IDEAS home Printed from https://ideas.repec.org/a/bla/jageco/v74y2023i2p570-590.html
   My bibliography  Save this article

Innovation context and technology traits explain heterogeneity across studies of agricultural technology adoption: A meta‐analysis

Author

Listed:
  • Dario Schulz
  • Jan Börner

Abstract

Despite a wealth of case‐specific insights from agricultural adoption studies, we lack systematic evidence on which technology characteristics matter for adoption across different innovation contexts. We synthesise the results of 304 quantitative farm‐level adoption studies for a wide range of agricultural innovations across more than 60 countries using multi‐level meta regression. Our results show that land, capital and knowhow are generally more important when an innovation uses the respective factor intensively, but this effect is reduced in contexts where the factor is abundant. Our findings have implications for the design of rural development and agricultural extension programmes. Both should consider the interplay of geographic context and innovation characteristics to develop more effective sustainable intensification strategies.

Suggested Citation

  • Dario Schulz & Jan Börner, 2023. "Innovation context and technology traits explain heterogeneity across studies of agricultural technology adoption: A meta‐analysis," Journal of Agricultural Economics, Wiley Blackwell, vol. 74(2), pages 570-590, June.
    • Handle: RePEc:bla:jageco:v:74:y:2023:i:2:p:570-590
    DOI: 10.1111/1477-9552.12521
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/1477-9552.12521
    Download Restriction: no
    File URL: https://libkey.io/10.1111/1477-9552.12521?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. Benjamin W. Cowan & Daegoon Lee & C. Richard Shumway, 2015. "The Induced Innovation Hypothesis and U.S. Public Agricultural Research," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(3), pages 727-742.
    2. Binswanger, Hans P, 1974. "The Measurement of Technical Change Biases with Many Factors of Production," American Economic Review, American Economic Association, vol. 64(6), pages 964-976, December.
    3. Joachim von Braun & Kaosar Afsana & Louise O. Fresco & Mohamed Hassan, 2021. "Food systems: seven priorities to end hunger and protect the planet," Nature, Nature, vol. 597(7874), pages 28-30, September.
    4. Stefan Ambec & Mark A. Cohen & Stewart Elgie & Paul Lanoie, 2013. "The Porter Hypothesis at 20: Can Environmental Regulation Enhance Innovation and Competitiveness?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(1), pages 2-22, January.
    5. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    6. Jakob Edler & Jan Fagerberg, 2017. "Innovation policy: what, why, and how," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 33(1), pages 2-23.
    7. Andrew D. Foster & Mark R. Rosenzweig, 2022. "Are There Too Many Farms in the World? Labor Market Transaction Costs, Machine Capacities, and Optimal Farm Size," Journal of Political Economy, University of Chicago Press, vol. 130(3), pages 636-680.
    8. Binswanger, Hans P, 1974. "A Microeconomic Approach to Induced Innovation," Economic Journal, Royal Economic Society, vol. 84(336), pages 940-958, December.
    9. Wallace E. Huffman, 2020. "Human Capital and Adoption of Innovations: Policy Implications," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 92-99, March.
    10. Kolawole Ogundari & Olufemi D. Bolarinwa, 2018. "Impact of agricultural innovation adoption: a meta†analysis," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(2), pages 217-236, April.
    11. Benjamin, Dwayne, 1992. "Household Composition, Labor Markets, and Labor Demand: Testing for Separation in Agricultural Household Models," Econometrica, Econometric Society, vol. 60(2), pages 287-322, March.
    12. Ruth Stewart & Laurenz Langer & Natalie Rebelo Da Silva & Evans Muchiri & Hazel Zaranyika & Yvonne Erasmus & Nicola Randall & Shannon Rafferty & Marcel Korth & Nolizwe Madinga & Thea de Wet, 2015. "The Effects of Training, Innovation and New Technology on African Smallholder Farmers' Economic Outcomes and Food Security: A Systematic Review," Campbell Systematic Reviews, John Wiley & Sons, vol. 11(1), pages 1-224.
