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Patterns and heterogeneity in credit repayment performance: Evidence from Malian farmers

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  • Tim Ölkers
  • Shuang Liu
  • Oliver Mußhoff
  • Xiaohua Yu

Abstract

Formal credit can enhance farmers' purchasing power, increase productivity, and enforce resilience throughout the agricultural sector. Therefore, analyzing bank clients and credit data in the agricultural sector is of interest. This study aims to (1) investigate distinct cluster patterns among the bank's farmer clients in Mali utilizing clustering techniques on 3335 farmer clients with 9469 credit records data collected between January 2010 and April 2022, and (2) reveal whether these clusters exhibit heterogeneity regarding credit repayment performance. Our results indicate the presence of three distinct clusters differing by personal and credit characteristics: frequent low‐volume farmers (FLVF), moderate‐volume high‐interest farmers (MVHIF), and high‐volume long‐term farmers (HVLTF). Each identified and distinct cluster demonstrates a dissimilar on time, late, or defaulted repayment performance. The associations between credit volume, credit duration, interest rate, repayment periodicity, and various delayed repayments differ across clusters, indicating heterogeneity. Hence, tailored financial products to different farmer clusters are needed to enhance the repayment performance of farmers in Mali.

Suggested Citation

  • Tim Ölkers & Shuang Liu & Oliver Mußhoff & Xiaohua Yu, 2025. "Patterns and heterogeneity in credit repayment performance: Evidence from Malian farmers," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 47(2), pages 694-722, May.
    • Handle: RePEc:wly:apecpp:v:47:y:2025:i:2:p:694-722
    DOI: 10.1002/aepp.13484
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    as
    1. Fafchamps, Marcel & McKenzie, David & Quinn, Simon & Woodruff, Christopher, 2014. "Microenterprise growth and the flypaper effect: Evidence from a randomized experiment in Ghana," Journal of Development Economics, Elsevier, vol. 106(C), pages 211-226.
    2. Lori Beaman & Dean Karlan & Bram Thuysbaert & Christopher Udry, 2023. "Selection Into Credit Markets: Evidence From Agriculture in Mali," Econometrica, Econometric Society, vol. 91(5), pages 1595-1627, September.
    3. Felix Chan & László Mátyás, 2022. "Linear Econometric Models with Machine Learning," Advanced Studies in Theoretical and Applied Econometrics, in: Felix Chan & László Mátyás (ed.), Econometrics with Machine Learning, chapter 0, pages 1-39, Springer.
    4. Isabel Lambrecht & Monica Schuster & Sarah Asare Samwini & Laura Pelleriaux, 2018. "Changing gender roles in agriculture? Evidence from 20 years of data in Ghana," Agricultural Economics, International Association of Agricultural Economists, vol. 49(6), pages 691-710, November.
    5. Erica Field & Rohini Pande, 2008. "Repayment Frequency and Default in Microfinance: Evidence From India," Journal of the European Economic Association, MIT Press, vol. 6(2-3), pages 501-509, 04-05.
    6. Shahidur R. Khandker & Gayatri B. Koolwal, 2016. "How has microcredit supported agriculture? Evidence using panel data from Bangladesh," Agricultural Economics, International Association of Agricultural Economists, vol. 47(2), pages 157-168, March.
    7. Pelka, Niels & Weber, Ron & Musshoff, Oliver, 2015. "Does weather matter? How rainfall shocks affect credit risk in agricultural micro-finance," 2015 Conference, August 9-14, 2015, Milan, Italy 212617, International Association of Agricultural Economists.
    8. Godquin, Marie, 2004. "Microfinance Repayment Performance in Bangladesh: How to Improve the Allocation of Loans by MFIs," World Development, Elsevier, vol. 32(11), pages 1909-1926, November.
    9. Niels Pelka & Oliver Musshoff & Ron Weber, 2015. "Does weather matter? How rainfall affects credit risk in agricultural microfinance," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(2), pages 194-212, July.
    10. Jeremy R. Magruder, 2018. "An Assessment of Experimental Evidence on Agricultural Technology Adoption in Developing Countries," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 299-316, October.
    11. Felix Chan & László Mátyás (ed.), 2022. "Econometrics with Machine Learning," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-031-15149-1, December.
    12. Lee, Jean N. & Morduch, Jonathan & Ravindran, Saravana & Shonchoy, Abu S., 2022. "Narrowing the gender gap in mobile banking," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 276-293.
    13. Abhijit Vinayak Banerjee, 2013. "Microcredit Under the Microscope: What Have We Learned in the Past Two Decades, and What Do We Need to Know?," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 487-519, May.
    14. Flory, Jeffrey A., 2018. "Formal finance and informal safety nets of the poor: Evidence from a savings field experiment," Journal of Development Economics, Elsevier, vol. 135(C), pages 517-533.
    15. Brehanu, Amare & Fufa, Bekabil, 2008. "Repayment rate of loans from semi-formal financial institutions among small-scale farmers in Ethiopia: Two-limit Tobit analysis," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 37(6), pages 2221-2230, December.
