Madhur Bhatia Senior Research Scholar Department of Humanities and Social Sciences, Indian Institute of Technology Roorkee Roorkee, Uttarakhand, India Email:: madhureco247@gmail.com |
Gaurav Mittal Senior Research Scholar Department of Humanities and Social Sciences, Indian Institute of Technology Roorkee Roorkee, Uttarakhand, India Email: gmittal@ma.iitr.ac.in |
1.
Introduction
During the recent years, research
on bank competition seeksa plethora of attention from researchers, regulators
and policymakers across the world, with primary focus on measuring competitive
conditions of banks; investigating the determinants of bank competition and association
of bank competition with their stability (Clark et al., 2018). However, the
recent strand of literature has initiated focussing on analysing whether the
bank competition has any considerable influence over the economic growth of a
nation (see for instance, Carbó-valverde et al., 2002; Claessens and Laeven, 2005;
Coccorese, 2008; Banya and Biekpe, 2016; among others). The prevailing
literature claims that level of financial markets’ development and competition
has significant repercussions for productivity gains and capital accumulation,
and ultimately for economic growth (Levine and Zervos 1998; Beck,
Demirgüç-Kunt, and Lozaya 2000; Levine 2005; Loayza and Rancière 2006; Hasan et
al. 2009; among others). Nevertheless, theoretical research does not show a
consensus over the relation between market power and economic growth. For
instance, the conventional theory of economics states that high-interest rates
and increased cost of financingcharacetrizes the high market power situation as
compared to the situation in the perfect competition (MaudosandGuevara, 2006). It
has been argued that financial development, initiating the effective financial
intermediation, substantially expedites the growth of an economy through the
means of numerous channels like technology transfer, mobilisation of deposits,
risk diversification (Levine, 2003; Pradhan et al., 2016). Thus, the monopoly
power is associated with the social inefficiency and lesser number of
investment projects and thereby, adversely affecting the potential economic
growth. But no consensus is reached in the context of the influence of market
power on the quantity of lendable funds. For instance, Boot and Thakor (2000)
argued that in a non-competitive market, the availability of finance is higher;
similarly,Dell’Ariccia and Marquez (2004) stated that higher engagement in
relationship banking in monopoly power facilitates the credit availability. On
the other hand, the existence of informational monopoly also hasthe potential
of being caught up in ‘hold up problem’, that might lower the demand for
external finance. Thus, the non-consensus over the relation between market
power and economic growth has attracted attention from world-wide researchers.But
the majority of the studies pertain to developed nations and cross-country
context, with few focussing on developing and emerging economies.
Thus, this study
aims to explore the nexus between competition among banking firms and economic
growth in one of the fastest emerging nation, India which we feel would be
significant to consider due to below-mentioned reasons and would have
implications for other bank-based economies like Pakistan. First, India has a systematically
important bank-based economy. It implies that the entire economy would be
adversely affected by the shocks happening in the banking industry (Demirguc-Kunt
andLevine,1999). Second, an array of significant reforms has been established
during the recent years in Indian banking industry (like Securitization and
Reconstruction of Financial Assets and Enforcement of Security Interest
(SARFAESI) Act, 2002; Insolvency and Bankruptcy Code, 2016; strategicdebtrestructuring(SDR)andtheschemeforsustainablestructuring
of stressed assets (S4A) and recapitalisationofpublicsectorbanks)which further
enhanced the competitive pressures on the Indian banks. Third, though Indian
banking industry has sequestered from the global financial crisis,it triggered
the numerous developments that have compelling implications for banks
competition, including increased demand for bank credit; and deterioration in
profitability, interest margin and off-balance sheet activities of banks. Therefore,
these reasons form the primary motivation for addressing the pertinent research
question: whether economic growth of India is affected by the level of bank competition?
To achieve our research objective, we adopt a two-stage estimating approach.
The first stage pertains to the measurement of market power of Indian banks using
Learner index, and in the second stage, we estimate the relation between
economic growth and market power (as computed in the first stage) by employing
panel data estimating approach.
