IDEAS home Printed from https://ideas.repec.org/p/fpr/gsspwp/178553.html

The impact of genetically modified cowpea on yields, postharvest losses, and profitability in Nigeria: Findings from a cluster randomized controlled trial

Author

Listed:
  • Amare, Mulubrhan
  • Andam, Kwaw S.
  • Spielman, David J.
  • Bamiwuye, Temilolu
  • Zambrano, Patricia
  • Chambers, Judith A.
  • Fasoranti, Adetunji
  • Popoola, Olufemi

Abstract

We assess the impacts of a genetically modified pod borer-resistant (PBR) cowpea variety in Nigeria through a cluster randomized controlled trial conducted in two major cowpea-cultivating states. Our design allows us to examine the impacts of PBR cowpea with and without a package of complementary inputs (fertilizer and insecticides) and in comparison to farmers who received only a conventional improved cowpea variety. Results indicate that farmers who received and planted PBR cowpea experienced significant increases in yield (21 percent) and net margins (49 percent) compared to those growing the conventional variety, with larger gains observed among those provided with the inputs package. Analysis of heterogeneous effects indicates substantial variation in outcomes based on baseline characteristics such as household size, landholding, pest control practices, and wealth. Estimation of group average treatment effects and classification analysis using a causal machine learning approach identify plot size, pesticide use, and assets as key drivers of impact heterogeneity. Findings highlight the need for targeted dissemination strategies to realize the sizable benefits of PBR cowpea for small-scale, resource-constrained farmers.

Suggested Citation

  • Amare, Mulubrhan & Andam, Kwaw S. & Spielman, David J. & Bamiwuye, Temilolu & Zambrano, Patricia & Chambers, Judith A. & Fasoranti, Adetunji & Popoola, Olufemi, 2025. "The impact of genetically modified cowpea on yields, postharvest losses, and profitability in Nigeria: Findings from a cluster randomized controlled trial," GSSP working papers 2383, International Food Policy Research Institute (IFPRI).
  • Handle: RePEc:fpr:gsspwp:178553
    as

