IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0192432.html
   My bibliography  Save this article

A new look at the decomposition of agricultural productivity growth incorporating weather effects

Author

Listed:
  • Eric Njuki
  • Boris E Bravo-Ureta
  • Christopher J O’Donnell

Abstract

Random fluctuations in temperature and precipitation have substantial impacts on agricultural output. However, the contribution of these changing configurations in weather to total factor productivity (TFP) growth has not been addressed explicitly in econometric analyses. Thus, the key objective of this study is to quantify and to investigate the role of changing weather patterns in explaining yearly fluctuations in TFP. For this purpose, we define TFP to be a measure of total output divided by a measure of total input. We estimate a stochastic production frontier model using U.S. state-level agricultural data incorporating growing season temperature and precipitation, and intra-annual standard deviations of temperature and precipitation for the period 1960–2004. We use the estimated parameters of the model to compute a TFP index that has good axiomatic properties. We then decompose TFP growth in each state into weather effects, technological progress, technical efficiency, and scale-mix efficiency changes. This approach improves our understanding of the role of different components of TFP in agricultural productivity growth. We find that annual TFP growth averaged 1.56% between 1960 and 2004. Moreover, we observe substantial heterogeneity in weather effects across states and over time.

Suggested Citation

  • Eric Njuki & Boris E Bravo-Ureta & Christopher J O’Donnell, 2018. "A new look at the decomposition of agricultural productivity growth incorporating weather effects," PLOS ONE, Public Library of Science, vol. 13(2), pages 1-21, February.
  • Handle: RePEc:plo:pone00:0192432
    DOI: 10.1371/journal.pone.0192432
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0192432
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0192432&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0192432?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. Alejandro Plastina & Lilyan Fulginiti, 2012. "Rates of return to public agricultural research in 48 US states," Journal of Productivity Analysis, Springer, vol. 37(2), pages 95-113, April.
    2. Wolfram Schlenker & W. Michael Hanemann & Anthony C. Fisher, 2006. "The Impact of Global Warming on U.S. Agriculture: An Econometric Analysis of Optimal Growing Conditions," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 113-125, February.
    3. Marshall Burke & Kyle Emerick, 2016. "Adaptation to Climate Change: Evidence from US Agriculture," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 106-140, August.
    4. Tran, Kien C. & Tsionas, Efthymios G., 2013. "GMM estimation of stochastic frontier model with endogenous regressors," Economics Letters, Elsevier, vol. 118(1), pages 233-236.
    5. Mukherjee, Deep & Bravo-Ureta, Boris E. & De Vries, Albert, 2013. "Dairy productivity and climatic conditions: econometric evidence from South-eastern united States," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 57(01), pages 1-18.
    6. Mendelsohn, Robert & Nordhaus, William D & Shaw, Daigee, 1994. "The Impact of Global Warming on Agriculture: A Ricardian Analysis," American Economic Review, American Economic Association, vol. 84(4), pages 753-771, September.
    7. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    8. Apurba Shee & Spiro E. Stefanou, 2015. "Endogeneity Corrected Stochastic Production Frontier and Technical Efficiency," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(3), pages 939-952.
    9. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    10. Bert Balk, 2001. "Scale Efficiency and Productivity Change," Journal of Productivity Analysis, Springer, vol. 15(3), pages 159-183, May.
    11. Adams, Richard M. & McCarl, Bruce A. & Dudek, Daniel J. & Glyer, J. David, 1988. "Implications Of Global Climate Change For Western Agriculture," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 13(2), pages 1-9, December.
    12. V. Eldon Ball & Jean-Christophe Bureau & Richard Nehring & Agapi Somwaru, 1997. "Agricultural Productivity Revisited," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(4), pages 1045-1063.
    13. Hughes, Neal & Lawson, Kenton & Davidson, Alistair & Jackson, Tom & Sheng, Yu, 2011. "Productivity pathways: climate-adjusted production frontiers for the Australian broadacre cropping industry," 2011 Conference (55th), February 8-11, 2011, Melbourne, Australia 100563, Australian Agricultural and Resource Economics Society.
    14. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    15. Yu Jin & Wallace E. Huffman, 2016. "Measuring public agricultural research and extension and estimating their impacts on agricultural productivity: new insights from U.S. evidence," Agricultural Economics, International Association of Agricultural Economists, vol. 47(1), pages 15-31, January.
    16. Jonathan Kaminski & Iddo Kan & Aliza Fleischer, 2013. "A Structural Land-Use Analysis of Agricultural Adaptation to Climate Change: A Proactive Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(1), pages 70-93.
    17. Luis Orea, 2002. "Parametric Decomposition of a Generalized Malmquist Productivity Index," Journal of Productivity Analysis, Springer, vol. 18(1), pages 5-22, July.
    18. Cline, William R, 1996. "The Impact of Global Warming on Agriculture: Comment," American Economic Review, American Economic Association, vol. 86(5), pages 1309-1311, December.
