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Impact of information transfer on farmers’ uptake of innovative crop technologies: a structural equation model applied to survey data

Author

Listed:
  • L. Toma

    (Land Economy, Environment and Society Group, SRUC)

  • A. P. Barnes

    (Land Economy, Environment and Society Group, SRUC)

  • L.-A. Sutherland

    (James Hutton Institute)

  • S. Thomson

    (Land Economy, Environment and Society Group, SRUC)

  • F. Burnett

    (Crop and Soil Systems Group, SRUC)

  • K. Mathews

    (James Hutton Institute)

Abstract

This study analyses the impact of the transfer of technological information (among other a priori identified factors) on the uptake of innovative crop technologies using structural equation modelling of data from a representative survey of Scottish crop farmers. The model explains 83% of the variance in current technological uptake behaviour and 63% of the variance in intentions to uptake new technologies. Results show economic characteristics (profit orientation, agricultural income, technological investment behaviour and farm labour) to have the strongest effect on both uptake and intentions to uptake novel technologies. Education, access to technological information and perceived usefulness of sources of information transfer are also main influences on behaviour and intentions. Technological uptake behaviour is a strong determinant of intentions to uptake more technologies in the future. The results confirm established evidence from the literature that, besides economic factors, access to technological information and trust in/perceived usefulness of the different information sources will have an impact on technological uptake. The findings are highly policy relevant as they give some indication of the factors influencing the process of targeting specific technological information transfer through the appropriate channels to agricultural producers, which builds a potential driver of behavioural change.