    Download full text from publisher

    File URL: https://hdl.handle.net/10568/178553
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Phillip, Dayo & Nin-Pratt, Alejandro & Zambrano, Patricia & Wood-Sichra, Ulrike & Kato, Edward & Komen, John & Hanson, Hillary & Falck-Zepeda, José B. & Chambers, Judith A., 2019. "Insect-resistant cowpea in Nigeria: An ex ante economic assessment of a crop improvement initiative," IFPRI discussion papers 1896, International Food Policy Research Institute (IFPRI).
    2. Anna Baiardi & Andrea A Naghi, 2024. "The value added of machine learning to causal inference: evidence from revisited studies," The Econometrics Journal, Royal Economic Society, vol. 27(2), pages 213-234.
    3. Andam, Kwaw S. & Amare, Mulubrhan & Zambrano, Patricia & Bamiwuye, Temilolu & Nwagboso, Chibuzo & Fasoranti, Adetunji & Edeh, Hyacinth O. & Chambers, Judith A., 2024. "Impact evaluation of the use of PBR cowpea in Nigeria: Baseline report," NSSP working papers 145074, International Food Policy Research Institute (IFPRI).
    4. Tavneet Suri, 2011. "Selection and Comparative Advantage in Technology Adoption," Econometrica, Econometric Society, vol. 79(1), pages 159-209, January.
    5. Julius Manda & Arega D. Alene & Adane H. Tufa & Tahirou Abdoulaye & Alpha Y. Kamara & Olusoji Olufajo & Ousmane Boukar & Victor M. Manyong, 2020. "Adoption and Ex‐post Impacts of Improved Cowpea Varieties on Productivity and Net Returns in Nigeria," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(1), pages 165-183, February.
    6. Nwagboso, Chibuzo & Andam, Kwaw S. & Amare, Mulubrhan & Bamiwuye, Temilolu & Fasoranti, Adetunji, 2024. "The economic importance of cowpea in Nigeria trends and Implications for achieving agri-food system transformation," IFPRI discussion papers 2241, International Food Policy Research Institute (IFPRI).
    7. Ragasa, Catherine & Takeshima, Hiroyuki & Asante, Seth & Amare, Mulubrhan & Ma, Ning & Olanrewaju, Opeyemi & Duchoslav, Jan, 2025. "Maize yield responsiveness and profitability of fertilizer: New survey evidence from six African countries," Food Policy, Elsevier, vol. 133(C).
    8. Amare, Mulubhran & Andam, Kwaw S. & Bamiwuye, Temilolu & Chambers, Judith & Edeh, Hyacinth & Fasoranti, Adetunji & Nwagboso, Chibuzo & Zambrano, Patrica, 2024. "Impact evaluation of the use of PBR cowpea in Nigeria: Baseline report," Research reports 145074, International Food Policy Research Institute (IFPRI).
    9. Manda, Julius & Alene, Arega D. & Tufa, Adane H. & Abdoulaye, Tahirou & Wossen, Tesfamicheal & Chikoye, David & Manyong, Victor, 2019. "The poverty impacts of improved cowpea varieties in Nigeria: A counterfactual analysis," World Development, Elsevier, vol. 122(C), pages 261-271.
    10. Erik Lichtenberg & David Zilberman, 1986. "The Econometrics of Damage Control: Why Specification Matters," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 68(2), pages 261-273.
    11. Karen Macours, 2019. "Farmers’ Demand and the Traits and Diffusion of Agricultural Innovations in Developing Countries," Annual Review of Resource Economics, Annual Reviews, vol. 11(1), pages 483-499, October.
    12. Wilhelm Klümper & Matin Qaim, 2014. "A Meta-Analysis of the Impacts of Genetically Modified Crops," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-7, November.
    13. Damba, Osman T. & Ansah, Isaac Gershon Kodwo & Donkoh, Samuel A. & Alhassan, Amin & Mullins, Gary R. & Yussif, Kamaldeen & Taylor, Musah Salifu & Tetteh, Bright KD. & Appiah-Twumasi, Mark, 2020. "Effects of technology dissemination approaches on agricultural technology uptake and utilization in Northern Ghana," Technology in Society, Elsevier, vol. 62(C).
    14. Akhter U. Ahmed & John Hoddinott & Naveen Abedin & Nusrat Hossain, 2021. "The Impacts of GM Foods: Results from a Randomized Controlled Trial of Bt Eggplant in Bangladesh," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(4), pages 1186-1206, August.
    15. Rema Hanna & Sendhil Mullainathan & Joshua Schwartzstein, 2014. "Learning Through Noticing: Theory and Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1311-1353.
    16. 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.
    17. P. Kristjanson & I. Okike & S. Tarawali & B. B. Singh & V. M. Manyong, 2005. "Farmers' perceptions of benefits and factors affecting the adoption of improved dual‐purpose cowpea in the dry savannas of Nigeria," Agricultural Economics, International Association of Agricultural Economists, vol. 32(2), pages 195-210, March.
    18. Deaton, Angus & Cartwright, Nancy, 2018. "Understanding and misunderstanding randomized controlled trials," Social Science & Medicine, Elsevier, vol. 210(C), pages 2-21.
    19. McKenzie, David, 2012. "Beyond baseline and follow-up: The case for more T in experiments," Journal of Development Economics, Elsevier, vol. 99(2), pages 210-221.
    20. Amare, Mulubrhan & Andam, Kwaw S. & Bamiwuye, Temilolu & Fasoranti, Adetunji & Nwagboso, Chibuzo, 2024. "The economic importance of cowpea in Nigeria trends and Implications for achieving agri-food system transformation," IFPRI discussion papers 2241, International Food Policy Research Institute (IFPRI).
    21. Amare, Mulubrhan & Andam, Kwaw & Asante-Addo, Collins & Mockshell, Jonathan & Nwagboso, Chibuzo & Ritter, Thea, 2024. "Impact evaluation of the use of PBR cowpea in Nigeria: Baseline process evaluation report," Research reports 145073, International Food Policy Research Institute (IFPRI).
    22. Falck-Zepeda, José & Gruère, Guillaume & Horna, Daniela & Jones, Hannah & Matuschke, Ira & Nagarajan, Latha & Smale, Melinda & Yerramareddy, Indira & Zambrano, Patricia, 2009. "Measuring the economic impacts of transgenic crops in developing agriculture during the first decade: Approaches, findings, and future directions," Food policy reviews 10, International Food Policy Research Institute (IFPRI).
