Abu, Benjamin Musah and Domanban, Paul Bata and Haruna, Issahaku (2017): Microcredit Loan Repayment Default among Small Scale Enterprises: A Double Hurdle Approach. Published in: Ghana Journal of Development Studies , Vol. 14, No. 1 (23 May 2017): pp. 146-165.
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Abstract
Previous studies that analysed loan defaults have imposed the restrictive assumption that the factors which influence the probability of loan default and the rate of default are the same and with the same direction effects. This study introduces a two-stage approach by applying the double hurdle model to analyse probability of loan default and the magnitude of the default as a way of relaxing this restrictive assumption. Using the model, this study is able to isolate the determinants of default rate from the determinants of the probability of default. The control function approach is used to test and control for potential endogeneity of loan amount and profit in the probability of default equation. The model is applied to primary data from a survey of 200 small scale entrepreneurs in the Upper West Region of Ghana. Results show that enterprise size, interest rate, loan duration, level of profit and loan amount are the simultaneous determinants of probability and rate of default. The study recommends that the National Board for Small Scale Industries should intensify training programmes aimed at enhancing the managerial and technical capabilities of entrepreneurs to ensure healthy and productive management to promote enterprise growth and increase profit margins and hence reduce defaults.
Item Type: | MPRA Paper |
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Original Title: | Microcredit Loan Repayment Default among Small Scale Enterprises: A Double Hurdle Approach |
English Title: | Microcredit Loan Repayment Default among Small Scale Enterprises: A Double Hurdle Approach |
Language: | English |
Keywords: | Repayment, Default, Microfinance, Small Scale Enterprises, Endogeneity, Double Hurdle |
Subjects: | E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E43 - Interest Rates: Determination, Term Structure, and Effects E - Macroeconomics and Monetary Economics > E5 - Monetary Policy, Central Banking, and the Supply of Money and Credit > E51 - Money Supply ; Credit ; Money Multipliers M - Business Administration and Business Economics ; Marketing ; Accounting ; Personnel Economics > M2 - Business Economics |
Item ID: | 101576 |
Depositing User: | Dr. Issahaku Haruna |
Date Deposited: | 07 Jul 2020 07:06 |
Last Modified: | 07 Jul 2020 07:06 |
References: | Abu, B.M., Domanban, P.B. and Sekyi, S. (2016). Credit market participation by women-owned small scale enterprises in Wa and Jirapa districts of the Upper West region of Ghana. Ghanaian Journal of Economics, 4(2016), pp. 71-97. Altman, E.I., Brady, B., Resti, A. and Sironi, A. (2005). The link between default and recovery rates: theory, empirical evidence and implications. Journal of Business, 78, pp. 2203–27. Altman, E.I., Resti, A. and Sironi, A. (2004). Default recovery rates in credit risk modelling: a review of the literature and empirical evidence. Economic Notes, 33(2), pp. 183-208. Anigbogu, T.U., Onugu, C.U., Onyeugbo, B.N. and Okoli, M.I. (2014). Determinants of loan repayment among cooperative farmers in Awka North L.G.A of Anambra State, Nigeria. European Scientific Journal, 10(22), pp. 168-190. Awunyo-Vitor, D. (2012). Determinants of loan repayment default among farmers in Brong Ahafo Region of Ghana. Journal of Development and Agricultural Economics, 4(13), pp. 339-445. Bade, B., Rosch, D. and Scheule, H. (2011). Default and recovery risk dependencies in a simple credit risk model. European Financial Management, 17(1), pp. 120–144. Bastos, J.A. (2010). Forecasting bank loans loss-given-default. Journal of Banking & Finance, 34, pp. 2510–2517. Bonfim, D. (2009). Credit risk drivers: evaluating the contribution of firm level information and of macroeconomic dynamics. Journal of Banking & Finance, 33, pp. 281–299. Bridges, S. and Disney, R. (2004). Use of credit and arrears on debt among low-income families in the United Kingdom. Fiscal Studies, 25(1), pp. 1–25. Bruche, M. and González-Aguado, C. (2010). Recovery rates, default probabilities, and the credit cycle. Journal of Banking & Finance, 34, pp. 754–764. Burke, W.J. (2009). Fitting and interpreting Cragg’s tobit alternative using Stata. Stata Journal, 9(4), pp. 584–592. Cragg, J.G. (1971). Some statistical models for limited dependent variables with application to the demand for durable goods. Econometrica, 39(5), pp. 829–844. Demirgüç-Kunt, A. and Detragiache, E. (1998). The determinants of banking crises: evidence from industrial and developing countries. Working Paper 1828, March, IMF. Dermine, J. and Neto de Carvalho, C. (2006). Bank loan losses-given-default: a case study. Journal of Banking & Finance, 30, pp. 1219–1243. Eze, C.C. and Ibekwe, U.C. (2007). Determinants of loan repayment under the indigenous financial system in Southeast, Nigeria. The Social Sciences, 2(2), pp. 116- 120. Frye, J. (2000). Collateral damage risk. April, pp. 91–94. Greene, W.H. (2003). Econometric Analysis. 