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Banking sector concentration,
competition, and financial stability:
The case of Baltic countries
Yannick Lucotte
PSB Paris School of Business, France
(with Juan Carlos Cuestas & Nicolas Reigl, Bank of Estonia)
Open seminar, Eesti Pank
Tallinn, June 19, 2017
Presentation Outline
1) Introduction and motivation
2) Data and descriptive statistics
3) Methodology and results
4) Robustness checks
5) Conclusion and policy implications
2
Introduction & motivation
 The vital role of banks makes the issue of banking competition
extremely important
 In particular, the recent financial crisis demonstrates the urgent need to
address the effect of bank competition on the risk-taking behavior of
financial institutions, and then on financial stability
 A large theoretical and empirical literature investigated the impact of
bank competition on financial soundness: bank competition-stability
trade-off?
→ No consensus…
→ “competition-fragility” vs. “competition-stability” view
3
Introduction & motivation
4
Source: Zigraiova & Havranek (2016)
Introduction & motivation
5
Source: Zigraiova & Havranek (2016)
Introduction & motivation
 3 different views in the literature:
1) In the traditional view, bank competition is seen as detrimental to financial
stability:
- competition erodes bank profits and thus the banks' franchise value → banks‘
incentives to take risk increase because the opportunity costs of bankruptcy for
shareholders decrease
- trade-off between competition and stability can also be explained by higher ability
to monitor borrowers when banks earn rents, greater diversification and better
regulators' monitoring in concentrated markets
2) “Competition-stability” view:
- market power increases bank portfolio risks → low competition increases loan
rates, borrowers tend to shift to riskier projects
- “Too Big To Fail” subsidies as a result of implicit or explicit government bailout
insurances
- lack of diversity of bank portfolios
3) The third view reconciles the two strands of the literature by theoretically and
empirically demonstrating the existence of a nonlinear relationship between
competition and risk 6
Introduction & motivation
 According to Martinez-Miera and Repullo (2010), the U-shaped
relationship between competition and financial stability is explained by
two effects:
1) “Risk-shifting effect“: Competition reduces risk → negative correlation between
loan interest rates and competition, which reduces the risk of loan defaults
2) “Margin effect”: Competition increases risk → greater bank competition reduces
interest payments, reducing then the buffer in cases of losses
 In less competitive banking markets the risk-shifting effect dominates,
so the marginal effect of a new bank entry is negative for financial
stability, whereas in more competitive markets the margin effect
overwhelms the risk-shifting effect, and hence a new entry increases
financial risk
7
Introduction & motivation
8
Source: Martinez-Miera and Repullo (2010)
Introduction & motivation
 The conflicting results in the literature make difficult to know whether
modification of competition policy and effective competition between
financial intermediaries could constitute an alternative means of
improving financial stability, complementary to capital requirement
 Against this background, the main purpose of our analysis is to re-
addresses this traditional debate on the effects of bank competition on
financial instability by focusing on Baltic countries
 Baltic countries are a textbook example of a concentrated banking
sector, with a few large (foreign) banks
→ consequently, understanding whether this characteristic of the banking
sector in Baltic countries impacts the risk-taking behaviour of banks, and
then the stability of the banking sector, is crucial for implementing
regulation and competition policies 9
Introduction & motivation
10
Introduction & motivation
 Our study empirically re-investigates at the bank-level the relationship
between competition and risk for a sample of 40 commercial banks
located in Baltic countries from 2000 to 2014
 In particular, we study a potential nonlinear relationship between
competition/concentration and bank risk
 Using balance-sheet data taken from the Bankscope database, a large