    19. Gerald C. Nelson & Dominique Mensbrugghe & Helal Ahammad & Elodie Blanc & Katherine Calvin & Tomoko Hasegawa & Petr Havlik & Edwina Heyhoe & Page Kyle & Hermann Lotze-Campen & Martin Lampe & Daniel Ma, 2014. "Agriculture and climate change in global scenarios: why don't the models agree," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 85-101, January.
    20. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Stefan Wimmer & K Hervé Dakpo, 2023. "Components of agricultural productivity change: Replication of US evidence and extension to the EU [Composantes de l'évolution de la productivité agricole : Reproduction des données américaines et ," Post-Print hal-04125659, HAL.
    2. Wang, Sun Ling & Rada, Nicholas E. & Williams, Ryan C., 2021. "Potential Climatic Effects on the U.S. Crop Farm Productivity," 2021 Annual Meeting, August 1-3, Austin, Texas 314088, Agricultural and Applied Economics Association.
    3. Oranuch Wongpiyabovorn & Alejandro Plastina & John M. Crespi, 2021. "US Agriculture as a Carbon Sink: From International Agreements to Farm Incentives," Center for Agricultural and Rural Development (CARD) Publications 21-wp627, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    4. Alejandro Plastina & Sergio H. Lence & Ariel Ortiz‐Bobea, 2021. "How weather affects the decomposition of total factor productivity in U.S. agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 52(2), pages 215-234, March.
    5. Chancellor, Will & Hughes, Neal & Zhao, Shiji & Soh, Wei Ying & Valle, Haydn & Boult, Christopher, 2021. "Controlling for the effects of climate on total factor productivity: A case study of Australian farms," Food Policy, Elsevier, vol. 102(C).
    6. Trindade, Federico J. & Fulginiti, Lilyan E. & Perrin, Richard K., 2020. "A half century of yield growth along the forty-first parallel of the Great Plains: factor intensification, irrigation, weather, and technical change," Staff Papers 305568, University of Nebraska-Lincoln, Department of Agricultural Economics.
    7. K Hervé Dakpo & Laure Latruffe & Yann Desjeux & Philippe Jeanneaux, 2021. "Latent Class Modelling for a Robust Assessment of Productivity: Application to French Grazing Livestock Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(3), pages 760-781, September.
    8. S. C. West & A. W. Mugera & R. S. Kingwell, 2022. "The choice of efficiency benchmarking metric in evaluating firm productivity and viability," Journal of Productivity Analysis, Springer, vol. 57(2), pages 193-211, April.
    9. Owusu, Eric S. & Bravo-Ureta, Boris E., 2022. "Reap when you sow? The productivity impacts of early sowing in Malawi," Agricultural Systems, Elsevier, vol. 199(C).
    10. Tao Xiang & Tariq H. Malik & Jack W. Hou & Jiliang Ma, 2022. "The Impact of Climate Change on Agricultural Total Factor Productivity: A Cross-Country Panel Data Analysis, 1961–2013," Agriculture, MDPI, vol. 12(12), pages 1-20, December.
    11. Viktoriya Galushko & Samuel Gamtessa, 2022. "Impact of Climate Change on Productivity and Technical Efficiency in Canadian Crop Production," Sustainability, MDPI, vol. 14(7), pages 1-21, April.
    12. Barnabé Walheer, 2024. "Agro-Climatic Environment Heterogeneity and Productivity Convergence," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 22(4), pages 1001-1037, December.
    13. C. J. O’Donnell, 2021. "Estimating the Effects of Weather and Climate Change on Agricultural Productivity," CEPA Working Papers Series WP032021, School of Economics, University of Queensland, Australia.
    14. Eric Njuki & Boris E. Bravo-Ureta & Christopher J. O’Donnell, 2019. "Decomposing agricultural productivity growth using a random-parameters stochastic production frontier," Empirical Economics, Springer, vol. 57(3), pages 839-860, September.
    15. Stefan Wimmer & Johannes Sauer, 2020. "Profitability Development and Resource Reallocation: The Case of Sugar Beet Farming in Germany," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(3), pages 816-837, September.
    16. Li Chen & Bin Jiang & Chuan Wang, 2023. "Climate change and urban total factor productivity: evidence from capital cities and municipalities in China," Empirical Economics, Springer, vol. 65(1), pages 401-441, July.
    17. Denitsa Angelova & Jan Käbel, 2019. "Weather Volatility and Production Efficiency," Sustainability, MDPI, vol. 11(24), pages 1-12, December.
    18. Antonio Peyrache & Maria C. A. Silva, 2021. "Multi-Level Parallel Production Networks," CEPA Working Papers Series WP052021, School of Economics, University of Queensland, Australia.
    19. Fenghua Wen & Donghan Lyu & Daohan Huang, 2023. "Spatiotemporal Heterogeneity of Total Factor Productivity of Grain in the Yangtze River Delta, China," Land, MDPI, vol. 12(8), pages 1-17, July.
    20. Cynthia A. Bartel & Keri L. Jacobs & Kenneth J. Moore & D. Raj Raman, 2024. "Anticipatory Technoeconomic Evaluation of Kentucky Bluegrass-Based Perennial Groundcover Implementations in Large-Scale Midwestern US Corn Production Systems," Sustainability, MDPI, vol. 16(16), pages 1-16, August.
    21. Robert G. Chambers & Simone Pieralli, 2020. "The Sources of Measured US Agricultural Productivity Growth: Weather, Technological Change, and Adaptation," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(4), pages 1198-1226, August.
    22. Kumbhakar, Subal C. & Li, Mingyang & Lien, Gudbrand, 2023. "Do subsidies matter in productivity and profitability changes?," Economic Modelling, Elsevier, vol. 123(C).
    23. Zoltán Bakucs & Imre Fertő & Enikő Vígh, 2020. "Crop Productivity and Climatic Conditions: Evidence from Hungary," Agriculture, MDPI, vol. 10(9), pages 1-12, September.
    24. Owusu, Eric S. & Bravo-Ureta, Boris E., 2020. "Farm-level Innovation and Productivity: Evidence from Groundnut Farming in Malawi," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304243, Agricultural and Applied Economics Association.

