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Reflections on Agricultural R&D, Productivity, and the Data Constraint: Unfinished Business, Unsettled Issues

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  • Julian M Alston

Abstract

Sixty years ago, T.W. Schultz introduced the idea of the productivity “residual” to agricultural economics (1956). Schultz’s main message was that growth in conventional inputs accounted for little of the observed growth in agricultural output, and that there was work to be done by agricultural economists to understand and ultimately eliminate this unexplained residual called “productivity.” Thus was launched the economics of agricultural productivity as a sub-field within agricultural economics, along with the economics of agricultural R&D and innovation and related government policy. Much progress has been made in the decades since. Still, critical issues remain unresolved. This matters because agricultural innovation and productivity matter, and so do the related policies that rest to some extent on our established understanding of the economic relationships. In this paper I review some unsettled issues related to economic models and measures applied to agricultural R&D and productivity, and some unfinished business in terms of economic and policy questions that are not yet well answered. Before doing that, I present some evidence on agricultural productivity and why it matters. Next, with a nod to “factology,” I present available productivity measures from the U.S. Department of Agriculture (USDA) and International Science and Technology Practice and Policy (InSTePP) Center, and compare them in the context of translog cost function models. In subsequent sections I use these and other data to develop new evidence related to two contentious questions: (a) Do farmers benefit from public agricultural R&D? (b) Has U.S. agricultural productivity growth slowed in recent decades? The answers are revealed within.

