IDEAS home Printed from https://ideas.repec.org/a/wly/agribz/v40y2024i2p484-512.html
   My bibliography  Save this article

Exploring the role of interest rates, macroeconomic environment, agricultural cycle, and gender on loan demand in the agricultural sector: Evidence from Mali

Author

Listed:
  • Tim Ölkers
  • Oliver Mußhoff

Abstract

Formal credit plays an important role for the development of the agriculture sector in developing countries because many farmers are characterized as liquidity constrained. Access to credit can increase farmers' purchasing power for inputs and agricultural technology, thus raising the overall productivity. Farmers in Mali are particularly vulnerable to shocks, such as heavy precipitation events. Access to liquidity to increase the resilience of the agricultural sector is essential. Therefore, higher financing volumes are required, which make the analysis of loan demand in agriculture of interest. The purpose of this paper is to empirically investigate the role of the interest rate, the macroeconomic environment, the agricultural cycle and the gender of the farmer on the loan demand in the agricultural sector from a country in the Sahel. Unique and comprehensive loan data at the farm level, provided by a commercial Malian bank, is used for this analysis. The analysis covers the period from 2010 to 2020. Two different estimation strategies are combined. First, an ordinary least square regression is applied with the granted loan amount as the dependent variable. Second, the machine learning technique, least absolute shrinkage and selection operator, is applied to select the most relevant features to be used as explanatory variables in the estimation. The results reveal that the interest rate, the gross value added, the farmer's gender as well as the agricultural cycle have statistically significant effects on the granted loan demand in agriculture. These results are of interest to policymakers, who deal with financial inclusion as well as market failures, and agricultural financial institutions who could incorporate such information in the design of future loan products to stimulate farmers' loan demand, especially for female farmers. [EconLit Citations: G20, G21, O13, O16, Q14, Q18].

Suggested Citation

  • Tim Ölkers & Oliver Mußhoff, 2024. "Exploring the role of interest rates, macroeconomic environment, agricultural cycle, and gender on loan demand in the agricultural sector: Evidence from Mali," Agribusiness, John Wiley & Sons, Ltd., vol. 40(2), pages 484-512, April.
  • Handle: RePEc:wly:agribz:v:40:y:2024:i:2:p:484-512
    DOI: 10.1002/agr.21891
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/agr.21891
    Download Restriction: no

