IDEAS home Printed from https://ideas.repec.org/a/ags/ifaamr/240705.html

Big Data and Smallholder Farmers: Big Data Applications in the Agri-Food Supply Chain in Developing Countries

Author

Listed:
  • Protopop, Iuliia
  • Shanoyan, Aleksan

Abstract

The potential of big data (BD) applications in agriculture is attracting a growing interest from food and agribusiness industry players, researchers, and policy makers. Possible gains in agricultural productivity and supply chain efficiency from BD-based solutions can help address the challenge of doubling the food supply by 2050. Most of the research in this area evolves around commercial agricultural production in developed countries with relatively limited attention to BD-based solutions focused on smallholder farms in developing countries. This paper provides an overview of the existing and emerging technologies that can potentially enhance the big data application in the agribusiness value chain in developing countries, and presents a discussion of four successful cases of big data applications targeting smallholder producers. This paper also highlights drivers and barriers for smallholder-oriented applications in the agri-food supply chain in developing countries and discusses related implications for policy makers, private industry, and NGOs.

Suggested Citation

  • Protopop, Iuliia & Shanoyan, Aleksan, . "Big Data and Smallholder Farmers: Big Data Applications in the Agri-Food Supply Chain in Developing Countries," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 19(A), pages 1-18.
    • Handle: RePEc:ags:ifaamr:240705
    DOI: 10.22004/ag.econ.240705
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/240705/files/920150139.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.22004/ag.econ.240705?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. Sonka, Steve, . "Big Data and the Ag Sector: More than Lots of Numbers," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 17(01), pages 1-20.
    2. Shawn Cole & Xavier Gine & Jeremy Tobacman & Petia Topalova & Robert Townsend & James Vickery, 2013. "Barriers to Household Risk Management: Evidence from India," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 104-135, January.
    3. Foltz, Jeremy D., 2004. "Credit market access and profitability in Tunisian agriculture," Agricultural Economics, Blackwell, vol. 30(3), pages 229-240, May.
    4. Demirguc-Kunt,Asli & Klapper,Leora & Singer,Dorothe & Van Oudheusden,Peter, 2015. "The Global Findex Database 2014 : measuring financial inclusion around the world," Policy Research Working Paper Series 7255, The World Bank.
    5. S. Viswanathan & Adriano Rampini, 2013. "Household risk management," 2013 Meeting Papers 647, Society for Economic Dynamics.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Li, Rongda & He, Jing, 2024. "FinTech development and household resilience to negative income shocks: The role of informal risk sharing," International Review of Economics & Finance, Elsevier, vol. 94(C).
    2. Yao, Becatien H. & Shanoyan, Aleksan & Schwab, Benjamin & Amanor-Boadu, Vincent, 2022. "Mobile money, transaction costs, and market participation: evidence from Côte d’Ivoire and Tanzania," Food Policy, Elsevier, vol. 112(C).
    3. Jui-Hsiung Chuang & Jiun-Hao Wang & Yu-Chang Liou, 2020. "Farmers’ Knowledge, Attitude, and Adoption of Smart Agriculture Technology in Taiwan," IJERPH, MDPI, vol. 17(19), pages 1-8, October.
    4. Jérémie Forney & Angga Dwiartama, 2023. "The project, the everyday, and reflexivity in sociotechnical agri-food assemblages: proposing a conceptual model of digitalisation," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 40(2), pages 441-454, June.
    5. Matthew Quayson & Chunguang Bai & Joseph Sarkis & Md Altab Hossin, 2024. "Evaluating barriers to blockchain technology for sustainable agricultural supply chain: A fuzzy hierarchical group DEMATEL approach," Operations Management Research, Springer, vol. 17(2), pages 728-753, June.
    6. Yao, Becatien & Shanoyan, Aleksan & Schwab, Ben & Amanor-Boadu, Vincent, 2023. "The role of mobile money in household resilience: Evidence from Kenya," World Development, Elsevier, vol. 165(C).
    7. Alexandra Birkmaier & Adhurim Imeri & Gerald Reiner, 2024. "Improving supply chain planning for perishable food: data-driven implications for waste prevention," Journal of Business Economics, Springer, vol. 94(6), pages 1-36, August.
    8. El-Haddadeh, Ramzi & Osmani, Mohamad & Hindi, Nitham & Fadlalla, Adam, 2021. "Value creation for realising the sustainable development goals: Fostering organisational adoption of big data analytics," Journal of Business Research, Elsevier, vol. 131(C), pages 402-410.
    9. Ioannis Margaritis & Michael Madas & Maro Vlachopoulou, 2022. "Big Data Applications in Food Supply Chain Management: A Conceptual Framework," Sustainability, MDPI, vol. 14(7), pages 1-21, March.
    10. Chunling Li & Ben Niu, 2020. "Design of smart agriculture based on big data and Internet of things," International Journal of Distributed Sensor Networks, , vol. 16(5), pages 15501477209, May.