Suggested Citation

  • Julian M Alston, 2018. "Reflections on Agricultural R&D, Productivity, and the Data Constraint: Unfinished Business, Unsettled Issues," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(2), pages 392-413.
  • Handle: RePEc:oup:ajagec:v:100:y:2018:i:2:p:392-413.
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    1. Diewert, Erwin & Fox, Kevin J., 2019. "Productivity Indexes and National Statistics: Theory, Methods and Challenges," Microeconomics.ca working papers erwin_diewert-2019-8, Vancouver School of Economics, revised 25 Apr 2019.
    2. Maristela M. Martins & Humberto F. S. Spolador & Eric Njuki, 2022. "Production environment and managerial techniques in explaining productivity growth in Brazilian beef cattle production," Agribusiness, John Wiley & Sons, Ltd., vol. 38(2), pages 371-385, April.
    3. Wang, Xiaoxi & Dietrich, Jan P. & Lotze-Campen, Hermann & Biewald, Anne & Stevanović, Miodrag & Bodirsky, Benjamin L. & Brümmer, Bernhard & Popp, Alexander, 2020. "Beyond land-use intensity: Assessing future global crop productivity growth under different socioeconomic pathways," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    4. Xin Zhang & Zakir Ibrahim & Muhammad Bilawal Khaskheli & Hamad Raza & Fanrui Zhou & Imran Haider Shamsi, 2024. "Integrative Approaches to Abiotic Stress Management in Crops: Combining Bioinformatics Educational Tools and Artificial Intelligence Applications," Sustainability, MDPI, vol. 16(17), pages 1-26, September.
    5. Mason-D'Croz, Daniel & Sulser, Timothy B. & Wiebe, Keith & Rosegrant, Mark W. & Lowder, Sarah K. & Nin-Pratt, Alejandro & Willenbockel, Dirk & Robinson, Sherman & Zhu, Tingju & Cenacchi, Nicola & Duns, 2019. "Agricultural investments and hunger in Africa modeling potential contributions to SDG2 – Zero Hunger," World Development, Elsevier, vol. 116(C), pages 38-53.
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    7. Chai, Yuan & Pardey, Philip G. & Gray, Richard & Maros, Lampros Nikolaos, 2025. "Farmer versus Breeder Rights: Sharing the Benefits from Crop Varietal Improvement," Staff Papers 349220, University of Minnesota, Department of Applied Economics.
    8. Spolador, Humberto Francisco Silva & Danelon, André Felipe, 2024. "New evidence of the driving forces behind Brazil's agricultural TFP growth—A stochastic frontier analysis with climatic variables and land suitability index," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 68(02), January.
    9. Brenes, Esteban R. & Ciravegna, Luciano & Acuña, Joseph, 2020. "Differentiation strategies in agribusiness – A configurational approach," Journal of Business Research, Elsevier, vol. 119(C), pages 522-539.
    10. Julian M. Alston & Philip G. Pardey, 2020. "Innovation, Growth, and Structural Change in American Agriculture," NBER Chapters, in: The Role of Innovation and Entrepreneurship in Economic Growth, pages 123-165, National Bureau of Economic Research, Inc.
    11. Abdullah Mamun & Will Martin & Simla Tokgoz, 2021. "Reforming Agricultural Support for Improved Environmental Outcomes," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 43(4), pages 1520-1549, December.
    12. Eric Njuki & Boris E. Bravo-Ureta, 2019. "Examining irrigation productivity in U.S. agriculture using a single-factor approach," Journal of Productivity Analysis, Springer, vol. 51(2), pages 125-136, June.
    13. Jintao Zhan & Yubei Ma & Wuyang Hu & Chao Chen & Qinan Lu, 2022. "Enhancing rural income through public agricultural R&D: Spatial spillover and infrastructure thresholds," Review of Development Economics, Wiley Blackwell, vol. 26(2), pages 1083-1107, May.
    14. Akhundjanov, Sherzod B. & Gallardo, R. Karina & McCluskey, Jill J. & Rickard, Bradley J., 2020. "Commercialization of a demand-enhancing innovation: The release of a new apple variety by a public university," Economic Modelling, Elsevier, vol. 86(C), pages 88-100.
    15. Gheorghe Hurduzeu & Radu Lucian Pânzaru & Dragoș Mihai Medelete & Andi Ciobanu & Constanța Enea, 2022. "The Development of Sustainable Agriculture in EU Countries and the Potential Achievement of Sustainable Development Goals Specific Targets (SDG 2)," Sustainability, MDPI, vol. 14(23), pages 1-24, November.
    16. Michał Gazdecki & Grzegorz Leszczyński & Marek Zieliński, 2021. "Food Sector as an Interactive Business World: A Framework for Research on Innovations," Energies, MDPI, vol. 14(11), pages 1-19, June.
    17. Liping Wu & Kai Hu & Oleksii Lyulyov & Tetyana Pimonenko & Ishfaq Hamid, 2022. "The Impact of Government Subsidies on Technological Innovation in Agribusiness: The Case for China," Sustainability, MDPI, vol. 14(21), pages 1-15, October.
    18. Ryota Nakatani, 2024. "Food companies' productivity dynamics: Exploring the role of intangible assets," Agribusiness, John Wiley & Sons, Ltd., vol. 40(1), pages 185-226, January.
    19. Nathan P. Hendricks & Aaron Smith & Nelson B. Villoria & Matthieu Stigler, 2023. "The effects of agricultural policy on supply and productivity: Evidence from differential changes in distortions," Agricultural Economics, International Association of Agricultural Economists, vol. 54(1), pages 44-61, January.
    20. Muhammad Usman & Gulnaz Hameed & Abdul Saboor & Lal K. Almas & Muhammad Hanif, 2021. "R&D Innovation Adoption, Climatic Sensitivity, and Absorptive Ability Contribution for Agriculture TFP Growth in Pakistan," Agriculture, MDPI, vol. 11(12), pages 1-18, November.
    21. Bambio, Yiriyibin & Deb, Anurag & Kazianga, Harounan, 2022. "Exposure to agricultural technologies and adoption: The West Africa agricultural productivity program in Ghana, Senegal and Mali," Food Policy, Elsevier, vol. 113(C).
    22. Hendricks, Nathan P. & Smith, Aaron D. & Villoria, Nelson B., "undated". "Global Agricultural Supply Response to Persistent Price Shocks," 2018 Annual Meeting, August 5-7, Washington, D.C. 274338, Agricultural and Applied Economics Association.
    23. Kinnucan, Henry & Nguyen, Ly & Das, Abhipsita, 2020. "International R&D Spillovers: The Case of Aquaculture," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304568, Agricultural and Applied Economics Association.
    24. Konstantinos Metaxoglou & Aaron Smith, 2020. "Productivity Spillovers From Pollution Reduction: Reducing Coal Use Increases Crop Yields," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(1), pages 259-280, January.
    25. Porteous, Obie, 2020. "Trade and agricultural technology adoption: Evidence from Africa," Journal of Development Economics, Elsevier, vol. 144(C).

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