    File URL: https://libkey.io/10.1002/agr.21891?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. Suresh de Mel & David McKenzie & Christopher Woodruff, 2009. "Are Women More Credit Constrained? Experimental Evidence on Gender and Microenterprise Returns," American Economic Journal: Applied Economics, American Economic Association, vol. 1(3), pages 1-32, July.
    2. Zou, Hui, 2006. "The Adaptive Lasso and Its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1418-1429, December.
    3. Mullally, Conner & Chakravarty, Shourish, 2018. "Are matching funds for smallholder irrigation money well spent?," Food Policy, Elsevier, vol. 76(C), pages 70-80.
    4. Smale, Melinda & Theriault, Veronique & Vroegindewey, Ryan, 2020. "Nutritional implications of dietary patterns in Mali," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 15(3), September.
    5. Kuhn, Lena & Bobojonov, Ihtiyor, 2023. "The role of risk rationing in rural credit demand and uptake: lessons from Kyrgyzstan," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 83(1), pages 1-20.
    6. Huntington, Hillard G. & Barrios, James J. & Arora, Vipin, 2019. "Review of key international demand elasticities for major industrializing economies," Energy Policy, Elsevier, vol. 133(C).
    7. Raymond Fisman & Daniel Paravisini & Vikrant Vig, 2017. "Cultural Proximity and Loan Outcomes," American Economic Review, American Economic Association, vol. 107(2), pages 457-492, February.
    8. 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.
    9. Luis Garicano & Claudia Steinwender, 2016. "Survive Another Day: Using Changes in the Composition of Investments to Measure the Cost of Credit Constraints," The Review of Economics and Statistics, MIT Press, vol. 98(5), pages 913-924, December.
    10. Falk Bräuning & Victoria Ivashina, 2020. "Monetary Policy and Global Banking," Journal of Finance, American Finance Association, vol. 75(6), pages 3055-3095, December.
    11. Sarfo, Yaw & Musshoff, Oliver & Weber, Ron & Danne, Michael, 2021. "Farmers’ willingness to pay for digital and conventional credit: Evidence from a discrete choice experiment in Madagascar," 61st Annual Conference, Berlin, Germany, September 22-24, 2021 317074, German Association of Agricultural Economists (GEWISOLA).
    12. Asenath Kotugan Fada Silong & Yiorgos Gadanakis, 2019. "Credit sources, access and factors influencing credit demand among rural livestock farmers in Nigeria," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 80(1), pages 68-90, October.
    13. 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.
    14. Hira Channa & Jacob Ricker‐Gilbert & Hugo De Groote & Jonathan Bauchet, 2021. "Willingness to pay for a new farm technology given risk preferences: Evidence from an experimental auction in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 52(5), pages 733-748, September.
    15. Yaw Sarfo & Oliver Musshoff & Ron Weber & Michael Danne, 2021. "Farmers’ willingness to pay for digital and conventional credit: Insight from a discrete choice experiment in Madagascar," PLOS ONE, Public Library of Science, vol. 16(11), pages 1-23, November.
    16. Martinson Ankrah Twumasi & Yuansheng Jiang & Frank Osei Danquah & Abbas Ali Chandio & Wonder Agbenyo, 2020. "The role of savings mobilization on access to credit: a case study of smallholder farmers in Ghana," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 80(2), pages 275-290, January.
    17. Susan Athey & Guido W. Imbens, 2019. "Machine Learning Methods That Economists Should Know About," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 685-725, August.
    18. Abdoul Karim Diamoutene & John Baptist D. Jatoe, 2020. "Access to credit and maize productivity in Mali," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 81(3), pages 458-477, December.
    19. Sarfo, Yaw & Musshoff, Oliver & Weber, Ron & Danne, Michael, 2021. "Farmers’ Willingness to Pay for Digital Credit: Evidence from a Discrete Choice Experiment in Madagascar," 2021 Conference, August 17-31, 2021, Virtual 315029, International Association of Agricultural Economists.
    20. Huet, E.K. & Adam, M. & Giller, K.E. & Descheemaeker, K., 2020. "Diversity in perception and management of farming risks in southern Mali," Agricultural Systems, Elsevier, vol. 184(C).