set of banking competition/concentration proxies is computed, and two
types of bank risk are considered: bank-individual risk (Z-score) and
bank credit risk (non-performing loans)
 Empirical findings consistent with the theoretical predictions of Martinez-
Miera and Repullo (2010): U-shaped relationship between competition
and bank risk
11
Data & descriptive statistics
 Commercial banks located in Baltic countries over the period 2000-
2014: 40 banks (Latvia 21, Lithuania 10, Estonia 9)
12
Data & descriptive statistics
 Competition measure: Lerner index (Lerner, 1934):
 Inverse proxy for competition: measure the market power of banks
 A low index indicates a high (low) degree of competition (market power), and
conversely
 Efficiency-adjusted Lerner index (Koetter, 2012): takes into account banks' cost
inefficiency, defined as the distance of a bank from a cost frontier accepted as the
benchmark
 Concentration measure: bank market share (% of total assets)
 inverse proxy for competition
 a concentrated market structure is associated with higher prices and profits,
reflecting an uncompetitive behavior
13
Data & descriptive statistics
Measures of risk:
 Bank-individual risk: Z-score
 Accounting-based risk measure
 Measures the distance from insolvency (inverse proxy for risk)
 Generally viewed in the banking literature as a measure of bank soundness
 Calculated as follows:
𝑍 − 𝑠𝑐𝑜𝑟𝑒𝑖𝑡 =
𝐸 𝑖𝑡 𝐴 𝑖𝑡+𝑅𝑂𝐴 𝑖𝑡
𝜎𝑅𝑂𝐴 𝑖𝑡
with 𝐸𝑖𝑡 𝐴𝑖𝑡 the equity to total assets ratio, 𝑅𝑂𝐴𝑖𝑡 the return on assets, and 𝜎𝑅𝑂𝐴𝑖𝑡 the
standard deviation of return on assets (computed by considering a 3-year rolling time
window, see, e.g., Beck et al., 2013)
 Bank credit risk: Loan loss reserves (% gross loans)
14
Data & descriptive statistics
15
Data & descriptive statistics
16
Data & descriptive statistics
17
Methodology & results
 The following regression specification is considered:
𝑅𝑖𝑠𝑘𝑖𝑡 = 𝛼 + 𝛽1 𝐶𝑜𝑚𝑝𝑖𝑡−1 + 𝛽2 𝐶𝑜𝑚𝑝𝑖𝑡−1
2
+ 𝛽3 𝐶𝑟𝑖𝑠𝑖𝑠𝑡 +
𝑘=4
𝑛
𝛽 𝑘 𝑋𝑖𝑡−1 + 𝜇𝑖 + 𝛾𝑡 + 𝜖𝑖𝑡
 Control variables:
 Economic environment: annual inflation rate, annual GDP growth
 Bank-specific factors: bank size (log of total assets), ratio of non-interest income on
total income, ratio of fixed assets to total assets, share of loans in total assets,
liquidity ratio
 Estimators: Fixed effects (FE) + 2SLS: three instrumental variables (1st lag market
power proxy, and two variables proxying cost inefficiency, the ratio of overhead
expenses to total assets and the cost-to-income ratio)
 U-shape test and conf. interval for the turning point (Lind and Mehlum, 2010) 18
Methodology & results
19
Methodology & results
20
Methodology & results
21
Methodology & results
22
Robustness checks
 Two additional proxies for bank risk:
 Z-score measure based on the return on equity (Soedarmono et al., 2011)
 Impaired loans (% gross loans)
 Three alternative measures of the Lerner index:
 3-year moving average to smooth cyclical fluctuations of the Lerner index: market
power not expected to change dramatically at the short-run
 Funding costs not included in the translog cost function (two-input cost function)
to estimate the marginal cost: “clean” proxy for pricing power that is not distorted
by deposit market power (Maudos & de Guevara, 2007; Turk-Ariss, 2010)
 Left-censored Lerner index
 Robust regression approach
 Lerner index and market share included in the same regression
23
Conclusion and policy implications
 Our study aims to empirically investigate the potential nonlinear
relationship between bank competition and financial (in)stability in the
case of Baltic countries
 Alternative proxies for banking competition considered, and two
different measures of bank “risk-taking“
→ in line with the traditional view, we find a positive relationship between
competition and bank risk
→ but… this relationship is non-linear
 In particular, we observe that bank market power significantly
influences bank soundness (i.e. Z-score), while bank market share is a
significant driver of bank risk-taking in terms of credit activity
24
Conclusion and policy implications
25
Conclusion and policy implications
26
27
Thank you for your
attention
Yannick LUCOTTE
PSB Paris School of Business
ylucotte@gmail.com