    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. Eric Njuki & Boris E. Bravo-Ureta & Christopher J. O’Donnell, 2019. "Decomposing agricultural productivity growth using a random-parameters stochastic production frontier," Empirical Economics, Springer, vol. 57(3), pages 839-860, September.
    2. Eric Njuki & Boris E Bravo-Ureta & Víctor E Cabrera, 2020. "Climatic effects and total factor productivity: econometric evidence for Wisconsin dairy farms," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(3), pages 1276-1301.
    3. 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.
    4. Njuki, E. & Bravo-Ureta, B., 2018. "Accounting for the Impacts of Changing Configurations in Temperature and Precipitation on U.S. Agricultural Productivity," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277140, International Association of Agricultural Economists.
    5. Frederick Quaye & Denis Nadolnyak & Valentina Hartarska, 2018. "Climate Change Impacts on Farmland Values in the Southeast United States," Sustainability, MDPI, vol. 10(10), pages 1-16, September.
    6. Chiara Falco & Franco Donzelli & Alessandro Olper, 2018. "Climate Change, Agriculture and Migration: A Survey," Sustainability, MDPI, vol. 10(5), pages 1-21, May.
    7. Njuki, Eric & Bravo-Ureta, Boris E., 2016. "Measuring agricultural water productivity using a partial factor productivity approach," 2016 Fifth International Conference, September 23-26, 2016, Addis Ababa, Ethiopia 246948, African Association of Agricultural Economists (AAAE).
    8. Mérel, Pierre & Paroissien, Emmanuel & Gammans, Matthew, 2024. "Sufficient statistics for climate change counterfactuals," Journal of Environmental Economics and Management, Elsevier, vol. 124(C).
    9. Severen, Christopher & Costello, Christopher & Deschênes, Olivier, 2018. "A Forward-Looking Ricardian Approach: Do land markets capitalize climate change forecasts?," Journal of Environmental Economics and Management, Elsevier, vol. 89(C), pages 235-254.
    10. Emediegwu, Lotanna E. & Ubabukoh, Chisom L., 2023. "Re-examining the impact of annual weather fluctuations on global livestock production," Ecological Economics, Elsevier, vol. 204(PA).
    11. Cui, Xiaomeng, 2020. "Climate change and adaptation in agriculture: Evidence from US cropping patterns," Journal of Environmental Economics and Management, Elsevier, vol. 101(C).
    12. Pierre Mérel & Matthew Gammans, 2021. "Climate Econometrics: Can the Panel Approach Account for Long‐Run Adaptation?," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(4), pages 1207-1238, August.
    13. Huang, Kaixing & Zhao, Hong & Huang, Jikun & Wang, Jinxia & Findlay, Christopher, 2020. "The impact of climate change on the labor allocation: Empirical evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    14. Chiara Falco & Marzio Galeotti & Alessandro Olper, 2018. "Climate change and Migration: Is Agriculture the Main Channel?," IEFE Working Papers 100, IEFE, Center for Research on Energy and Environmental Economics and Policy, Universita' Bocconi, Milano, Italy.
    15. Njuki, Eric, 2021. "Nonlinear weather and climate-induced effects on hired farm labor wages: Evidence from the U.S. Cornbelt," 2021 Annual Meeting, August 1-3, Austin, Texas 313959, Agricultural and Applied Economics Association.
    16. Bareille, François & Chakir, Raja, 2023. "The impact of climate change on agriculture: A repeat-Ricardian analysis," Journal of Environmental Economics and Management, Elsevier, vol. 119(C).
    17. Huang, K., 2018. "How Large is the Potential Economic Benefit of Agricultural Adaptation to Climate Change?," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277238, International Association of Agricultural Economists.
    18. Chen, Shuai & Gong, Binlei, 2021. "Response and adaptation of agriculture to climate change: Evidence from China," Journal of Development Economics, Elsevier, vol. 148(C).
    19. Kaixing Huang & Nicholas Sim, 2021. "Adaptation May Reduce Climate Damage in Agriculture by Two Thirds," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(1), pages 47-71, February.
    20. Ariel Ortiz‐Bobea, 2020. "The Role of Nonfarm Influences in Ricardian Estimates of Climate Change Impacts on US Agriculture," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(3), pages 934-959, May.

    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:plo:pone00:0192432. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.