    13. Aslihan Arslan & Kristin Floress & Christine Lamanna & Leslie Lipper & Solomon Asfaw & Todd Rosenstock, 2020. "IFAD RESEARCH SERIES 63 - The adoption of improved agricultural technologies - A meta-analysis for Africa," IFAD Research Series 304758, International Fund for Agricultural Development (IFAD).
    14. George W. Norton & Jeffrey Alwang, 2020. "Changes in Agricultural Extension and Implications for Farmer Adoption of New Practices," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 8-20, March.
    15. Nicolas Koch & Erasmus K H J zu Ermgassen & Johanna Wehkamp & Francisco J B Oliveira Filho & Gregor Schwerhoff, 2019. "Agricultural Productivity and Forest Conservation: Evidence from the Brazilian Amazon," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(3), pages 919-940.
    16. Asche, Frank & Smith, Martin D., 2018. "Viewpoint: Induced Innovation in Fisheries and Aquaculture," Food Policy, Elsevier, vol. 76(C), pages 1-7.
    17. Carrer, Marcelo José & Maia, Alexandre Gori & de Mello Brandão Vinholis, Marcela & de Souza Filho, Hildo Meirelles, 2020. "Assessing the effectiveness of rural credit policy on the adoption of integrated crop-livestock systems in Brazil," Land Use Policy, Elsevier, vol. 92(C).
    18. Feder, Gershon & Just, Richard E & Zilberman, David, 1985. "Adoption of Agricultural Innovations in Developing Countries: A Survey," Economic Development and Cultural Change, University of Chicago Press, vol. 33(2), pages 255-298, January.
    19. Knowler, Duncan & Bradshaw, Ben, 2007. "Farmers' adoption of conservation agriculture: A review and synthesis of recent research," Food Policy, Elsevier, vol. 32(1), pages 25-48, February.
    20. Anderson, Jock R. & Feder, Gershon & Ganguly, Sushma, 2006. "The rise and fall of training and visit extension : an Asian mini-drama with an African epilogue," Policy Research Working Paper Series 3928, The World Bank.
    21. Kuehne, Geoff & Llewellyn, Rick & Pannell, David J. & Wilkinson, Roger & Dolling, Perry & Ouzman, Jackie & Ewing, Mike, 2017. "Predicting farmer uptake of new agricultural practices: A tool for research, extension and policy," Agricultural Systems, Elsevier, vol. 156(C), pages 115-125.
    22. Funk, Peter, 2002. "Induced Innovation Revisited," Economica, London School of Economics and Political Science, vol. 69(273), pages 155-171, February.
    23. Oscar Montes de Oca Munguia & Rick Llewellyn, 2020. "The Adopters versus the Technology: Which Matters More when Predicting or Explaining Adoption?," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 80-91, March.
    24. Ta Nhat Linh & Hoang Thanh Long & Le Van Chi & Le Thanh Tam & Philippe Lebailly, 2019. "Access to Rural Credit Markets in Developing Countries, the Case of Vietnam: A Literature Review," Sustainability, MDPI, vol. 11(5), pages 1-18, March.
    25. Ruzzante, Sacha & Labarta, Ricardo & Bilton, Amy, 2021. "Adoption of agricultural technology in the developing world: A meta-analysis of the empirical literature," World Development, Elsevier, vol. 146(C).
    26. Tendayi Chapoto & Anthony Q.Q. Aboagye, 2017. "African innovations in harnessing farmer assets as collateral," African Journal of Economic and Management Studies, Emerald Group Publishing Limited, vol. 8(1), pages 66-75, March.
    27. David J. Pannell & Roger Claassen, 2020. "The Roles of Adoption and Behavior Change in Agricultural Policy," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 31-41, March.
    28. Kuehne, Geoff & Llewellyn, Rick S. & Pannell, David J. & Wilkinson, Roger & Dolling, P. & Ewing, Michael A., 2011. "ADOPT: a tool for predicting adoption of agricultural innovations," 2011 Conference (55th), February 8-11, 2011, Melbourne, Australia 100570, Australian Agricultural and Resource Economics Society.
    29. Ogundari, Kolawole & Bolarinwa, Olufemi D., 2018. "Impact of agricultural innovation adoption: a meta-analysis," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(2), April.
    Full references (including those not matched with items on IDEAS)

