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Club Convergence and Drivers of Agricultural Innovation in US States: 1976–2023

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  • Recep Ulucak
  • Ruiqing Miao

Abstract

Innovation is a key driver of agricultural development, shaping productivity, food security, and sustainability. Yet, innovation in agriculture is not evenly distributed in the United States, leading to divergent development trajectories across regions. This study investigates convergence dynamics in agricultural innovation by analyzing state‐level agricultural patents as a proxy for technological advancement. To detect heterogeneous innovation pathways, we apply the club convergence framework based on the log‐t test and nonlinear time‐series methods. Our results reveal disparities in agricultural patenting activity, with states forming distinct convergence clubs. This indicates that agricultural innovation does not converge uniformly, underscoring the need for targeted policy measures to close regional technological gaps. To further explore the determinants of club membership, we estimate an ordered logit model incorporating R&D expenditures, employment‐productivity index, well‐being index, gross farm income, and land‐grant university appropriations. The findings confirm that all these factors significantly increase the likelihood of states moving into higher‐performing innovation clubs, highlighting their central role in shaping agricultural innovation.

Suggested Citation

  • Recep Ulucak & Ruiqing Miao, 2026. "Club Convergence and Drivers of Agricultural Innovation in US States: 1976–2023," Agricultural Economics, International Association of Agricultural Economists, vol. 57(2), March.
  • Handle: RePEc:bla:agecon:v:57:y:2026:i:2:n:e70104
    DOI: 10.1111/agec.70104
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    1. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    2. Magro, Edurne & Wilson, James R., 2013. "Complex innovation policy systems: Towards an evaluation mix," Research Policy, Elsevier, vol. 42(9), pages 1647-1656.
    3. Pierre Azoulay & Joshua S. Graff Zivin & Gustavo Manso, 2011. "Incentives and creativity: evidence from the academic life sciences," RAND Journal of Economics, RAND Corporation, vol. 42(3), pages 527-554, September.
    4. Yang, Xuehui & Zhang, Huirong & Lin, Shanlang & Zhang, Jiaping & Zeng, Jianlong, 2021. "Does high-speed railway promote regional innovation growth or innovation convergence?," Technology in Society, Elsevier, vol. 64(C).
    5. Pegkas, Panagiotis & Staikouras, Christos & Tsamadias, Constantinos, 2019. "Does research and development expenditure impact innovation? Evidence from the European Union countries," Journal of Policy Modeling, Elsevier, vol. 41(5), pages 1005-1025.
    6. Dethier, Jean-Jacques & Effenberger, Alexandra, 2012. "Agriculture and development: A brief review of the literature," Economic Systems, Elsevier, vol. 36(2), pages 175-205.
    7. Roger Svensson, 2022. "Patent value indicators and technological innovation," Empirical Economics, Springer, vol. 62(4), pages 1715-1742, April.
    8. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    9. Parrilli, Mario Davide & Balavac, Merima & Radicic, Dragana, 2020. "Business innovation modes and their impact on innovation outputs: Regional variations and the nature of innovation across EU regions," Research Policy, Elsevier, vol. 49(8).
    10. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    11. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    12. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2000. "Protecting Their Intellectual Assets: Appropriability Conditions and Why U.S. Manufacturing Firms Patent (or Not)," NBER Working Papers 7552, National Bureau of Economic Research, Inc.
    13. Alan McCunn & Wallace E. Huffman, 2000. "Convergence in U.S. Productivity Growth for Agriculture: Implications of Interstate Research Spillovers for Funding Agricultural Research," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(2), pages 370-388.
    14. repec:fth:harver:1473 is not listed on IDEAS
    15. Michael Kremer & Jack Willis & Yang You, 2022. "Converging to Convergence," NBER Macroeconomics Annual, University of Chicago Press, vol. 36(1), pages 337-412.
