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Mahmoud Fatouh

Small banks are likely to have extra specialised enterprise fashions, doubtless specializing in industrial and retail banking actions, and present restricted interconnectedness to different monetary establishments. Therefore, they’re more likely to present much less intense cyclical patterns in comparison with giant banks. This put up investigates whether or not giant and small banks within the UK and US differ within the cyclical patterns of capital positions and credit score provision.
Introduction
Following the World Monetary Disaster, the Basel III reforms launched stricter capital necessities and strengthened them with cyclical parts (the capital conservation buffer and the countercyclical capital buffer). The reforms aimed to make sure that banks have enough capital sources to soak up losses and scale back the cyclical results of financial institution capital (and regulation) on the availability of financial institution credit score in stress. The stricter and extra cycle-sensitive capital necessities ought to scale back the pro-cyclicality of financial institution capital positions as they discourage unsustainable credit score development in credit score booms, and so restrict the necessity for deleveraging in stress.
Below Basel III reforms, systematically vital banks face stricter necessities. Small banks principally face regulatory necessities like these of bigger banks however profit from some exemptions that differ in scope between jurisdictions. Moreover, regulators in numerous jurisdictions have been attempting to create easier (however not weaker) regulatory frameworks for small banks. Ideally, a framework for smaller banks would consider their easier and specialised enterprise fashions, the restricted monetary stability implications of their failure, and the disproportional compliance prices they face in comparison with bigger banks. For instance, the Financial institution of England is designing a ‘sturdy and easy’ regulatory regime for small banks with easier enterprise fashions.
Owing to easier enterprise mannequin and weaker interconnectedness, small banks must be much less delicate to cyclical fluctuations insofar as their credit score provide and capital positions must be much less pro-cyclical than bigger banks. On this put up, I examine this speculation and examine the implications of stricter cycle-sensitive capital necessities below Basel III for these cyclical patterns.
The information
I take advantage of bank-level information and GDP development for the UK and the US. UK bank-level information comes from a confidential information set on the Financial institution of England and consists of monetary information on UK banks between 1990 and 2021. The information for US banks runs from 1979 to 2021 and was collected from a number of sources together with Refinitiv® Eikon, Capital IQ®, and printed monetary statements. GDP information was collected from the Workplace for Nationwide Statistics and FRED® for the UK and US respectively. Desk A consists of abstract statistics of the bank-level and GDP development information. The goal of getting a very long time sequence is to have a pattern that covers no less than a giant portion of a credit score cycle earlier than the introduction of the a lot stricter capital necessities by Basel III requirements in 2010. Stricter requirements would doubtless have an effect on the cyclical patterns of financial institution credit score and capital positions, probably lowering the validity of outcomes. Though capital requirements existed earlier than 2010, they have been considerably weaker. Such time sequence can be utilized to reply two questions. First, analysing years as much as 2009 can be utilized to measure the cyclical patterns in a much less regulated atmosphere, offering proof on whether or not Basel III wanted cyclical parts. Second, increasing the evaluation past 2009 gives proof on whether or not Basel III addressed the pro-cyclicality of financial institution capital and lending.
Desk A: Abstract statistics
1: UK information (£ tens of millions)
Obs. | Imply | Std. Dev. | Min | Max | |
GDP development | 8805 | 0.33% | 2.70% | -21.00% | 16.60% |
Complete property | 8762 | 21447.72 | 120595.90 | 0 | 1694721.00 |
Money | 8762 | 1413.30 | 8942.13 | 0 | 172085.00 |
Debt securities | 8762 | 1790.39 | 11886.20 | 0 | 181717.90 |
Complete loans | 8762 | 10279.93 | 48548.90 | 0 | 704557.30 |
Core fairness Tier 1 capital | 8761 | 702.03 | 3225.36 | 0 | 40519.10 |
Complete liabilities | 8762 | 20511.20 | 114370.00 | 0 | 1694721.00 |
Danger-weighted property | 8767 | 5987.31 | 27755.87 | 0 | 351969.60 |
Non-performing loans | 8801 | 160.83 | 878.86 | 0 | 15808.91 |
Fastened property | 8762 | 59.04 | 224.36 | 0 | 2369.83 |
Deposits | 8762 | 12618.16 | 58899.33 | 0 | 844488.30 |
Impairment prices | 8799 | 27.81 | 183.24 | -165.54 | 5629.17 |
Pre-tax income | 8305 | 29.76 | 274.89 | -4430.14 | 10562.96 |
Complete off steadiness sheet commitments | 8762 | 4077.36 | 23359.22 | 0 | 280609.30 |
Leverage ratio publicity measure | 1590 | 34754.35 | 130993.50 | 0 | 1158652.00 |
Working bills | 8301 | 1.17 | 4.12 | 0 | 153.36 |
Deposits from banks | 8762 | 2230.71 | 11145.69 | 0 | 171070.40 |
Supply: Financial institution of England inner database.