Suggested Citation

  • L. Toma & A. P. Barnes & L.-A. Sutherland & S. Thomson & F. Burnett & K. Mathews, 2018. "Impact of information transfer on farmers’ uptake of innovative crop technologies: a structural equation model applied to survey data," The Journal of Technology Transfer, Springer, vol. 43(4), pages 864-881, August.
    • Handle: RePEc:kap:jtecht:v:43:y:2018:i:4:d:10.1007_s10961-016-9520-5
    DOI: 10.1007/s10961-016-9520-5
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    1. Shapiro, B.I. & Brorsen, B.Wade & Doster, D. Howard, 1992. "Adoption of Double-Cropping Soybeans and Wheat," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 24(2), pages 33-40, December.
    2. Brian W. Gould & William E. Saupe & Richard M. Klemme, 1989. "Conservation Tillage: The Role of Farm and Operator Characteristics and the Perception of Soil Erosion," Land Economics, University of Wisconsin Press, vol. 65(2), pages 167-185.
    3. Justin Yifu Lin, 1991. "Education and Innovation Adoption in Agriculture: Evidence from Hybrid Rice in China," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 73(3), pages 713-723.
    4. JunJie Wu & Bruce A. Babcock, 1998. "The Choice of Tillage, Rotation, and Soil Testing Practices: Economic and Environmental Implications," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(3), pages 494-511.
    5. Abhijit Sharma & Alastair Bailey & Iain Fraser, 2011. "Technology Adoption and Pest Control Strategies Among UK Cereal Farmers: Evidence from Parametric and Nonparametric Count Data Models," Journal of Agricultural Economics, Wiley Blackwell, vol. 62(1), pages 73-92, February.
    6. Larson, James A. & Roberts, Roland K. & English, Burton C. & Larkin, Sherry L. & Marra, Michele C. & Martin, Steven W. & Paxton, Kenneth W. & Reeves, Jeanne M., 2007. "Factors Influencing Adoption of Remotely Sensed Imagery for Site-Specific Management in Cotton Production," 2007 Annual Meeting, February 4-7, 2007, Mobile, Alabama 34971, Southern Agricultural Economics Association.
    7. Walton, Jonathan C. & Lambert, Dayton M. & Roberts, Roland K. & Larson, James A. & English, Burton C. & Larkin, Sherry L. & Martin, Steven W. & Marra, Michele C. & Paxton, Kenneth W. & Reeves, Jeanne , 2008. "Adoption and Abandonment of Precision Soil Sampling in Cotton Production," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 33(3), pages 1-21.
    8. Bernard, John C. & Pesek, John D. & Fan, Chunbo, 2004. "Performance Results and Characteristics of Adopters of Genetically Engineered Soybeans in Delaware," Agricultural and Resource Economics Review, Cambridge University Press, vol. 33(2), pages 282-292, October.
    9. Fernandez-Cornejo, Jorge & Hendricks, Chad & Mishra, Ashok K., 2005. "Technology Adoption and Off-Farm Household Income: The Case of Herbicide-Tolerant Soybeans," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 37(3), pages 1-15, December.
    10. Rauniyar, Ganesh P. & Goode, Frank M., 1992. "Technology adoption on small farms," World Development, Elsevier, vol. 20(2), pages 275-282, February.
    11. Mubarik Ali & John C. Flinn, 1989. "Profit Efficiency Among Basmati Rice Producers in Pakistan Punjab," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 71(2), pages 303-310.
    12. Fuglie, Keith O., 1999. "Conservation Tillage And Pesticide Use In The Cornbelt," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 31(1), pages 1-15, April.
    13. Kassie, Menale & Jaleta, Moti & Shiferaw, Bekele & Mmbando, Frank & Mekuria, Mulugetta, 2013. "Adoption of interrelated sustainable agricultural practices in smallholder systems: Evidence from rural Tanzania," Technological Forecasting and Social Change, Elsevier, vol. 80(3), pages 525-540.
    14. Olson, Kent D., 1998. "Precision Agriculture: Current Economic And Environmental Issues," Conference Papers 14487, University of Minnesota, Center for International Food and Agricultural Policy.
    15. Jayson K. Harper & M. Edward Rister & James W. Mjelde & Bastiaan M. Drees & Michael O. Way, 1990. "Factors Influencing the Adoption of Insect Management Technology," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(4), pages 997-1005.
    16. Amir K. Abadi Ghadim & David J. Pannell, 1999. "A conceptual framework of adoption of an agricultural innovation," Agricultural Economics, International Association of Agricultural Economists, vol. 21(2), pages 145-154, October.
    17. Smyth, Stuart J. & Gusta, Michael & Belcher, Kenneth & Phillips, Peter W.B. & Castle, David, 2011. "Environmental impacts from herbicide tolerant canola production in Western Canada," Agricultural Systems, Elsevier, vol. 104(5), pages 403-410, June.
    18. Kevin T. McNamara & Michael E. Wetzstein & G. Keith Douce, 1991. "Factors Affecting Peanut Producer Adoption of Integrated Pest Management," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 13(1), pages 129-139.
    19. Madhu Khanna, 2001. "Sequential Adoption of Site-Specific Technologies and its Implications for Nitrogen Productivity: A Double Selectivity Model," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(1), pages 35-51.
    20. Margriet Caswell & David Zilberman, 1985. "The Choices of Irrigation Technologies in California," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 67(2), pages 224-234.