    21. Melinda Smale & Veronique Theriault & Amidou Assima & Yenizie Kone, 2020. "Nutritional Implications of Dietary Patterns in Mali," Feed the Future Innovation Lab for Food Security Policy Research Briefs 303679, Michigan State University, Department of Agricultural, Food, and Resource Economics, Feed the Future Innovation Lab for Food Security (FSP).
    22. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    23. Kochar, Anjini, 1997. "An empirical investigation of rationing constraints in rural credit markets in India," Journal of Development Economics, Elsevier, vol. 53(2), pages 339-371, August.
    24. Fred Mawunyo Dzanku & Robert Osei & Isaac Osei‐Akoto, 2021. "The impact of mobile phone voice message reminders on agricultural outcomes in Mali," Agricultural Economics, International Association of Agricultural Economists, vol. 52(5), pages 789-806, September.
    25. Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014. "Underinvestment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh," Econometrica, Econometric Society, vol. 82(5), pages 1671-1748, September.
    26. Cheryl Doss & Chiara Kovarik & Amber Peterman & Agnes Quisumbing & Mara Bold, 2015. "Gender inequalities in ownership and control of land in Africa: myth and reality," Agricultural Economics, International Association of Agricultural Economists, vol. 46(3), pages 403-434, May.
    27. Arieska Wening Sarwosri & Ulf Römer & Oliver Musshoff, 2016. "Are African female farmers disadvantaged on the microfinance lending market?," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 76(4), pages 477-493, November.
    28. Leslie J. Verteramo Chiu & Sivalai V. Khantachavana & Calum G. Turvey, 2014. "Risk rationing and the demand for agricultural credit: a comparative investigation of Mexico and China," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 74(2), pages 248-270, July.
    29. 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).
    30. Wagner, Charlotte & Winkler, Adalbert, 2013. "The Vulnerability of Microfinance to Financial Turmoil – Evidence from the Global Financial Crisis," World Development, Elsevier, vol. 51(C), pages 71-90.
    31. Calza, Alessandro & Sousa, João & Manrique, Marta, 2003. "Aggregate loans to the euro area private sector," Working Paper Series 202, European Central Bank.
    32. Dean Karlan & Jonathan Zinman, 2019. "Long-Run Price Elasticities of Demand for Credit: Evidence from a Countrywide Field Experiment in Mexico," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1704-1746.
    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. Ahmed Mushfiq Mobarak & Maira Emy Reimão, 2020. "Seasonal Poverty and Seasonal Migration in Asia," Asian Development Review, MIT Press, vol. 37(1), pages 1-42, March.
    35. Azariadis, Costas & Smith, Bruce D, 1996. "Private Information, Money, and Growth: Indeterminacy, Fluctuations, and the Mundell-Tobin Effect," Journal of Economic Growth, Springer, vol. 1(3), pages 309-332, September.
    36. 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.
    37. Yaw Sarfo & Oliver Musshoff & Ron Weber, 2019. "Loan officer rotation and credit access: evidence from Madagascar," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 80(1), pages 51-67, October.
    38. Suresh de Mel & David McKenzie & Christopher Woodruff, 2009. "Returns to Capital in Microenterprises: Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 423-423.
    39. Turvey, Calum G. & He, Guangwen & MA, Jiujie & Kong, Rong & Meagher, Patrick, 2012. "Farm credit and credit demand elasticities in Shaanxi and Gansu," China Economic Review, Elsevier, vol. 23(4), pages 1020-1035.
    40. Murfin, Justin & Petersen, Mitchell, 2016. "Loans on sale: Credit market seasonality, borrower need, and lender rents," Journal of Financial Economics, Elsevier, vol. 121(2), pages 300-326.
    41. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    42. Wilm Fecke & Jan-Henning Feil & Oliver Musshoff, 2016. "Determinants of loan demand in agriculture: empirical evidence from Germany," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 76(4), pages 462-476, November.
    43. Maruejols, Lucie & Höschle, Lisa & Yu, Xiaohua, 2022. "Vietnam between economic growth and ethnic divergence: A LASSO examination of income-mediated energy consumption," Energy Economics, Elsevier, vol. 114(C).