5th edition. New Jersey: Pearson Education International. Grunert, J. and Weber, M. (2009). Recovery rates of commercial lending: empirical evidence for German companies. Journal of Banking & Finance, 33, pp. 505–513. Heckman, J. (1979). Sample selection bias as a specification error. Econometrica, 47(1), pp. 153–161. Jarrow, R., Lando, D. and Turnbull, S. (1997). A markov model for the term structure of credit risk spreads. Review of Financial Studies, 10, pp. 481–523. Jarrow, R.A. (2001). Default parameter estimation using market prices. Financial Analysts Journal, 57(5), pp. 75–92. Jimenez, G. and Saurina, J. (2004). Collateral, type of lender and relationship banking as determinants of credit risk, Working Paper, Banco de Espana. Johnson, S., Bone, P., Breach, A. and Friedman, E. (2000). Corporate governance in the Asian financial crisis, 1997–98. Journal of Financial Economics, 58, pp. 141–186. Khieu, H.D., Mullineaux, D.J. and Yi, H.-C. (2012). The determinants of bank loan recovery rates. Journal of Banking & Finance, 36(4), pp. 923-933. Kiboki, A.K., Sakwa, M. and Kiriago, A.N. (2014). The Relationship between small scale enterprises performance and access to credit from microfinance institutions in Mount Elgon Constituency, Kenya. International Journal of Academic Research in Business and Social Sciences, 4(9), pp. 507-518. Kosak, M. and Poljsak, J. (2010). Loss given default determinants in a commercial bank lending: an emerging market case study. Zb. rad. Ekon. fak. Rij, 28(1), pp. 61-88. Lin, S.L. (2009). A new two-stage hybrid approach of credit risk in banking industry. Expert Systems with Applications, 36, pp. 8333–8341. McCann, F. and McIndoe-Calder, T. (2012). Determinants of SME loan default: the importance of borrower-level heterogeneity. Technical Research Paper, 06/RT/12, Central Bank of Ireland. McQuown, J.A. (1997). Market versus accounting-based measures of default Risk. In Option Embedded Bonds, (Ed), Nelken, I. Chicago: Irwin Professional Publishing Menton, A. and Sherman, M. (2014). Analysis of the Irish SME market using microdata. Bulletin 39, IFC. Mokhtar, S.H., Nartea, G. and Gan, C. (2012). Determinants of microcredit loans repayment problem among microfinance borrowers in Malaysia. International Journal of Business and Social Research, 2(7), pp. 33-45. Munene, H.N. and Guyo, S.H. (2013). Factors influencing loan repayment default in microfinance institutions: the experience of Imenti North District, Kenya. International Journal of Applied Science and Technology, 3(3), pp. 80-84 Oladeebo, J.O. and Oladeebo, O.E. (2008). Determinants of loan repayment among smallholder farmers in Ogbomoso Agricultural Zone of Oyo State, Nigeria. Journal of Social Sciences, 17(1), pp. 59-62. Olwande, J. and Mathenge, M. (2012). Market participation among poor rural households in Kenya. In Paper Presented at the International Association of Agricultural Economists Triennial Conference, Brazil. (18-24 August). Pederzoli, C. and Torricelli, C. (2005). Capital requirements and business cycle regimes: forward-looking modelling of default probabilities. Journal of Banking & Finance, 29, pp. 3121–3140. Ricker-Gilbert, J., Jayne, T.S. and Chirwa, E. (2011). Subsidies and crowding out: a double-hurdle model of fertilizer demand in Malawi. American Journal of Agricultural Economics, 93(1), pp. 26–42. Schicks, J. (2014). Over-indebtedness in microfinance – an empirical analysis of related factors on the borrower level. World Development, 54, pp. 301–324. Sharma, M. and Zeller, M. (1997). Repayment performance in group based credit programmes in Bangladesh. World Development, 25(10), pp. 1731-1742. Tobin, J. (1958). Estimation of relationships for limited dependent variables. Econometrica, 26(1), pp. 24–36. Wilson, T.C. (1998). Portfolio credit risk. Economic Policy Review, Federal Reserve Board of New York. Wongnaa, C.A. and Awunyo-Vitor, D. (2013). Factors affecting loan repayment performance among yam farmers in the Sene District, Ghana. Agris on-line Papers in Economics and Informatics, V (2), pp. 111-122. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/101576 |