    21. Cowan, Robin & Gunby, Philip, 1996. "Sprayed to Death: Path Dependence, Lock-In and Pest Control Strategies," Economic Journal, Royal Economic Society, vol. 106(436), pages 521-542, May.
    22. Jeffrey H. Dorfman, 1996. "Modeling Multiple Adoption Decisions in a Joint Framework," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(3), pages 547-557.
    23. Fernandez-Cornejo, Jorge & Beach, E. Douglas & Huang, Wen-Yuan, 1994. "The Adoption Of Ipm Techniques By Vegetable Growers In Florida, Michigan And Texas," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 26(1), pages 1-15, July.
    24. Sarah Wheeler, 2009. "Exploring the influences on Australian agricultural professionals’ genetic engineering beliefs: an empirical analysis," The Journal of Technology Transfer, Springer, vol. 34(4), pages 422-439, August.
    25. Fernandez-Cornejo, Jorge & Beach, E. Douglas & Huang, Wen-Yuan, 1994. "The Adoption of IPM Techniques By Vegetable Growers in Florida, Michigan and Texas," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 26(1), pages 158-172, July.
    26. Läpple, Doris & Renwick, Alan & Thorne, Fiona, 2015. "Measuring and understanding the drivers of agricultural innovation: Evidence from Ireland," Food Policy, Elsevier, vol. 51(C), pages 1-8.
    27. Fairweather, John R. & Keating, Norah C., 1994. "Goals and management styles of New Zealand farmers," Agricultural Systems, Elsevier, vol. 44(2), pages 181-200.
    28. Mariano, Marc Jim & Villano, Renato & Fleming, Euan, 2012. "Factors influencing farmers’ adoption of modern rice technologies and good management practices in the Philippines," Agricultural Systems, Elsevier, vol. 110(C), pages 41-53.
    29. Saikou Sanyang & Te-Chen Kao & Wen-Chi Haung, 2009. "Comparative study of sustainable and non-sustainable interventions in technology development and transfer to the women’s vegetable gardens in the Gambia," The Journal of Technology Transfer, Springer, vol. 34(1), pages 59-75, February.
    30. Teklewold, Hailemariam & Kassie, Menale & Shiferaw, Bekele & Köhlin, Gunnar, 2013. "Cropping system diversification, conservation tillage and modern seed adoption in Ethiopia: Impacts on household income, agrochemical use and demand for labor," Ecological Economics, Elsevier, vol. 93(C), pages 85-93.
    31. Meredith J. Soule & Abebayehu Tegene & Keith D. Wiebe, 2000. "Land Tenure and the Adoption of Conservation Practices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(4), pages 993-1005.
    32. Matin Qaim, 2009. "The Economics of Genetically Modified Crops," Annual Review of Resource Economics, Annual Reviews, vol. 1(1), pages 665-694, September.
    33. Powlson, D.S. & Gregory, P.J. & Whalley, W.R. & Quinton, J.N. & Hopkins, D.W. & Whitmore, A.P. & Hirsch, P.R. & Goulding, K.W.T., 2011. "Soil management in relation to sustainable agriculture and ecosystem services," Food Policy, Elsevier, vol. 36(Supplemen), pages 72-87, January.
    34. Tsur, Yacov & Sternberg, Menachem & Hochman, Eithan, 1990. "Dynamic Modelling of Innovation Process Adoption with Risk Aversion and Learning," Oxford Economic Papers, Oxford University Press, vol. 42(2), pages 336-355, April.
    35. Nuthall, P. L., 2001. "Managerial ability -- a review of its basis and potential improvement using psychological concepts," Agricultural Economics, Blackwell, vol. 24(3), pages 247-262, March.
    36. Bernard, John C. & Pesek, John D., Jr. & Fan, Chunbo, 2004. "Performance Results and Characteristics of Adopters of Genetically Engineered Soybeans in Delaware," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 33(2), pages 1-11, October.
    37. Michael R. Rahm & Wallace E. Huffman, 1984. "The Adoption of Reduced Tillage: The Role of Human Capital and Other Variables," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 66(4), pages 405-413.
    38. Powlson, D.S. & Gregory, P.J. & Whalley, W.R. & Quinton, J.N. & Hopkins, D.W. & Whitmore, A.P. & Hirsch, P.R. & Goulding, K.W.T., 2011. "Soil management in relation to sustainable agriculture and ecosystem services," Food Policy, Elsevier, vol. 36(S1), pages 72-87.
    39. Feder, Gershon & O'Mara, Gerald T, 1981. "Farm Size and the Diffusion of Green Revolution Technology," Economic Development and Cultural Change, University of Chicago Press, vol. 30(1), pages 59-76, October.
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    5. Nikam, Vinayak & Ashok, Arathy & Pal, Suresh, 2022. "Farmers' information needs, access and its impact: Evidence from different cotton producing regions in the Maharashtra state of India," Agricultural Systems, Elsevier, vol. 196(C).
    6. 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.
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    More about this item

    Keywords

    Technological uptake; Technological information transfer; Structural equation model; Scottish crop farmers;
    All these keywords.

    JEL classification:

    • Q16 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - R&D; Agricultural Technology; Biofuels; Agricultural Extension Services
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods

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