    44. Collins Asante-Addo & Jonathan Mockshell & Manfred Zeller & Khalid Siddig & Irene S. Egyir, 2017. "Agricultural credit provision: what really determines farmers’ participation and credit rationing?," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 77(2), pages 239-256, July.
    45. Annkathrin Possner & Selina Bruns & Oliver Musshoff, 2021. "A Cambodian smallholder farmer's choice between microfinance institutes and informal commercial moneylenders: the role of risk attitude," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 82(1), pages 183-204, February.
    46. Didier Kadjo & Jacob Ricker‐Gilbert & Tahirou Abdoulaye & Gerald Shively & Mohamed N. Baco, 2018. "Storage losses, liquidity constraints, and maize storage decisions in Benin," Agricultural Economics, International Association of Agricultural Economists, vol. 49(4), pages 435-454, July.
    47. Agier, Isabelle & Szafarz, Ariane, 2013. "Microfinance and Gender: Is There a Glass Ceiling on Loan Size?," World Development, Elsevier, vol. 42(C), pages 165-181.
    48. Anthony A. DeFusco & Andrew Paciorek, 2017. "The Interest Rate Elasticity of Mortgage Demand: Evidence from Bunching at the Conforming Loan Limit," American Economic Journal: Economic Policy, American Economic Association, vol. 9(1), pages 210-240, February.
    49. Constantin Johnen & Oliver Mußhoff, 2023. "Digital credit and the gender gap in financial inclusion: Empirical evidence from Kenya," Journal of International Development, John Wiley & Sons, Ltd., vol. 35(2), pages 272-295, March.
    50. Laris, Paul & Foltz, Jeremy D. & Voorhees, Briton, 2015. "Taking from cotton to grow maize: The shifting practices of small-holder farmers in the cotton belt of Mali," Agricultural Systems, Elsevier, vol. 133(C), pages 1-13.
    51. Dean Karlan & Jonathan Zinman, 2005. "Elasticities of Demand for Consumer Credit," Working Papers 926, Economic Growth Center, Yale University.
    52. Romano, Joseph P. & Wolf, Michael, 2016. "Efficient computation of adjusted p-values for resampling-based stepdown multiple testing," Statistics & Probability Letters, Elsevier, vol. 113(C), pages 38-40.
    53. Soontaree Sakprachawut & Damien Jourdain, 2016. "Land titles and formal credit in Thailand," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 76(2), pages 270-287, July.
    54. Basu, Karna & Wong, Maisy, 2015. "Evaluating seasonal food storage and credit programs in east Indonesia," Journal of Development Economics, Elsevier, vol. 115(C), pages 200-216.
    55. Ahmed Mushfiq Mobarak & Neela A. Saldanha, 2022. "Remove barriers to technology adoption for people in poverty," Nature Human Behaviour, Nature, vol. 6(4), pages 480-482, April.
    56. 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.
    57. Bell, Clive & Srinivasan, T N & Udry, Christopher, 1997. "Rationing, Spillover, and Interlinking in Credit Markets: The Case of Rural Punjab," Oxford Economic Papers, Oxford University Press, vol. 49(4), pages 557-585, October.
    58. Uthra K. Raghunathan & Cesar L. Escalante & Jeffrey H. Dorfman & Glenn C. W. Ames & Jack E. Houston, 2011. "The effect of agriculture on repayment efficiency: a look at MFI borrowing groups," Agricultural Economics, International Association of Agricultural Economists, vol. 42(4), pages 465-474, July.
    59. Emmanuel Tetteh Jumpah & Yaw Osei-Asare & Emmanuel Kodjo Tetteh, 2019. "Do farmer and credit specific characteristics matter in microfinance programmes’ participation? Evidence from smallholder farmers in Ada west and east districts," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 79(3), pages 353-370, May.
    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. Ölkers, Tim & Liu, Shuang & Mußhoff, Oliver, 2023. "A typology of Malian farmers and their credit repayment performance - An unsupervised machine learning approach," 97th Annual Conference, March 27-29, 2023, Warwick University, Coventry, UK 334547, Agricultural Economics Society - AES.
    2. Kuhn, Lena & Bobojonov, Ihtiyor, 2023. "The role of risk rationing in rural credit demand and uptake: lessons from Kyrgyzstan," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 83(1), pages 1-20.
    3. Seth R. Gitter & James Manley & Jill Bernstein & Paul Winters, 2022. "Do agricultural support and cash transfer programmes improve nutritional status?," Journal of International Development, John Wiley & Sons, Ltd., vol. 34(1), pages 203-235, January.