The study
endeavours to contribute to the bank competition literature in two ways. First,
the existing studies focusing on banking industry in India primarily relates to
measuring the level of competition of banks and its determinants (see, for
instance, Li et al., 2019; Arrawatia et al., 2019; Rakshit and Bardhan, 2016;
Ansari, 2012; Mishra, 2011; Prasad and Ghosh, 2007). Second, we employ a more
robust technique of measuring bank competition, i.e. the learner index. The New
Empirical Industrial Organisation (NEIO) based approach of learner index allows
us to compute competition level annually and thus offers more accurate results in
second stage, related to competition-growth nexus (Guevara and Maudos, 2011). Third,
few studies are exploring the relationship between bank competition and
economic growth; but the majority of them have focused on cross-country
analysis, primarily including developed nations in their analysis. However, due
to differences in institutional and regulatory structure of developing and
emerging nations, the findings of developed countries cannot be generalised to
these nations. Thus, few attempts have been made in recent years to explore
this nexus in the context of developing and emerging economies (see, for
instance, Banya and Biekpe, 2016 for African countries). Concerning Indian
banking industry, the literature on competition of banks is scarce (see, for example,
Prasad and Ghosh, 2007; Zhao et al., 2010; Das and Kumbhakar, 2016), with
majority of them applying P-R statistic and none of the existing studies have
assessed the impact of market power of banks on economic growth of India. Thus this
is the novelty of the present study, i.e. to explore the linkages between bank
competition (or market power), using NEIO based approach Learner index approach
and the economic growth of India for the period from 2008-09 to 2017-18.
The rest of the
paper is designed as follows. Reviewofthe extant literature is detailed in
section two. Section three describes the empirical methodology, specification
of variables and database. The empirical findings are provided in section four,and
the final section is concluding in nature.
2.
Empirical methodology and data
2.1
Method
2.1.1
Estimating bank competition: Learner’s Index
Following Berger et al., (2009), we
compute the bank competition (market power) of Indian banks by Learner index.
Itmeasures the market power by marking up the price over the marginal cost of
total assets. It is to be noted that the larger difference between price and
marginal cost represents higher market power. Thus, larger values of learner
index indicate higher market power and lower level of competition among banks.
The following equation is employed
to compute the learner index for each bank:
Where
The marginal
cost is computed using the below-mentioned translog function and obtain
Where,
The marginal cost thus obtained
from equation (3) is substituted in equation (1) and learner index is computed
for each bank and then it is included in the estimation of our primary
empirical model (discussed in the next sub-section).
3.1.2
Estimating relation between bank competition and economic growth
To investigate the impact of bank
competition on the economic growth of India, we adopt the following econometric
model:
3.2
Data
The study is based on a balanced
panel of 40 Indian banks, operating during the period from 2008-09 to 2017-18. The
dependent variable in our research is the growth rate of real per capital GDP.
The bank competition is our primary independent variable, which is measured by
Learner index (as illustrated in the above section). The required data on
bank-specific variables and macro-variables are collected from the Statistical
Table Relating to Banks in India, a publication of Reserve Bank of India and
World Development Indicators, provided by World Bank.
4. Empirical results
4.1 Estimation
of bank competition
This section briefs the estimates
of bank competition as measured by Learner index. The translog cost estimation
function is estimated to compute the marginal cost, which is then used to determine
the learner index. The average learner index value is shown in Table 1. The
value has increased from 21.94% in 2009 to 24.17% in 2018. The findings reflect
that during the initial period of analyses, i.e. from 2009 to 2012, the market
power of Indian banks has increased, as depicted by a rise in learner index. The
increase in the index might be due to the consolidation of Indian banks, owing
to the restructuring of weak banks (Sensarma and Jayadev 2007). However, from
2012 to 2015, the market power has shown a considerable decline, thereby
indicating an improvement in the competitive condition of Indian banks. Further,
the recent policies of bank mergers and amalgamations have been reflected in
the increasing value of learner index, thereby leading to an increase in the market
power of Indian banks.
Table
1: Marginal costs and the Learner index |
||
Year |
MC |
LI |
2009 |
0.071 |
0.219 |
2010 |
0.064 |
0.226 |
2011 |
0.061 |
0.240 |
2012 |
0.072 |
0.223 |
2013 |
0.073 |
0.220 |
2014 |
0.073 |
0.216 |
2015 |
0.074 |
0.217 |
2016 |
0.072 |
0.211 |
2017 |
0.068 |
0.237 |
2018 |
0.063 |
0.242 |
Source: Authors’ calculations. |
4.2 Estimates of
association between market power and economic growth
This section presents the findings
of regression examining the relationship between bank competition (market
power) and economic growth. Our primary estimation technique is a random
effects panel model (reported in Panel A), and the estimates from the fixed-effects
model. It provides us with the robustness of our findings, as indicated by the
consistent direction and significance level of coefficients across both the
models. The results suggest that market power has a negative and significant
impact on economic growth. It depicts that a 1% increase in the market power
reduces the growth of an economy by 41% during the period of study. Thus, we
find that higher competitiveness of the Indian banking industry is associated
with the higher growth of an economy.
