J. Glauber, M. Leath, and H. Doty. (1988). The U.S. Soybean Industry. Agricultural Economic Report AER588, Economic Research Service, U.S. Department of Agriculture.
Smith, R. (1985). Maximum likelihood estimation in a class of nonregular cases. Biometrika, 72(1), 67–90. https://doi.org/10.1093/biomet/72.1.67
Smith, R. (1994). Nonregular regression. Biometrika, 81(1), 173–183. https://doi.org/10.1093/biomet/81.1.173
Sutton, J. (1991). Sunk Costs and Market Structure. MIT Press.
Sutton, J. (1998). Technology and Market Structure. MIT Press.
Sutton, J. (2007). “Market Structure: Theory and Evidence. In M. Armstrong & R. H. Porter (Eds.), Handbook of Industrial Organization. Elsevier.
Traxler, G., Acquaye, A. K. A., Frey, K., & Thro, A. M. (2005). Public Sector Breeding Resources in the US: Study Results for the year 2001. Auburn University.
Wechsler, S.J. (2017). Recent trends in GE adoption. Economic Research Service, U.S. Department of Agricultur. Retrieved 2018–01–12, https://www.ers.usda.gov/data-products/adoption-of-genetically-engineered-crops-in-the-us/recent-trends-in-ge-adoption.aspx
Acknowledgements
This project was supported by the Agricultural Food Research Initiative of the National Institute of Food and Agriculture, USDA, Grant #2008-35400-18704. Previous versions of this article have been circulated with the title “R&D Concentration under Endogenous Fixed Costs: Evidence from the Agricultural Biotechnology Industry”.
Author information
Authors and Affiliations
Contributions
Anderson and Sheldon wrote the main manuscript text and reviewed the manuscript. Anderson prepared all figures and tables.
Corresponding author
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Anderson, B.C., Sheldon, I.M. R&D Concentration in Soybean and Cotton Markets. Rev Ind Organ 64, 93–115 (2024). https://doi.org/10.1007/s11151-023-09937-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11151-023-09937-7