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The determinants of technology adoption by UK farmers using Bayesian model averaging: the cases of organic production and computer usage

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  • Richard Tiffin
  • Kelvin Balcombe

Abstract

We review and implement a reversible jump approach to Bayesian model averaging for the Probit model with uncertain regressors. Two applications are investigated. The first is the adoption of organic systems in UK farming, and the second is the influence of farm and farmer characteristics on the use of a computer on the farm. While there is a correspondence between the conclusions we would obtain with and without model averaging results, we find important differences, particularly in smaller samples. Concerning the adoption of an organic system, we find that attitudes to the sustainability of the current system along with the ability of organic farms alone to satisfy society’s needs for food are influential. Additionally, the source of management information used by the farmer has a significant impact. Regarding the adoption of computers, we confirm the findings of previous work that the level of education affects uptake and that age is a factor determining adoption. We also find that dairy and organic farms are more likely to use a computer. The physical size of the farm is positively associated with the probability of computer use while net farm income has a limited impact.
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  • Richard Tiffin & Kelvin Balcombe, 2011. "The determinants of technology adoption by UK farmers using Bayesian model averaging: the cases of organic production and computer usage," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 55(4), pages 579-598, October.
    • Handle: RePEc:bla:ajarec:v:55:y:2011:i:4:p:579-598
    DOI: j.1467-8489.2011.00549.x
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    1. Kelvin Balcombe & George Rapsomanikis, 2010. "An Analysis of the Impact of Research and Development on Productivity Using Bayesian Model Averaging with a Reversible Jump Algorithm," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(4), pages 985-998.
    2. Chib, Siddhartha & Greenberg, Edward, 1994. "Bayes inference in regression models with ARMA (p, q) errors," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 183-206.
    3. Michael Burton & Dan Rigby & Trevor Young, 1999. "Analysis of the Determinants of Adoption of Organic Horticultural Techniques in the UK," Journal of Agricultural Economics, Wiley Blackwell, vol. 50(1), pages 47-63, January.
    4. Fernandez, Carmen & Ley, Eduardo & Steel, Mark F. J., 2001. "Benchmark priors for Bayesian model averaging," Journal of Econometrics, Elsevier, vol. 100(2), pages 381-427, February.
    5. Hoag, Dana L. & Ascough, James C. & Frasier, W. Marshall, 1999. "Farm Computer Adoption in the Great Plains," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 31(1), pages 57-67, April.
    6. Pagan, Adrian, 1987. "Three Econometric Methodologies: A Critical Appraisal," Journal of Economic Surveys, Wiley Blackwell, vol. 1(1), pages 3-24.
    7. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    8. Daniel S. Putler & David Zilberman, 1988. "Computer Use in Agriculture: Evidence from Tulare County, California," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 70(4), pages 790-802.
    9. Leon-Gonzalez, Roberto & Scarpa, Riccardo, 2008. "Improving multi-site benefit functions via Bayesian model averaging: A new approach to benefit transfer," Journal of Environmental Economics and Management, Elsevier, vol. 56(1), pages 50-68, July.
    10. Gregory A. Baker, 1992. "Computer Adoption and Use by New Mexico Nonfarm Agribusinesses," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 74(3), pages 737-744.
    11. Hoag, Dana L. & Ascough, James C. & Frasier, W. Marshall, 1999. "Farm Computer Adoption In The Great Plains," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 31(1), pages 1-11, April.
    12. Marvin T. Batte & Eugene Jones & Gary D. Schnitkey, 1990. "Computer Use by Ohio Commercial Farmers," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(4), pages 935-945.
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    3. Zdenka MALÁ & Michal MALÝ, 2013. "The determinants of adopting organic farming practices: a case study in the Czech Republic," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 59(1), pages 19-28.
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    6. Giua, Carlo & Materia, Valentina Cristiana & Camanzi, Luca, 2022. "Smart farming technologies adoption: Which factors play a role in the digital transition?," Technology in Society, Elsevier, vol. 68(C).
    7. Dmytro Serebrennikov & Fiona Thorne & Zein Kallas & Sinéad N. McCarthy, 2020. "Factors Influencing Adoption of Sustainable Farming Practices in Europe: A Systemic Review of Empirical Literature," Sustainability, MDPI, vol. 12(22), pages 1-23, November.
    8. Emileva, Begaiym & Kuhn, Lena & Bobojonov, Ihtiyor & Glauben, Thomas, 2023. "The role of smartphone-based weather information acquisition on climate change perception accuracy: Cross-country evidence from Kyrgyzstan, Mongolia and Uzbekistan," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 41, pages 1-1.
    9. Daniele Mozzato & Paola Gatto & Edi Defrancesco & Lucia Bortolini & Francesco Pirotti & Elena Pisani & Luigi Sartori, 2018. "The Role of Factors Affecting the Adoption of Environmentally Friendly Farming Practices: Can Geographical Context and Time Explain the Differences Emerging from Literature?," Sustainability, MDPI, vol. 10(9), pages 1-23, August.
    10. Do, Quan Duc & Nguyen, The Kien & Tran, Tung Thanh & Truong, Thanh Bao & Do, Nga Thi & Hoang, Lam Khanh, 2023. "Determinants of smartphone adoption and its benefits to the financial performance of agricultural households: Evidence from Hoa Binh province, Vietnam," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society (AESS), vol. 13(01), January.
    11. Payne-Gifford, Sophie & Johnson, Kate & Mauchline, Alice & Gadanakis, Yiorgos & Girling, Laura & Mortimer, Simon, 2020. "Exploring attitudes to technology adoption for cross compliance in Greek and Lithuanian farmers," Land, Farm & Agribusiness Management Department 308133, Harper Adams University, Land, Farm & Agribusiness Management Department.
    12. Wun-Ji JIANG & Yir-Hueih LUH, 2018. "Does higher food safety assurance bring higher returns? Evidence from Taiwan," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 64(11), pages 477-488.
    13. Payne-Gifford, Sophie & Johnson, Kate & Mauchline, Alice & Gadanakis, Yiorgos & Girling, Laura & Mortimer, Simon, 2020. "Exploring attitudes to technology adoption for cross compliance in Greek and Lithuanian farmers," Agri-Tech Economics Papers 308133, Harper Adams University, Land, Farm & Agribusiness Management Department.
    14. Ebersberger, Bernd & Galia, Fabrice & Laursen, Keld & Salter, Ammon, 2021. "Inbound Open Innovation and Innovation Performance: A Robustness Study," Research Policy, Elsevier, vol. 50(7).
    15. Bethan Thompson & Gaëlle Leduc & Gordana Manevska‐Tasevska & Luiza Toma & Helena Hansson, 2024. "Farmers' adoption of ecological practices: A systematic literature map," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(1), pages 84-107, February.
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    More about this item

    JEL classification:

    • Q16 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - R&D; Agricultural Technology; Biofuels; Agricultural Extension Services
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General

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