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Banking sector concentration, competition, and financial stability: The case of Baltic countries

  • 1. Banking sector concentration, competition, and financial stability: The case of Baltic countries Yannick Lucotte PSB Paris School of Business, France (with Juan Carlos Cuestas & Nicolas Reigl, Bank of Estonia) Open seminar, Eesti Pank Tallinn, June 19, 2017
  • 2. Presentation Outline 1) Introduction and motivation 2) Data and descriptive statistics 3) Methodology and results 4) Robustness checks 5) Conclusion and policy implications 2
  • 3. Introduction & motivation  The vital role of banks makes the issue of banking competition extremely important  In particular, the recent financial crisis demonstrates the urgent need to address the effect of bank competition on the risk-taking behavior of financial institutions, and then on financial stability  A large theoretical and empirical literature investigated the impact of bank competition on financial soundness: bank competition-stability trade-off? → No consensus… → “competition-fragility” vs. “competition-stability” view 3
  • 4. Introduction & motivation 4 Source: Zigraiova & Havranek (2016)
  • 5. Introduction & motivation 5 Source: Zigraiova & Havranek (2016)
  • 6. Introduction & motivation  3 different views in the literature: 1) In the traditional view, bank competition is seen as detrimental to financial stability: - competition erodes bank profits and thus the banks' franchise value → banks‘ incentives to take risk increase because the opportunity costs of bankruptcy for shareholders decrease - trade-off between competition and stability can also be explained by higher ability to monitor borrowers when banks earn rents, greater diversification and better regulators' monitoring in concentrated markets 2) “Competition-stability” view: - market power increases bank portfolio risks → low competition increases loan rates, borrowers tend to shift to riskier projects - “Too Big To Fail” subsidies as a result of implicit or explicit government bailout insurances - lack of diversity of bank portfolios 3) The third view reconciles the two strands of the literature by theoretically and empirically demonstrating the existence of a nonlinear relationship between competition and risk 6
  • 7. Introduction & motivation  According to Martinez-Miera and Repullo (2010), the U-shaped relationship between competition and financial stability is explained by two effects: 1) “Risk-shifting effect“: Competition reduces risk → negative correlation between loan interest rates and competition, which reduces the risk of loan defaults 2) “Margin effect”: Competition increases risk → greater bank competition reduces interest payments, reducing then the buffer in cases of losses  In less competitive banking markets the risk-shifting effect dominates, so the marginal effect of a new bank entry is negative for financial stability, whereas in more competitive markets the margin effect overwhelms the risk-shifting effect, and hence a new entry increases financial risk 7
  • 8. Introduction & motivation 8 Source: Martinez-Miera and Repullo (2010)
  • 9. Introduction & motivation  The conflicting results in the literature make difficult to know whether modification of competition policy and effective competition between financial intermediaries could constitute an alternative means of improving financial stability, complementary to capital requirement  Against this background, the main purpose of our analysis is to re- addresses this traditional debate on the effects of bank competition on financial instability by focusing on Baltic countries  Baltic countries are a textbook example of a concentrated banking sector, with a few large (foreign) banks → consequently, understanding whether this characteristic of the banking sector in Baltic countries impacts the risk-taking behaviour of banks, and then the stability of the banking sector, is crucial for implementing regulation and competition policies 9
