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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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  • Balcombe, Kelvin
  • Tiffin, R

Abstract

We introduce and implement a reversible jump approach to Bayesian Model Averaging for the Probit model with uncertain regressors. This approach provides a direct estimate of the probability that a variable should be included in the model. Two applications are investigated. The �rst is the adoption of organic systems in UK farming, and the second is the in�uence 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 di¤erences, particularly in smaller samples.

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  • Balcombe, Kelvin & Tiffin, R, 2010. "The Determinants of Technology Adoption by UK Farmers using Bayesian Model Averaging. The Cases of Organic Production and Computer Usage," MPRA Paper 25193, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:25193
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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. 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.
    4. Pagan, Adrian, 1987. "Three Econometric Methodologies: A Critical Appraisal," Journal of Economic Surveys, Wiley Blackwell, vol. 1(1), pages 3-24.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    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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    4. 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.
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    6. Bartosz Bartkowski & Stephan Bartke, 2018. "Leverage Points for Governing Agricultural Soils: A Review of Empirical Studies of European Farmers’ Decision-Making," Sustainability, MDPI, vol. 10(9), pages 1-27, September.
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    8. 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.
    9. Barnes, A.P. & Soto, I. & Eory, V. & Beck, B. & Balafoutis, A. & Sánchez, B. & Vangeyte, J. & Fountas, S. & van der Wal, T. & Gómez-Barbero, M., 2019. "Exploring the adoption of precision agricultural technologies: A cross regional study of EU farmers," Land Use Policy, Elsevier, vol. 80(C), pages 163-174.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. Ebersberger, Bernd & Galia, Fabrice & Laursen, Keld & Salter, Ammon, 2021. "Inbound Open Innovation and Innovation Performance: A Robustness Study," Research Policy, Elsevier, vol. 50(7).
    16. 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

    Keywords

    Agriculture; Adoption; Model Averaging; Organic; Computer;
    All these keywords.

    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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