    4. Wouter Zant, 2023. "How costly is using livestock as a savings device?," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 15(1), pages 77-110, February.
    5. Conning, Jonathan & Udry, Christopher, 2007. "Rural Financial Markets in Developing Countries," Handbook of Agricultural Economics, in: Robert Evenson & Prabhu Pingali (ed.), Handbook of Agricultural Economics, edition 1, volume 3, chapter 56, pages 2857-2908, Elsevier.
    6. Chowdhury, Shyamal & Hasan, Syed & Sharma, Uttam, 2024. "The Role of Trainee Selection in the Effectiveness of Vocational Training: Evidence from a Randomized Controlled Trial in Nepal," IZA Discussion Papers 16705, Institute of Labor Economics (IZA).
    7. Bossavie, Laurent & Görlach, Joseph-Simon & Özden, Çağlar & Wang, He, 2024. "Capital Markets, Temporary Migration and Entrepreneurship: Evidence from Bangladesh," World Development, Elsevier, vol. 176(C).
    8. Oriana Bandiera & Robin Burgess & Narayan Das & Selim Gulesci & Imran Rasul & Munshi Sulaiman, 2017. "Labor Markets and Poverty in Village Economies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 811-870.
    9. Gabriel Jiménez & José-Luis Peydró & Rafael Repullo & Jesús Saurina, 2017. "Burning Money? Government Lending in a Credit Crunch," Working Papers 984, Barcelona School of Economics.
    10. Esther Gehrke & Michael Grimm, 2018. "Do Cows Have Negative Returns? The Evidence Revisited," Economic Development and Cultural Change, University of Chicago Press, vol. 66(4), pages 673-707.
    11. Balana, B. B. & Mekonnen, D. & Haile, B. & Hagos, Fitsum & Yimam, S. & Ringler, C., 2022. "Demand and supply constraints of credit in smallholder farming: evidence from Ethiopia and Tanzania," Papers published in Journals (Open Access), International Water Management Institute, pages 159:106033..
    12. Joseph L. Breeden, 2024. "An Age–Period–Cohort Framework for Profit and Profit Volatility Modeling," Mathematics, MDPI, vol. 12(10), pages 1-23, May.
    13. Günther Fink & B. Kelsey Jack & Felix Masiye, 2020. "Seasonal Liquidity, Rural Labor Markets, and Agricultural Production," American Economic Review, American Economic Association, vol. 110(11), pages 3351-3392, November.
    14. Erhardt, Eva, 2017. "Microfinance beyond self-employment: Evidence for firms in Bulgaria," MPRA Paper 79294, University Library of Munich, Germany.
    15. repec:luc:wpaper:18-04 is not listed on IDEAS
    16. Francis William Mmari & Saganga Mussa Kapaya, 2022. "Financial service access and agriculture commercialization of smallholder rice growers in Kilombero District: The moderating role of institutional cultural cognitive," International Journal of Research in Business and Social Science (2147-4478), Center for the Strategic Studies in Business and Finance, vol. 11(8), pages 409-418, November.
    17. Aggarwal, Shilpa & Francis, Eilin & Robinson, Jonathan, 2018. "Grain today, gain tomorrow: Evidence from a storage experiment with savings clubs in Kenya," Journal of Development Economics, Elsevier, vol. 134(C), pages 1-15.
    18. Masselus, Lise & Petrik, Christina & Ankel-Peters, Jörg, 2024. "Lost in the design space? Construct validity in the microfinance literature," Ruhr Economic Papers 1097, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    19. Betelhem M. Negede & Hugo De Groote & Bart Minten & Maarten Voors, 2024. "Does access to improved grain storage technology increase farmers' welfare? Experimental evidence from maize farming in Ethiopia," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(1), pages 137-152, February.
    20. Vojtech Bartos & Silvia Castro & Kristina Czura & Timm Opitz, 2023. "Gendered Access to Finance: The Role of Team Formation, Idea Quality, and Implementation Constraints in Business Evaluations," Rationality and Competition Discussion Paper Series 473, CRC TRR 190 Rationality and Competition.
    21. Romain Houssa & Paul Reding & Albena Sotirova, 2017. "Methodological issues of an impact evaluation of development support in agriculture," BeFinD Working Papers 0120, University of Namur, Department of Economics.

    More about this item

    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:wly:agribz:v:40:y:2024:i:2:p:484-512. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1520-6297 .

    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.