  • 11. Introduction & motivation  Our study empirically re-investigates at the bank-level the relationship between competition and risk for a sample of 40 commercial banks located in Baltic countries from 2000 to 2014  In particular, we study a potential nonlinear relationship between competition/concentration and bank risk  Using balance-sheet data taken from the Bankscope database, a large set of banking competition/concentration proxies is computed, and two types of bank risk are considered: bank-individual risk (Z-score) and bank credit risk (non-performing loans)  Empirical findings consistent with the theoretical predictions of Martinez- Miera and Repullo (2010): U-shaped relationship between competition and bank risk 11
  • 12. Data & descriptive statistics  Commercial banks located in Baltic countries over the period 2000- 2014: 40 banks (Latvia 21, Lithuania 10, Estonia 9) 12
  • 13. Data & descriptive statistics  Competition measure: Lerner index (Lerner, 1934):  Inverse proxy for competition: measure the market power of banks  A low index indicates a high (low) degree of competition (market power), and conversely  Efficiency-adjusted Lerner index (Koetter, 2012): takes into account banks' cost inefficiency, defined as the distance of a bank from a cost frontier accepted as the benchmark  Concentration measure: bank market share (% of total assets)  inverse proxy for competition  a concentrated market structure is associated with higher prices and profits, reflecting an uncompetitive behavior 13
  • 14. Data & descriptive statistics Measures of risk:  Bank-individual risk: Z-score  Accounting-based risk measure  Measures the distance from insolvency (inverse proxy for risk)  Generally viewed in the banking literature as a measure of bank soundness  Calculated as follows: 𝑍 − 𝑠𝑐𝑜𝑟𝑒𝑖𝑡 = 𝐸 𝑖𝑡 𝐴 𝑖𝑡+𝑅𝑂𝐴 𝑖𝑡 𝜎𝑅𝑂𝐴 𝑖𝑡 with 𝐸𝑖𝑡 𝐴𝑖𝑡 the equity to total assets ratio, 𝑅𝑂𝐴𝑖𝑡 the return on assets, and 𝜎𝑅𝑂𝐴𝑖𝑡 the standard deviation of return on assets (computed by considering a 3-year rolling time window, see, e.g., Beck et al., 2013)  Bank credit risk: Loan loss reserves (% gross loans) 14
  • 15. Data & descriptive statistics 15
  • 16. Data & descriptive statistics 16
  • 17. Data & descriptive statistics 17
  • 18. Methodology & results  The following regression specification is considered: 𝑅𝑖𝑠𝑘𝑖𝑡 = 𝛼 + 𝛽1 𝐶𝑜𝑚𝑝𝑖𝑡−1 + 𝛽2 𝐶𝑜𝑚𝑝𝑖𝑡−1 2 + 𝛽3 𝐶𝑟𝑖𝑠𝑖𝑠𝑡 + 𝑘=4 𝑛 𝛽 𝑘 𝑋𝑖𝑡−1 + 𝜇𝑖 + 𝛾𝑡 + 𝜖𝑖𝑡  Control variables:  Economic environment: annual inflation rate, annual GDP growth  Bank-specific factors: bank size (log of total assets), ratio of non-interest income on total income, ratio of fixed assets to total assets, share of loans in total assets, liquidity ratio  Estimators: Fixed effects (FE) + 2SLS: three instrumental variables (1st lag market power proxy, and two variables proxying cost inefficiency, the ratio of overhead expenses to total assets and the cost-to-income ratio)  U-shape test and conf. interval for the turning point (Lind and Mehlum, 2010) 18
  • 23. Robustness checks  Two additional proxies for bank risk:  Z-score measure based on the return on equity (Soedarmono et al., 2011)  Impaired loans (% gross loans)  Three alternative measures of the Lerner index:  3-year moving average to smooth cyclical fluctuations of the Lerner index: market power not expected to change dramatically at the short-run  Funding costs not included in the translog cost function (two-input cost function) to estimate the marginal cost: “clean” proxy for pricing power that is not distorted by deposit market power (Maudos & de Guevara, 2007; Turk-Ariss, 2010)  Left-censored Lerner index  Robust regression approach  Lerner index and market share included in the same regression 23
  • 24. Conclusion and policy implications  Our study aims to empirically investigate the potential nonlinear relationship between bank competition and financial (in)stability in the case of Baltic countries  Alternative proxies for banking competition considered, and two different measures of bank “risk-taking“ → in line with the traditional view, we find a positive relationship between competition and bank risk → but… this relationship is non-linear  In particular, we observe that bank market power significantly influences bank soundness (i.e. Z-score), while bank market share is a significant driver of bank risk-taking in terms of credit activity 24
  • 25. Conclusion and policy implications 25
  • 26. Conclusion and policy implications 26
  • 27. 27 Thank you for your attention Yannick LUCOTTE PSB Paris School of Business ylucotte@gmail.com