Further, the
trade openness, as measured by trade ratio, also negatively and significantly
affects the growth of the economy. This might owe to the volatile nature of the
exchange rate that could adversely affect the investment and economic growth
rate (Bleaney and Greenaway, 2001). The finding is consistent with those of
Banya and Biekpe (2016) concluding an inverse relation between trade openness
and economic growth for African countries during the period from 2005 to 2012.
Inflation rate is also observed to affect the economic growth of India
significantly. It indicates that a 1% increase in the rate of inflation, the
economic growth rate increase by approx. 28% during the sample period. And
finally, the ratio of equity to total assets is associated with a lower growth
rate.
Table
2: Competition and Economic Growth: estimates of panel model Dependent
variable: GDP growth rate |
||||
|
Panel A: Random effects |
Panel B: Fixed effects |
||
Independent variables |
Coefficient |
Robust SE |
Coefficient |
Robust SE |
LI |
-0.417*** |
0.145 |
1.483** |
0.642 |
Z-score |
0.0009 |
0.00005 |
0.00001 |
0.00008 |
Trade |
-0.238*** |
0.0007 |
0.281*** |
0.002 |
INF |
0.283*** |
0.001 |
-0.237*** |
0.0.001 |
Constant |
16.368*** |
0.046 |
16.578*** |
0.135 |
NONIT |
0.020 |
0.053 |
0.025 |
0.057 |
EQTA |
-0.031*** |
0.011 |
-0.033** |
0.015 |
Notes: *,**,***
shows statistical significance at 10, 5 and 1 per cent levels, respectively;
LI is Learner Index; NONIT is ratio of non-interest income to total income;
EQTA is ratio of equity to total assets; Z-score is the measure of risk;
Trade is trade openness, measured by trade ratio; INF is the annual growth
rate of consumer price index. |
||||
Source: Authors’ calculations. |
5.
Conclusion
The study investigates the nexus
between bank competition (or market power) and economic growth in the Indian
banking industry using the sample of 40 banks during the period from 2008-09 to
2017-18. We performed our analysis in two-steps, whereby in the first stage, we
measure the level of bank completion in Indian banking industry using NEIO
based approach Learner index approach. The findings reflect that during the
initial period of analyses, i.e. from 2009 to 2012, the market power of Indian
banks has increased, owing to the consolidation of Indian banks, owing to the
restructuring of weak banks. However, from 2012 to 2015, the market power has
shown a considerable decline, thereby indicating an amelioration in the
competitive condition of banks. And finally, the recent policies of bank
mergers and amalgamations initiated by regulators have been reflected in the
increasing value of learner index, thereby leading to an increase in their market
power. At the second stage, we employ the random effects panel model to investigate
the influence of bank completion (or market power) on the growth of an economy.
The estimates indicate an inverse and significant relation between market power
and economic growth. The result shows that a 1% increase in the market power
(i.e. indicated by learner index) leads to a 41% decline in economic growth.
Further, the control variables like inflation, trade openness and EQTA are also
to be significantly affecting the growth rate. ‘
Thus,
based on our findings, our studyadvocates that bank competition matter for the
overall growth of an Indian economy. It indicates that higher completion among
banks is associated with higher growth of an economy. Our result is significant
for other emerging economies as well, which have a bank-based economy like
Pakistan. The outcomes of our study have policy implications for regulators,
specifically in the light of recent reforms in banking sector related to
mergers and amalgamations. The latest bank mergers have led to an increase in
market power with the banks and thus reduced the bank competition, as indicated
by a rise in learner index during the last three years of study. Accordingly,
based on our findings, we suggest that policymakers should initiatesuch
policies that target to enhance the competitive environment among banks. This
would ultimately posit a potential affirmative impact on economic growth.
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[1]We perform two pre-estimation tests i.e. the Wooldridge test for autocorrelation and Breusch Pagan test for testing
heterescedasticity in our dataset.