    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. Schulz, Dario & Börner, Jan, 2021. "Context and Technology Traits Explain Heterogeneity Across Adoption Studies of Agricultural Innovations: A Global Meta-Analysis," 2021 Conference, August 17-31, 2021, Virtual 315003, International Association of Agricultural Economists.
    2. Rick S. Llewellyn & Brendan Brown, 2020. "Predicting Adoption of Innovations by Farmers: What is Different in Smallholder Agriculture?," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 100-112, March.
    3. Alfons Weersink & Murray Fulton, 2020. "Limits to Profit Maximization as a Guide to Behavior Change," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 67-79, March.
    4. Lorraine Balaine & Doris Läpple & Emma J Dillon & Cathal Buckley, 2023. "Extension and management pathways for enhanced farm sustainability: evidence from Irish dairy farms," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 50(2), pages 810-850.
    5. Montes de Oca Munguia, Oscar & Pannell, David J. & Llewellyn, Rick & Stahlmann-Brown, Philip, 2021. "Adoption pathway analysis: Representing the dynamics and diversity of adoption for agricultural practices," Agricultural Systems, Elsevier, vol. 191(C).
    6. Varshney, Deepak & Mishra, Ashok K. & Joshi, Pramod K. & Roy, Devesh, 2022. "Social networks, heterogeneity, and adoption of technologies: Evidence from India," Food Policy, Elsevier, vol. 112(C).
    7. Oscar Montes de Oca Munguia & Rick Llewellyn, 2020. "The Adopters versus the Technology: Which Matters More when Predicting or Explaining Adoption?," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 80-91, March.
    8. David Pannell & David Zilberman, 2020. "Understanding Adoption of Innovations and Behavior Change to Improve Agricultural Policy," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 3-7, March.
    9. Aslihan Arslan & Kristin Floress & Christine Lamanna & Leslie Lipper & Solomon Asfaw & Todd Rosenstock, 2020. "IFAD RESEARCH SERIES 63 - The adoption of improved agricultural technologies - A meta-analysis for Africa," IFAD Research Series 304758, International Fund for Agricultural Development (IFAD).
    10. Perosa, Bruno & Newton, Peter & Carrer, Marcelo José, 2021. "Access to information affects the adoption of integrated systems by farmers in Brazil," Land Use Policy, Elsevier, vol. 106(C).
    11. Ruzzante, Sacha & Labarta, Ricardo & Bilton, Amy, 2021. "Adoption of agricultural technology in the developing world: A meta-analysis of the empirical literature," World Development, Elsevier, vol. 146(C).
    12. Arslan, Cansın & Wollni, Meike & Oduol, Judith & Hughes, Karl, 2022. "Who communicates the information matters for technology adoption," World Development, Elsevier, vol. 158(C).
    13. Jean‐Paul Chavas & Céline Nauges, 2020. "Uncertainty, Learning, and Technology Adoption in Agriculture," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 42-53, March.
    14. Pardey, Philip G. & Alston, Julian M. & Ruttan, Vernon W., 2010. "The Economics of Innovation and Technical Change in Agriculture," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 939-984, Elsevier.
    15. Sébastien Desbureaux & Eric Nazindigouba Kere & Pascale Combes Motel, 2016. "Impact Evaluation in a Landscape: Protected Natural Forests, Anthropized Forested Lands and Deforestation Leakages in Madagascar's Rainforests," Working Papers halshs-01342182, HAL.
    16. Enid M. Katungi & Catherine Larochelle & Josephat R. Mugabo & Robin Buruchara, 2018. "The effect of climbing bean adoption on the welfare of smallholder common bean growers in Rwanda," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(1), pages 61-79, February.
    17. Kim S. Alexander & Garry Greenhalgh & Magnus Moglia & Manithaythip Thephavanh & Phonevilay Sinavong & Silva Larson & Tom Jovanovic & Peter Case, 2020. "What is technology adoption? Exploring the agricultural research value chain for smallholder farmers in Lao PDR," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 37(1), pages 17-32, March.
    18. Ran Sun & James Nolan & Suren Kulshreshtha, 2022. "Agent-based modeling of policy induced agri-environmental technology adoption," SN Business & Economics, Springer, vol. 2(8), pages 1-26, August.
    19. David J. Pannell & Roger Claassen, 2020. "The Roles of Adoption and Behavior Change in Agricultural Policy," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 31-41, March.
    20. Maleki, Tahereh & Koohestani, Hossein & Keshavarz, Marzieh, 2022. "Can climate-smart agriculture mitigate the Urmia Lake tragedy in its eastern basin?," Agricultural Water Management, Elsevier, vol. 260(C).

    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:bla:jageco:v:74:y:2023:i:2:p:570-590. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0021-857X .

    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.