    23. Monica Fisher & Tsedeke Abate & Rodney Lunduka & Woinishet Asnake & Yoseph Alemayehu & Ruth Madulu, 2015. "Drought tolerant maize for farmer adaptation to drought in sub-Saharan Africa: Determinants of adoption in eastern and southern Africa," Climatic Change, Springer, vol. 133(2), pages 283-299, November.
    24. Mockshell, Jonathan & Asante-Addo, Collins & Nwagboso, Chibuzo & Ritter, Thea & Amare, Mulubrhan & Andam, Kwaw S., 2024. "Impact evaluation of the use of PBR cowpea in Nigeria: Baseline process evaluation report," NSSP working papers 145073, International Food Policy Research Institute (IFPRI).
    25. repec:fpr:gsspwp:139672 is not listed on IDEAS
    26. Ahsanuzzaman & Hamza Husain & David Zilberman, 2024. "Complementarity of field studies and RCTs: evidence from Bt eggplant in Bangladesh," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 51(2), pages 221-247.
    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. Amare, Mulubrhan & Andam, Kwaw S. & Spielman, David J. & Bamiwuye, Temilolu & Nwagboso, Chibuzo & Zambrano, Patricia & Chambers, Judith A., 2025. "Insecticide use, farmers’ self-reported health status, and genetically modified cowpea in Nigeria: Findings from a clustered randomized controlled trial with causal," GSSP working papers 2388, International Food Policy Research Institute (IFPRI).
    2. Kramer, Berber & Spielman, David J., 2025. "Quality seeds, improved varieties: The economics of crop genetic improvement and farmer uptake," IFPRI book chapters, in: Global food policy report 2025: Food policy: Lessons and priorities for a changing world, chapter 9, pages 221-244, International Food Policy Research Institute (IFPRI).
    3. Jourdain C. Lokossou & Hippolyte D. Affognon & Alphonse Singbo & Michel B. Vabi & Ayoni Ogunbayo & Paul Tanzubil & Alcade C. Segnon & Geoffrey Muricho & Haile Desmae & Hakeem Ajeigbe, 2022. "Welfare impacts of improved groundnut varieties adoption and food security implications in the semi-arid areas of West Africa," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 14(3), pages 709-728, June.
    4. 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.
    5. Apoorv Gupta & Jacopo Ponticelli & Andrea Tesei, 2020. "Language Barriers, Technology Adoption and Productivity: Evidence from Agriculture in India," NBER Working Papers 27192, National Bureau of Economic Research, Inc.
    6. Chowdhury, Shyamal & Smits, Joeri & Sun, Qigang, 2020. "Contract structure, time preference, and technology adoption," GLO Discussion Paper Series 633, Global Labor Organization (GLO).
    7. Estefan, Alejandro & Ordoñez, Romina & Parilli, Cristina & Winters, Paul, 2025. "Hybrid agricultural extension and the adoption of climate-resilient varieties: Evidence from oil palm in the Amazon," Food Policy, Elsevier, vol. 136(C).
    8. Paola Mallia, 2022. "You reap what (you think) you sow? Evidence on farmers’behavioral adjustments in the case of correct crop varietal identification," PSE Working Papers hal-03597332, HAL.
    9. Jacopo Bonan & Harounan Kazianga & Mariapia Mendola, 2019. "Agricultural Transformation and Farmers' Expectations: Experimental Evidence from Uganda," Development Working Papers 458, Centro Studi Luca d'Agliano, University of Milano.
    10. Christopher B. Barrett & Asad Islam & Abdul Mohammad Malek & Debayan Pakrashi & Ummul Ruthbah, 2022. "Experimental Evidence on Adoption and Impact of the System of Rice Intensification," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 4-32, January.
    11. Daniel Agness & Travis Baseler & Sylvain Chassang & Pascaline Dupas & Erik Snowberg, 2025. "Valuing the Time of the Self-Employed," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 92(6), pages 3471-3503.
    12. 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).
    13. Arslan, Cansın & Wollni, Meike & Oduol, Judith & Hughes, Karl, 2022. "Who communicates the information matters for technology adoption," World Development, Elsevier, vol. 158(C).
    14. Adjognon, Guigonan Serge & Liverpool-Tasie, Saweda & Dillon, Andrew & Bloem, Jeffrey, 2021. "Transaction Costs, Input Subsidies, and Climate-Smart Agricultural Technology Adoption: Experimental Evidence from Rice Farmers in Nigeria," 2021 Conference, August 17-31, 2021, Virtual 315157, International Association of Agricultural Economists.
    15. Kaywana Raeburn & Sonia Laszlo & Jim Warnick, 2023. "Resolving ambiguity as a public good: experimental evidence from Guyana," Theory and Decision, Springer, vol. 95(1), pages 79-107, July.
    16. Abebayehu Girma Geffersa & Frank W. Agbola & Amir Mahmood, 2022. "Improved maize adoption and impacts on farm household welfare: Evidence from rural Ethiopia," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 66(4), pages 860-886, October.
    17. Deutschmann, Joshua W. & Duru, Maya & Siegal, Kim & Tjernström, Emilia, 2025. "Relaxing multiple agricultural productivity constraints at scale," Journal of Development Economics, Elsevier, vol. 174(C).
    18. Chowdhury, Shyamal & Smits, Joeri & Sun, Qigang, 2020. "Contract Structure, Time Preference, and Technology Adoption," IZA Discussion Papers 13590, IZA Network @ LISER.
    19. Langyintuo, Augustine S. & Mungoma, Catherine, 2008. "The effect of household wealth on the adoption of improved maize varieties in Zambia," Food Policy, Elsevier, vol. 33(6), pages 550-559, December.
    20. Luca Mulazzani & Simone Piras & Claudia Giordano & Atsede Ghidey Alemayehu & Carla Barlagne & Ali Chebil & Chokri Thabet & Faten Khamassi & Johnny Mugisha & Josephine Kisakye & Evans Ligare Chimoita &, 2025. "Membership in farmers’ organizations and intention to innovate: A mixed random utility and behavioral approach," Post-Print hal-05294571, HAL.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;

    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:fpr:gsspwp:178553. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/ifprius.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.