    11. Gina Rico Mendez & Giusy Pappalardo & Bryan Farrell, 2021. "Practicing Fair and Sustainable Local Food Systems: Elements of Food Citizenship in the Simeto River Valley," Agriculture, MDPI, vol. 11(1), pages 1-22, January.
    12. repec:ehu:cuader:55447 is not listed 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. Ginger Turner & Farah Said & Uzma Afzal, 2014. "Microinsurance Demand After a Rare Flood Event: Evidence From a Field Experiment in Pakistan," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 39(2), pages 201-223, April.
    2. Ceballos, Francisco & Hill, Ruth Vargas & Robles, Miguel, 2013. "Demand for weather hedges in India: An empirical exploration of theoretical predictions:," IFPRI discussion papers 1280, International Food Policy Research Institute (IFPRI).
    3. Mobarak, Ahmed Musfiq & Rosenzweig, Mark, 2013. "Risk, Insurance and Wages in General Equilibrium," Working Papers 127, Yale University, Department of Economics.
    4. Czura, Kristina & Dequiedt, Vianney, 2015. "Willingness-to-pay for microinsurance and flexibility: Evidence from an agricultural investment lab-in-the-field experiment in Senegal," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 112993, Verein für Socialpolitik / German Economic Association.
    5. Michler, Jeffrey & Shively, Gerald, 2016. "Agricultural Production, Weather Variability, and Technical Change: 40 Years of Evidence from Indi," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 236342, Agricultural and Applied Economics Association.
    6. Takahashi, Kazushi & Ikegami, Munenobu & Sheahan, Megan & Barrett, Christopher B., 2014. "Quasi-experimental evidence on the drivers of index-based livestock insurance demand in Southern Ethiopia," IDE Discussion Papers 480, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    7. Shawn Cole & Xavier Giné & James Vickery, 2017. "How Does Risk Management Influence Production Decisions? Evidence from a Field Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 1935-1970.
    8. Antoine Leblois & Philippe Quirion & Benjamin Sultan, 2013. "Price vs. weather shock hedging for cash crops: ex ante evaluation for cotton producers in Cameroon," Working Papers hal-00796528, HAL.
    9. Daniel J. Clarke, 2016. "A Theory of Rational Demand for Index Insurance," American Economic Journal: Microeconomics, American Economic Association, vol. 8(1), pages 283-306, February.
    10. Delis, Manthos D. & Mylonidis, Nikolaos, 2015. "Trust, happiness, and households’ financial decisions," Journal of Financial Stability, Elsevier, vol. 20(C), pages 82-92.
    11. Chen, Kevin Z. & Hill, Ruth Vargas & Liu, Yanyan & Xiao, Chengwei, 2013. "Borrowing from the insurer: An empirical analysis of demand and impact of insurance in China:," IFPRI discussion papers 1306, International Food Policy Research Institute (IFPRI).
    12. Hebous, Sarah & Klonner, Stefan, 2014. "Economic Distress and Farmer Suicides in India: An Econometric Investigation," Working Papers 0565, University of Heidelberg, Department of Economics.
    13. Patrick S. Ward & David L. Ortega & David J. Spielman & Neha Kumar & Sumedha Minocha, 2020. "Demand for Complementary Financial and Technological Tools for Managing Drought Risk," Economic Development and Cultural Change, University of Chicago Press, vol. 68(2), pages 607-653.
    14. Tim Kaiser & Lukas Menkhoff, 2017. "Does Financial Education Impact Financial Literacy and Financial Behavior, and If So, When?," The World Bank Economic Review, World Bank, vol. 31(3), pages 611-630.
    15. Duru, Maya Joan, 2016. "Too Certain to Invest? Public Safety Nets and Insurance Markets in Ethiopia," World Development, Elsevier, vol. 78(C), pages 37-51.
    16. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2015. "Entrepreneurship and Financial Frictions: A Macrodevelopment Perspective," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 409-436, August.
    17. Sheahan, Megan & Liu, Yanyan & Barrett, Christopher B. & Narayanan, Sudha, 2014. "The political economy of MGNREGS spending in Andhra Pradesh," IFPRI discussion papers 1371, International Food Policy Research Institute (IFPRI).
    18. Saibal Ghosh, 2020. "Access to and use of finance in India: does religion matter?," Indian Economic Review, Springer, vol. 55(1), pages 67-92, June.
    19. Lena Giesbert & Susan Steiner, 2015. "Client Perceptions of the Value of Microinsurance: Evidence from Southern Ghana," Journal of International Development, John Wiley & Sons, Ltd., vol. 27(1), pages 15-35, January.
    20. Awondo, Sebastain N. & Octavio, Ramirez & Colson, Gregory & Kostandini, Genti & Fonsah, Esendugue, 2015. "Self-Protection from Weather Risk using Improved Maize Varieties or Off-Farm Income and the Propensity for Insurance," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 206226, Agricultural and Applied Economics Association.

    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:ags:ifaamr:240705. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/ifamaea.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.