    16. Cui, Wenyue & Tang, Jie, 2023. "Innovation convergence clubs and their driving factors within urban agglomeration," Economic Modelling, Elsevier, vol. 121(C).
    17. Blind, Knut & Edler, Jakob & Frietsch, Rainer & Schmoch, Ulrich, 2006. "Motives to patent: Empirical evidence from Germany," Research Policy, Elsevier, vol. 35(5), pages 655-672, June.
    18. Dai, Xiaoyong & Wang, Mengqi, 2024. "Unintended effects of tax incentives on firms’ strategic patenting," Journal of Economic Behavior & Organization, Elsevier, vol. 219(C), pages 1-24.
    19. Ayusha Fayyaz & Zoltan Bartha, 2025. "Research and development as a driver of innovation and economic growth; case of developing economies," Papers 2509.19413, arXiv.org.
    20. Franco, Chiara & Landini, Fabio, 2022. "Organizational drivers of innovation: The role of workforce agility," Research Policy, Elsevier, vol. 51(2).
    21. Ping Feng & Mahmut Yasar & Roderick M. Rejesus, 2024. "Innovation and regional economic convergence: evidence from China," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 72(2), pages 535-559, February.
    22. Detragiache, Enrica, 1998. "Technology diffusion and international income convergence," Journal of Development Economics, Elsevier, vol. 56(2), pages 367-392, August.
    23. Eduardo Jimenez‐Moro & Panagiotis Piperopoulos & Mario Kafouros & Alan Au Kai Ming, 2023. "Innovation dynamics and club convergence in innovation activity in China: A temporal perspective," Papers in Regional Science, Wiley Blackwell, vol. 102(4), pages 791-816, August.
    24. Sefa Awaworyi Churchill & John Inekwe & Kris Ivanovski, 2020. "Convergence of R&D intensity in OECD countries: evidence since 1870," Empirical Economics, Springer, vol. 59(1), pages 295-306, July.
    25. Francisco J. Delgado & Matías Mayor & Maria J. Presno, 2024. "Heterogeneity of Research and Development Expenditure: A Convergence Analysis for the Spanish Regions," International Regional Science Review, , vol. 47(1), pages 67-99, January.
    26. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    27. Pfotenhauer, Sebastian M. & Wentland, Alexander & Ruge, Luise, 2023. "Understanding regional innovation cultures: Narratives, directionality, and conservative innovation in Bavaria," Research Policy, Elsevier, vol. 52(3).
    28. Bjorn Asheim & Helen Lawton Smith & Christine Oughton, 2011. "Regional Innovation Systems: Theory, Empirics and Policy," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 875-891.
    29. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    30. Gregory M. Perry, 2023. "Cooperative extension, experiment station, and Land Grant Universities: Competitors or partners for state funding?," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 45(2), pages 947-969, June.
    31. Imran Arif, 2022. "Regional club convergence: Evidence from U.S. metropolitan-level data," Applied Economics, Taylor & Francis Journals, vol. 54(43), pages 4979-4990, September.
    32. Andre Jungmittag, 2006. "Innovation dynamics in the EU: convergence or divergence? A cross-country panel data analysis," Empirical Economics, Springer, vol. 31(2), pages 313-331, June.
    33. Quah, Danny T, 1996. "Convergence Empirics across Economies with (Some) Capital Mobility," Journal of Economic Growth, Springer, vol. 1(1), pages 95-124, March.
    34. Gong, Binlei, 2020. "Agricultural productivity convergence in China," China Economic Review, Elsevier, vol. 60(C).
    35. Philip G. Pardey & Julian M. Alston & Connie Chan-Kang, 2013. "Public agricultural R&D over the past half century: an emerging new world order," Agricultural Economics, International Association of Agricultural Economists, vol. 44(s1), pages 103-113, November.
    36. Arzeni, Andrea & Ascione, Elisa & Borsotto, Patrizia & Carta, Valentina & Castellotti, Tatiana & Vagnozzi, Anna, 2021. "Analysis of farms characteristics related to innovation needs: a proposal for supporting the public decision-making process," Land Use Policy, Elsevier, vol. 100(C).
    37. Jie Tang & Wenyue Cui, 2023. "Does urban agglomeration affect innovation convergence: evidence from China," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 32(4), pages 563-578, May.
    38. Kinnunen, Maarit & Wood, Emma H. & Li, Yanning & Moss, Jonathan, 2022. "Self-recorded conversations in tourism memory research," Annals of Tourism Research, Elsevier, vol. 96(C).
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