IDEAS home Printed from https://ideas.repec.org/p/crt/wpaper/2301.html
   My bibliography  Save this paper

Factors Shaping Innovative Behavior: A Meta-Analysis of Technology Adoption Studies in Agriculture

Author

Listed:
  • Konstantinos Chatzimichael
  • Charoula Daskalaki
  • Gregory Emvalomatis
  • Michail Tsagris
  • Vangelis Tzouvelekas

    (Department of Economics, University of Crete, Greece)

Abstract

In this paper, we employ a meta-regression analysis approach to synthesize empirical evidence on the average partial effects of eleven adoption determinants that regularly appear in empirical studies examining farmer's adoption behavior worldwide. Our analysis considers a total of 122 studies from the adoption literature using discrete choice models that are published in 24 peer-reviewed journals since 1985, covering farmer's adoption behavior around the world and for a wide variety of agricultural technologies.

Suggested Citation

  • Konstantinos Chatzimichael & Charoula Daskalaki & Gregory Emvalomatis & Michail Tsagris & Vangelis Tzouvelekas, 2023. "Factors Shaping Innovative Behavior: A Meta-Analysis of Technology Adoption Studies in Agriculture," Working Papers 2301, University of Crete, Department of Economics.
    • Handle: RePEc:crt:wpaper:2301
    as