2: US information (US$ tens of millions)
Obs. | Imply | Std. Dev. | Min | Max | |
GDP development | 1393739 | 0.66% | 0.74% | -2.18% | 2.28% |
Complete property | 1393739 | 1035.35 | 21700 | 0 | 2690000 |
Money | 138826 | 106.9572 | 2786.651 | 0 | 508000 |
Debt securities | 1355024 | 173.4477 | 4106.354 | 0 | 470000 |
Buying and selling property | 112260 | 73.4033 | 3098.621 | 0 | 380000 |
Complete loans | 1393418 | 523.0352 | 10100 | 0 | 1030000 |
Deposits | 1339080 | 452.4611 | 18900 | 0 | 1580000 |
Complete liabilities | 1388215 | 899.3584 | 19200 | 0 | 2450000 |
Fairness | 1334837 | 99.46378 | 2288.193 | 0 | 257000 |
Reverse repo | 1392499 | 49.89863 | 1932.282 | 0 | 321000 |
Subordinated debt | 1326818 | 8.075956 | 265.6903 | 0 | 29200 |
Sources: Refinitiv Eikon, S&P Capital IQ and printed monetary statements.
Empirical technique
With the intention to measure the cyclicality patterns of capital ratios and whole lending of banks and examine whether or not they differ between small and huge banks, I first categorise banks by dimension. For the UK, I take advantage of inner Financial institution of England classification of small and huge banks. In the meantime, for US banks, I outline small and huge banks as these within the lowest 80% and the best 5% of property distribution, respectively.
Following Fatouh and Giansante (2023), I measure cyclicality of a variable by the correlation between that variable and GDP development. I estimate this correlation utilizing the next panel regression:
(1)
the place, βi: financial institution fastened impact; Yi,t, capital ratio (fairness to whole property) or log of whole lending of financial institution i at time t; Xi,t, a set of bank-level controls, together with whole property, capitalisation, and ratios reflecting enterprise mannequin (eg, loans to asset and deposits to liabilities); GDPt, GDP development charge at time t.
Evaluation
I apply the mannequin in Equation 1 to small and huge banks individually on the bank-level to detect variations within the cyclical behaviour of capital ratios and whole lending. The outcomes of the regressions are offered in Desk B.
Because the desk exhibits, capital ratios of huge banks have been positively correlated with GDP development within the UK and US earlier than the introduction of Basel III in 2010. On common, a 1 share level fall in GDP development was related to an 80 foundation factors and 61 foundation factors drop in capital ratios of huge banks within the UK and US, respectively. In the meantime, capital ratios of small banks have been both not correlated (UK) or negatively correlated (US) with GDP development.
Complete lending of huge banks was pro-cyclical pre-Basel III, particularly within the UK. On common, a 1 share level fall in GDP development was related to a 302 foundation factors and 71 foundation factors fall in whole lending of huge banks within the UK and US, respectively. The entire lending of small UK banks didn’t present cyclical patterns. Nonetheless, the whole lending of small US banks was pro-cyclical, however considerably lower than that of huge banks (11 foundation factors in comparison with 71 foundation factors for every 1 share level change in GDP development).
Desk B: Regression outcomes for financial institution capital ratios and whole lending
1: UK banks (1990–2009)
Variables | Capital ratio | Complete lending | ||
Massive banks | Small banks | Massive banks | Small banks | |
(1) | (2) | (1) | (2) | |
GDP development | 0.799*** | -0.00576 | 3.018*** | -0.621 |
(0.185) | (0.0105) | (1.032) | (1.693) | |
No. Obs. | 119 | 55 | 119 | 55 |
R-squared | 0.991 | 0.995 | 0.999 | 0.998 |
Controls | YES | YES | YES | YES |
Financial institution FEs | YES | YES | YES | YES |
Notes: Coefficient estimates of quarterly capital ratios and whole lending of UK banks between 1990 and 2009. Capital ratio is the same as fairness to whole property, and whole lending is the log of web lending. Small and huge banks are outlined based mostly on inner Financial institution of England classifications. Normal errors reported between parentheses, * p<0.10 ** p<0.05 *** p<0.01.
