Loan Growth and Risk: Evidence from Microfinance Institutions in Africa
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Date
2019-01-06
Authors
Moyi, Eliud Dismas
Journal Title
Journal ISSN
Volume Title
Publisher
University of Cape Town
Abstract
Microfinance markets in Sub-Saharan Africa (SSA) have experienced remarkable growth,
particularly after the early 2000s. Since microfinance institutions (MFIs) provide financial
services such as loans, savings and insurance to poor clients who face exclusion from formal
financial institutions, they are considered as one of the most prolific tools to alleviate poverty
and achieve financial inclusion in developing countries. These institutions are of particular
importance in SSA, given that the region has the highest poverty levels in the world and the
highest levels of financial exclusion. However, in recent years the fast loan growth of MFIs
has been accompanied increasingly by loan delinquencies which threaten the financial health
of these institutions. This is a major concern for policymakers, regulators and practitioners
given the developmental importance of microfinance in the region. Despite the pivotal role of
microfinance, there is only a very limited number of studies that either investigate the
underlying reasons for the fast growth of MFIs or that identify the determinants of credit risk
in MFIs in this particular region of Africa.
Motivated by both the remarkable loan growth and the rising credit risk that MFIs experienced
and the fact that SSA has been neglected in the relevant literature, this thesis provides evidence
from the region on the factors that contribute to MFIs’ growth, the determinants of MFIs’ credit
risk as well as the factors that influence access to MFIs credit. The latter pays particular
attention to the effect of mobile financial services (MFS) on borrowing from MFIs, an aspect
that has been ignored in previous scholarly work. Furthermore, the thesis overcomes the
limitations of previous studies that employed static regressions, which are limited in dealing
with panel endogeneity bias, by focusing on the dynamic aspects of loan growth and credit risk.
The thesis is structured around three related studies that are presented in three chapters, namely
Chapter 2, Chapter 3 and Chapter 4. The purpose of the second chapter is to identify the factors that explain variations in loan growth in the region’s MFIs. This is an important issue as high
loan growth may pose significant stability risks in the microfinance sector via a deterioration
in portfolio quality. The chapter applies two-step system generalised method of moments
estimators on data for 34 countries in SSA over the period 2004 - 2014. The results show that
loan growth is higher in MFIs that have lower risk exposure, higher capital asset ratios and
already recording high growth. Similarly, loan growth is higher in countries with better
economic prospects, and in those with sound private sector policies and regulations. Against
expectations, loan growth is faster in countries with poor legal rights of borrowers and lenders.
Credit risk in microfinance institutions in SSA has been rising, and the financial health of these
institutions remains an issue of concern. Hence, Chapter 3 examines the factors that explain
variations in credit risk in MFIs in the region. Similarly, the chapter employs a system GMM
approach on data for 34 countries in SSA over the period 2004 – 2014. Results suggest that the
main predictors of credit risk in SSA are lagged credit risk, loan growth, provisions for loan
impairment, GDP per capita growth and ease of getting credit. In addition, the study identifies
threshold effects in the relationship between credit risk and loan growth. Credit risk falls with
loan growth until a trough at 36.8% when this relationship is reversed. On the regional scale,
comparisons suggest that credit risk is most persistent in East Asia and the Pacific but least
persistent in SSA.
Relatively few scholarly works have analysed the influence of mobile financial services (MFS)
on access to credit. Chapter 4 aims to identify the factors that explain the differences in the
propensity to use loans from MFIs in Kenya, paying particular attention to the effects of mobile
money (M-money), mobile banking (M-banking) and mobile credit (M-credit). Kenya is an
interesting case study because the country outperforms other SSA countries in terms of
financial and digital inclusion. The study applies a probit model using FinAccess cross sectional data that was collected in 2013 (N=6112) and 2015 (N=8665). After addressing
endogeneity concerns in the data, the 2013 results suggest that the factors that make a
significant difference in the likelihood of using MFI credit include income, gender and type of
cluster. An important observation is that non-poor users of M-money are more likely to use
microcredit. The 2015 results show that the likelihood of using MFI credit is lower among
those using M-banking and M-credit as well as among males and married persons. However,
higher income, being educated, higher household size and being located in a rural cluster are
associated with a higher propensity to use MFI credit. In addition, the results suggest a Ushaped relationship between age and the probability to use MFI credit. Similarly, the negative
relationship between the likelihood of using MFI credit and using M-banking and M-credit
suggests that the introduction of MFS in the financial sector has resulted in the migration of
clients from microfinance products towards mobile-based financial services.
In terms of policy, two recommendations stand out. Firstly, since dynamics matter for both
loan growth and credit risk, credit management strategies that incorporate past risk and loan
performance are likely to be more effective. Secondly, the evident trade-offs between loan
growth and credit risk confirm the fact that modest loan growth is not the source of instability
within the region’s microfinance sector. However, the presence of threshold effects suggests
that MFIs should determine the turning points for lending growth because excessive growth in
loans can be perilous to the existence of the institution itself, and the sector by extension.