    16. Abhijit V. Banerjee & Esther Duflo, 2014. "Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 572-607.
    17. Victoria Westbrooke & Peter Nuthall, 2017. "Why small farms persist? The influence of farmers’ characteristics on farm growth and development. The case of smaller dairy farmers in NZ," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 61(4), pages 663-684, October.
    18. Jerome Dumortier & Miguel Carriquiry & Amani Elobeid, 2021. "Impact of climate change on global agricultural markets under different shared socioeconomic pathways," Agricultural Economics, International Association of Agricultural Economists, vol. 52(6), pages 963-984, November.
    19. Huber, Robert & Bartkowski, Bartosz & Brown, Calum & El Benni, Nadja & Feil, Jan-Henning & Grohmann, Pascal & Joormann, Ineke & Leonhardt, Heidi & Mitter, Hermine & Müller, Birgit, 2024. "Farm typologies for understanding farm systems and improving agricultural policy," Agricultural Systems, Elsevier, vol. 213(C).
    20. Graskemper, Viktoria & Yu, Xiaohua & Feil, Jan-Henning, 2021. "Farmer typology and implications for policy design – An unsupervised machine learning approach," Land Use Policy, Elsevier, vol. 103(C).
    21. Westbrooke, Victoria & Nuthall, Peter, 2017. "Why small farms persist? The influence of farmers’ characteristics on farm growth and development. The case of smaller dairy farmers in NZ," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 61(4), October.
    22. Heidi Webber & Frank Ewert & Jørgen E. Olesen & Christoph Müller & Stefan Fronzek & Alex C. Ruane & Maryse Bourgault & Pierre Martre & Behnam Ababaei & Marco Bindi & Roberto Ferrise & Robert Finger & , 2018. "Diverging importance of drought stress for maize and winter wheat in Europe," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
    23. Alberto F. Alesina & Francesca Lotti & Paolo Emilio Mistrulli, 2013. "Do Women Pay More For Credit? Evidence From Italy," Journal of the European Economic Association, European Economic Association, vol. 11, pages 45-66, January.
    24. Richard A. Gallenstein & Khushbu Mishra & Abdoul G. Sam & Mario J. Miranda, 2019. "Willingness to Pay for Insured Loans in Northern Ghana," Journal of Agricultural Economics, Wiley Blackwell, vol. 70(3), pages 640-662, September.
    25. Marup Hossain & Tisorn Songsermsawas & Robinson H. Toguem, 2024. "The role of access to finance in disaster recovery: Evidence from coastal communities in India," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(1), pages 218-234, February.
    26. Kaixing Huang & Nicholas Sim, 2021. "Adaptation May Reduce Climate Damage in Agriculture by Two Thirds," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(1), pages 47-71, February.
    27. C. C. De Lauwere, 2005. "The role of agricultural entrepreneurship in Dutch agriculture of today," Agricultural Economics, International Association of Agricultural Economists, vol. 33(2), pages 229-238, September.
    28. Niels Pelka & Oliver Musshoff & Ron Weber, 2015. "Does weather matter? How rainfall affects credit risk in agricultural microfinance," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 75(2), pages 194-212, July.
    29. Ron Weber & Oliver Musshoff, 2012. "Is agricultural microcredit really more risky? Evidence from Tanzania," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 72(3), pages 416-435, November.
    30. Imke Hering & Oliver Musshoff, 2017. "Forewarned is forearmed – repayment delays in microfinance relationships," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 77(2), pages 218-238, July.
    31. Channa, Hira & Ricker-Gilbert, Jacob & Feleke, Shiferaw & Abdoulaye, Tahirou, 2022. "Overcoming smallholder farmers’ post-harvest constraints through harvest loans and storage technology: Insights from a randomized controlled trial in Tanzania," Journal of Development Economics, Elsevier, vol. 157(C).
    32. Xiaomeng Cui & Wei Xie, 2022. "Adapting Agriculture to Climate Change through Growing Season Adjustments: Evidence from Corn in China," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 249-272, January.
    33. Ron Weber & Oliver Musshoff, 2017. "Can flexible agricultural microfinance loans limit the repayment risk of low diversified farmers?," Agricultural Economics, International Association of Agricultural Economists, vol. 48(5), pages 537-548, September.
    34. Ron Weber & Oliver Musshoff, 2012. "Is agricultural microcredit really more risky? Evidence from Tanzania," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 72(3), pages 416-435, November.
    35. Gilbert, Christopher L. & Christiaensen, Luc & Kaminski, Jonathan, 2017. "Food price seasonality in Africa: Measurement and extent," Food Policy, Elsevier, vol. 67(C), pages 119-132.
    36. Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
    37. Felix Chan & Mark N. Harris & Ranjodh B. Singh & Wei (Ben) Ern Yeo, 2022. "Nonlinear Econometric Models with Machine Learning," Advanced Studies in Theoretical and Applied Econometrics, in: Felix Chan & László Mátyás (ed.), Econometrics with Machine Learning, chapter 0, pages 41-78, Springer.
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