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Impact of risk-contingent credit and traditional credit on smallholders’ agricultural investment and productivity: Experimental evidence from Kenya

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  • Ndegwa, Michael K.
  • Shee, Apurba
  • Ward, Patrick S.
  • Liu, Yanyan
  • Turvey, Calum G.
  • You, Liangzhi

Abstract

We use a multiyear, multi-arm randomized controlled trial implemented among 1,053 smallholders in Kenya to evaluate ex-ante investment and ex-post productivity and welfare benefits of two competing lending models: risk-contingent credit (RCC)—which embeds crop insurance with a loan product—and traditional credit (TC). We rely on local average treatment effects to demonstrate the effects of these alternative credit products on borrowers but report the intention-to-treat effects for their broader policy significance. Uptake of RCC increased treated households’ farm investments—specifically, adoption of chemical fertilizers—by up to 14 percent along the extensive margins and by more than 100 percent along the intensive margins, while TC’s effects were less in both magnitude and statistical significance. Neither type of credit product had a significant effect on the overall area cultivated under maize, hence enhancing agricultural intensification but not extensification. Ex-post, neither type of credit product had a strong direct effect on households’ productivity. We conclude that access to credit has potential to increase investment and productivity among smallholders, although improved productivity needs better measurement and extended intervention to be realized. To scale the potential effects of credit, derisking access to credit should be considered to expand access to credit.