    Download full text from publisher

    File URL: https://economics.soc.uoc.gr/wpa/docs/2301.pdf
    File Function: First version
    Download Restriction: No
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Di Falco, Salvatore & Feri, Francesco & Pin, Paolo & Vollenweider, Xavier, 2018. "Ties that bind: Network redistributive pressure and economic decisions in village economies," Journal of Development Economics, Elsevier, vol. 131(C), pages 123-131.
    2. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    3. Shang, Linmei & Heckelei, Thomas & Gerullis, Maria K. & Börner, Jan & Rasch, Sebastian, 2021. "Adoption and diffusion of digital farming technologies - integrating farm-level evidence and system interaction," Agricultural Systems, Elsevier, vol. 190(C).
    4. T. D. Stanley & Stephen B. Jarrell, 2005. "Meta‐Regression Analysis: A Quantitative Method of Literature Surveys," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 299-308, July.
    5. Kazushi Takahashi & Rie Muraoka & Keijiro Otsuka, 2020. "Technology adoption, impact, and extension in developing countries’ agriculture: A review of the recent literature," Agricultural Economics, International Association of Agricultural Economists, vol. 51(1), pages 31-45, January.
    6. Nicholas J Pates & Nathan P Hendricks, 2020. "Additionality from Payments for Environmental Services with Technology Diffusion," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(1), pages 281-299, January.
    7. Staal, S. J. & Baltenweck, I. & Waithaka, M. M. & deWolff, T. & Njoroge, L., 2002. "Location and uptake: integrated household and GIS analysis of technology adoption and land use, with application to smallholder dairy farms in Kenya," Agricultural Economics, Blackwell, vol. 27(3), pages 295-315, November.
    8. T. D. Stanley, 2008. "Meta‐Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(1), pages 103-127, February.
    9. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    10. Rita Almeida & Ana Margarida Fernandes, 2008. "Openness and Technological Innovations in Developing Countries: Evidence from Firm-Level Surveys," Journal of Development Studies, Taylor & Francis Journals, vol. 44(5), pages 701-727.
    11. Evenson, Robert E. & Westphal, Larry E., 1995. "Technological change and technology strategy," Handbook of Development Economics, in: Hollis Chenery & T.N. Srinivasan (ed.), Handbook of Development Economics, edition 1, volume 3, chapter 37, pages 2209-2299, Elsevier.
    12. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, July.
    13. James G. MacKinnon & Matthew D. Webb, 2017. "Wild Bootstrap Inference for Wildly Different Cluster Sizes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 233-254, March.
    14. Dasgupta, Susmita & Meisner, Craig & Wheeler, David & Jin, Yanhong, 2002. "Agricultural Trade, Development and Toxic Risk," World Development, Elsevier, vol. 30(8), pages 1401-1412, August.
    15. Leslie Lipper & Philip Thornton & Bruce M. Campbell & Tobias Baedeker & Ademola Braimoh & Martin Bwalya & Patrick Caron & Andrea Cattaneo & Dennis Garrity & Kevin Henry & Ryan Hottle & Louise Jackson , 2014. "Climate-smart agriculture for food security," Nature Climate Change, Nature, vol. 4(12), pages 1068-1072, December.
    16. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost Heckemeyer & Robert Johnston & Patrice Laroche & Jon Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall Rosenberger & Katja Rost, 2013. "Meta-analysis of economics research reporting guidelines," Post-Print hal-02137661, HAL.
    17. Erwin Wauters & Erik Mathijs, 2014. "The adoption of farm level soil conservation practices in developed countries: a meta-analytic review," International Journal of Agricultural Resources, Governance and Ecology, Inderscience Enterprises Ltd, vol. 10(1), pages 78-102.
    18. Jonathan Skinner & Douglas Staiger, 2007. "Technology Adoption from Hybrid Corn to Beta-Blockers," NBER Chapters, in: Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches, pages 545-570, National Bureau of Economic Research, Inc.
    19. 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.
    20. 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.
    21. Edward Oczkowski & Hristos Doucouliagos, 2015. "Wine Prices and Quality Ratings: A Meta-regression Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 103-121.
    22. Tomas Havranek & Zuzana Irsova & Olesia Zeynalova, 2018. "Tuition Fees and University Enrolment: A Meta‐Regression Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 80(6), pages 1145-1184, December.
    23. Buddhini Ranjika Walisinghe & Shyama Ratnasiri & Nicholas Rohde & Ross Guest, 2017. "Does agricultural extension promote technology adoption in Sri Lanka," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 44(12), pages 2173-2186, December.
    24. Tomáš Havránek & T. D. Stanley & Hristos Doucouliagos & Pedro Bom & Jerome Geyer‐Klingeberg & Ichiro Iwasaki & W. Robert Reed & Katja Rost & R. C. M. van Aert, 2020. "Reporting Guidelines For Meta‐Analysis In Economics," Journal of Economic Surveys, Wiley Blackwell, vol. 34(3), pages 469-475, July.
    25. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost H. Heckemeyer & Robert J. Johnston & Patrice Laroche & Jon P. Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall S. Rosenberger & , 2013. "Meta-Analysis Of Economics Research Reporting Guidelines," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 390-394, April.
    26. Balima, Hippolyte W. & Kilama, Eric G. & Tapsoba, René, 2020. "Inflation targeting: Genuine effects or publication selection bias?," European Economic Review, Elsevier, vol. 128(C).
    27. Wallace E. Huffman, 1977. "Allocative Efficiency: The Role of Human Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(1), pages 59-79.
    28. 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. Fernau, Erik & Hirsch, Stefan, 2019. "What drives dividend smoothing? A meta regression analysis of the Lintner model," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 255-273.
    2. Klomp, Jeroen, 2023. "Political budget cycles in military expenditures: A meta-analysis," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 1083-1102.
    3. Mattia Filomena & Matteo Picchio, 2023. "Retirement and health outcomes in a meta‐analytical framework," Journal of Economic Surveys, Wiley Blackwell, vol. 37(4), pages 1120-1155, September.
    4. Stéphane Goutte & David Guerreiro & Bilel Sanhaji & Sophie Saglio & Julien Chevallier, 2019. "International Financial Markets," Post-Print halshs-02183053, HAL.
    5. Iryna Printezis & Carola Grebitus & Stefan Hirsch, 2019. "The price is right!? A meta-regression analysis on willingness to pay for local food," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-23, May.
    6. Stanley, T. D. & Doucouliagos, Chris, 2019. "Practical Significance, Meta-Analysis and the Credibility of Economics," IZA Discussion Papers 12458, Institute of Labor Economics (IZA).
    7. Demena, B.A., 2021. "Effectiveness of export promotion programmes," ISS Working Papers - General Series 688, International Institute of Social Studies of Erasmus University Rotterdam (ISS), The Hague.
    8. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    9. Stefan Hirsch, 2018. "Successful In The Long Run: A Meta†Regression Analysis Of Persistent Firm Profits," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 23-49, February.
    10. Anton Astakhov & Tomas Havranek & Jiri Novak, 2019. "Firm Size And Stock Returns: A Quantitative Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 33(5), pages 1463-1492, December.
    11. Petr Polák, 2019. "The Euro'S Trade Effect: A Meta‐Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 33(1), pages 101-124, February.
    12. Dominika Ehrenbergerova & Josef Bajzik & Tomas Havranek, 2023. "When Does Monetary Policy Sway House Prices? A Meta-Analysis," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 71(2), pages 538-573, June.
    13. Germà Bel & Mildred E. Warner, 2016. "Factors explaining inter-municipal cooperation in service delivery: a meta-regression analysis," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 19(2), pages 91-115, April.
    14. Xindong Xue & Mingmei Cheng & Wangyongxin Zhang, 2021. "Does Education Really Improve Health? A Meta‐Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 35(1), pages 71-105, February.
    15. Matteo Picchio & Michele Ubaldi, 2024. "Unemployment and health: A meta‐analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 38(4), pages 1437-1472, September.
    16. Iamsiraroj, Sasi & Doucouliagos, Hristos, 2015. "Does growth attract FDI?," Economics Discussion Papers 2015-18, Kiel Institute for the World Economy (IfW Kiel).
    17. Alfred Tunyire Apio & Djiby Racine Thiam & Ariel Dinar, 2025. "A Meta-Analysis of Water Institutions and Their Performance: Implications for Water Resource Management," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 39(2), pages 907-938, January.
    18. Havranek, Tomas & Kokes, Ondrej, 2015. "Income elasticity of gasoline demand: A meta-analysis," Energy Economics, Elsevier, vol. 47(C), pages 77-86.
    19. D'Andrea, Sara, 2022. "A Meta-Analysis on the Debt-Growth Relationship," MPRA Paper 114409, University Library of Munich, Germany.
    20. Gallet, Craig A. & Doucouliagos, Hristos, 2014. "The income elasticity of air travel: A meta-analysis," Annals of Tourism Research, Elsevier, vol. 49(C), pages 141-155.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • Q16 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - R&D; Agricultural Technology; Biofuels; Agricultural Extension Services
    • Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy; Animal Welfare Policy

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:crt:wpaper:2301. 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: Kostis Pigounakis (email available below). General contact details of provider: https://edirc.repec.org/data/deuchgr.html .

    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.