Suggested Citation

  • Ndegwa, Michael K. & Shee, Apurba & Ward, Patrick S. & Liu, Yanyan & Turvey, Calum G. & You, Liangzhi, 2024. "Impact of risk-contingent credit and traditional credit on smallholders’ agricultural investment and productivity: Experimental evidence from Kenya," IFPRI discussion papers 2303, International Food Policy Research Institute (IFPRI).
  • Handle: RePEc:fpr:ifprid:163758
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    1. Yoav Benjamini & Abba M. Krieger & Daniel Yekutieli, 2006. "Adaptive linear step-up procedures that control the false discovery rate," Biometrika, Biometrika Trust, vol. 93(3), pages 491-507, September.
    2. repec:cdl:agrebk:qt15n8j26f is not listed on IDEAS
    3. Dercon, Stefan & Christiaensen, Luc, 2011. "Consumption risk, technology adoption and poverty traps: Evidence from Ethiopia," Journal of Development Economics, Elsevier, vol. 96(2), pages 159-173, November.
    4. Hans P. Binswanger, 1980. "Attitudes Toward Risk: Experimental Measurement in Rural India," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 62(3), pages 395-407.
    5. Nathaniel Jensen & Christopher Barrett, 2017. "Agricultural Index Insurance for Development," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 39(2), pages 199-219.
    6. Dean Karlan & Robert Osei & Isaac Osei-Akoto & Christopher Udry, 2014. "Agricultural Decisions after Relaxing Credit and Risk Constraints," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 597-652.
    7. Farrin, Katie & Miranda, Mario J., 2015. "A heterogeneous agent model of credit-linked index insurance and farm technology adoption," Journal of Development Economics, Elsevier, vol. 116(C), pages 199-211.
    8. Carter, Michael R. & Cheng, Lan & Sarris, Alexandros, 2016. "Where and how index insurance can boost the adoption of improved agricultural technologies," Journal of Development Economics, Elsevier, vol. 118(C), pages 59-71.
    9. Jalan, Jyotsna & Ravallion, Martin, 1999. "Are the poor less well insured? Evidence on vulnerability to income risk in rural China," Journal of Development Economics, Elsevier, vol. 58(1), pages 61-81, February.
    10. Jensen, Nathaniel D. & Barrett, Christopher B. & Mude, Andrew G., 2017. "Cash transfers and index insurance: A comparative impact analysis from northern Kenya," Journal of Development Economics, Elsevier, vol. 129(C), pages 14-28.
    11. Sarah A Janzen & Michael R Carter, 2019. "After the Drought: The Impact of Microinsurance on Consumption Smoothing and Asset Protection," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(3), pages 651-671.
    12. Townsend, Robert M, 1994. "Risk and Insurance in Village India," Econometrica, Econometric Society, vol. 62(3), pages 539-591, May.
    13. Hans P. Binswanger-Mkhize, 2012. "Is There Too Much Hype about Index-based Agricultural Insurance?," Journal of Development Studies, Taylor & Francis Journals, vol. 48(2), pages 187-200, February.
    14. Ksoll, Christopher & Lilleør, Helene Bie & Lønborg, Jonas Helth & Rasmussen, Ole Dahl, 2016. "Impact of Village Savings and Loan Associations: Evidence from a cluster randomized trial," Journal of Development Economics, Elsevier, vol. 120(C), pages 70-85.
    15. Jensen, Nathaniel D. & Mude, Andrew G. & Barrett, Christopher B., 2018. "How basis risk and spatiotemporal adverse selection influence demand for index insurance: Evidence from northern Kenya," Food Policy, Elsevier, vol. 74(C), pages 172-198.
    16. Jerry R. Skees & Barry J. Barnett, 2006. "Enhancing microfinance using index‐based risk‐transfer products," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 66(2), pages 235-250, November.
    17. Gin, Xavier & Yang, Dean, 2009. "Insurance, credit, and technology adoption: Field experimental evidencefrom Malawi," Journal of Development Economics, Elsevier, vol. 89(1), pages 1-11, May.
    18. Apurba Shee & Calum G. Turvey & Liangzhi You, 2019. "Design and rating of risk-contingent credit for balancing business and financial risks for Kenyan farmers," Applied Economics, Taylor & Francis Journals, vol. 51(50), pages 5447-5465, October.
    19. John Hoddinott, 2006. "Shocks and their consequences across and within households in Rural Zimbabwe," Journal of Development Studies, Taylor & Francis Journals, vol. 42(2), pages 301-321.
    20. David S. Lee, 2009. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(3), pages 1071-1102.
    21. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    22. Dean Karlan & Ed Kutsoati & Margaret McMillan & Chris Udry, 2011. "Crop Price Indemnified Loans for Farmers: A Pilot Experiment in Rural Ghana," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(1), pages 37-55, March.
    23. Jonathan Morduch, 1995. "Income Smoothing and Consumption Smoothing," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 103-114, Summer.
    24. Skees, Jerry R., 2008. "Innovations in Index Insurance for the Poor in Lower Income Countries," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 37(01), pages 1-15, April.
    25. Sylvester Ochieng Ogutu & Andrea Fongar & Theda Gödecke & Lisa Jäckering & Henry Mwololo & Michael Njuguna & Meike Wollni & Matin Qaim, 2020. "How to make farming and agricultural extension more nutrition-sensitive: evidence from a randomised controlled trial in Kenya [Agricultural extension: good intentions and hard realities]," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(1), pages 95-118.
    26. Apurba Shee & Calum G. Turvey & Joshua Woodard, 2015. "A field study for assessing risk-contingent credit for Kenyan pastoralists and dairy farmers," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(3), pages 330-348, September.
    27. Jerry R. Skees & Jason Hartell & Anne G. Murphy, 2007. "Using Index-Based Risk Transfer Products to Facilitate Micro Lending in Peru and Vietnam," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(5), pages 1255-1261.
    28. Harold Alderman & Trina Haque, 2007. "Insurance Against Covariate Shocks : The Role of Index-Based Insurance in Social Protection in Low-Income Countries of Africa," World Bank Publications - Books, The World Bank Group, number 6736.
    29. Jessica B. Hoel & Hope Michelson & Ben Norton & Victor Manyong, 2024. "Misattribution prevents learning," American Journal of Agricultural Economics, John Wiley & Sons, vol. 106(5), pages 1571-1594, October.
    30. Apurba Shee & Calum G. Turvey & Joshua Woodard, 2015. "A field study for assessing risk-contingent credit for Kenyan pastoralists and dairy farmers," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(3), pages 330-348, September.
    31. Harald Tauchmann, 2014. "Lee (2009) treatment-effect bounds for nonrandom sample selection," Stata Journal, StataCorp LLC, vol. 14(4), pages 884-894, December.
    32. Omotilewa, Oluwatoba J. & Ricker-Gilbert, Jacob & Ainembabazi, John Herbert & Shively, Gerald E., 2018. "Does improved storage technology promote modern input use and food security? Evidence from a randomized trial in Uganda," Journal of Development Economics, Elsevier, vol. 135(C), pages 176-198.
    33. Udry, Christopher, 1990. "Credit Markets in Northern Nigeria: Credit as Insurance in a Rural Economy," The World Bank Economic Review, World Bank, vol. 4(3), pages 251-269, September.
    34. Jerry R. Skees & Barry J. Barnett, 2006. "Enhancing microfinance using index-based risk-transfer products," Agricultural Finance Review, Emerald Group Publishing, vol. 66(2), pages 235-250, September.
    35. Skees, Jerry R., 2008. "Innovations in Index Insurance for the Poor in Lower Income Countries," Agricultural and Resource Economics Review, Cambridge University Press, vol. 37(1), pages 1-15, April.
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