2: US banks (1979–2009)
Variables | Capital ratio | Complete lending | ||
Massive banks | Small banks | Massive banks | Small banks | |
(1) | (2) | (1) | (2) | |
GDP development | 0.612*** | -0.0720*** | 0.710*** | 0.112*** |
(0.133) | (0.00550) | (0.212) | (0.0271) | |
No. Obs. | 40,116 | 702,554 | 40,099 | 697,879 |
R-squared | 0.887 | 0.905 | 0.989 | 0.986 |
Controls | YES | YES | YES | YES |
Financial institution FEs | YES | YES | YES | YES |
Notes: Coefficient estimates of quarterly capital ratios and whole lending of US banks between 1979 and 2009. Capital ratio is the same as fairness to whole property, and whole lending is the log of web lending. Small and huge banks are these within the lowest 80% and the best 5% of property distribution, respectively. To make sure robustness of the outcomes, I additionally run regressions based mostly on totally different thresholds. Outcomes of the extra regressions are per the baseline outcomes. Normal errors reported between parentheses, * p<0.10 ** p<0.05 *** p<0.01.
In different phrases, the capital positions of huge banks have been extra delicate to financial fluctuations than small banks in each the UK and US previous to Basel III. These tendencies in capital positions have an effect on the credit score provide of banks, relying on their dimension. Massive banks turn into comparatively capital-constrained in downturns, and therefore are likely to ration lending. The decrease cyclicality of small banks’ capital positions permits them to maintain their provide of credit score steadier over the cycle. Nonetheless, as giant banks present most of financial institution credit score, mixture credit score crunches are anticipated, particularly in deep downturns.
Stricter capital necessities and cyclical parts (the capital conservation buffer and the countercyclical buffer) launched by Basel III ought to scale back the pro-cyclicality of huge banks’ capital positions and provide credit score. To analyze this, I re-run the regressions above utilizing information units that stretch past 2009. As Desk C exhibits, the coefficient on GDP development for big banks falls from 80 foundation factors to 43 foundation factors (at a decrease significance degree) for UK banks, and from 61 foundation factors to 29 foundation factors for US banks. Outcomes for small banks’ capital ratios utilizing the prolonged pattern are per the baseline in Desk B.
Submit Basel III, the pro-cyclicality of whole lending of huge banks fell from 301 foundation factors to 165 foundation factors for big UK banks and 71 foundation factors to 49 foundation factors for big US banks. The professional-cyclicality of whole lending of small US banks fell additional (11 foundation factors to five foundation factors) and remained effectively beneath that of huge banks.
Desk C: Regression outcomes for financial institution capital ratios and whole lending; Basel III influence
1: UK banks (1990–2021)
Variables | Capital ratio | Complete lending | ||
Massive banks | Small banks | Massive banks | Small banks | |
(1) | (2) | (1) | (2) | |
GDP development | 0.429** | -0.0192 | 1.645** | 0.00869 |
(0.204) | (0.0157) | (0.712) | (1.642) | |
No. Obs. | 347 | 326 | 330 | 304 |
R-squared | 0.985 | 0.968 | 0.998 | 0.988 |
Controls | YES | YES | YES | YES |
Financial institution FEs | YES | YES | YES | YES |
Notes: Coefficient estimates of quarterly capital ratios and whole lending of UK banks between 1990 and 2009. Capital ratio is the same as fairness to whole property, and whole lending is the log of web lending. Small and huge banks are outlined based mostly on inner Financial institution of England classifications. Normal errors reported between parentheses, * p<0.10 ** p<0.05 *** p<0.01.
2: US banks (1979–2020)
Variables | Capital ratio | Complete lending | ||
Massive banks | Small banks | Massive banks | Small banks | |
(1) | (2) | (1) | (2) | |
GDP development | 0.291*** | -0.0829*** | 0.493*** | 0.0530** |
(0.0607) | (0.00503) | (0.145) | (0.0247) | |
No. Obs. | 45,900 | 860,347 | 45,859 | 852,062 |
R-squared | 0.907 | 0.924 | 0.990 | 0.989 |
Controls | YES | YES | YES | YES |
Financial institution FEs | YES | YES | YES | YES |
Notes: Coefficient estimates of quarterly capital ratios and whole lending of US banks between 1979 and 2009. Capital ratio is the same as fairness to whole property, and whole lending is the log of web lending. Small and huge banks are these within the lowest 80% and the best 5% of property distribution, respectively. To make sure robustness of the outcomes, I additionally run regressions based mostly on totally different thresholds. Outcomes of the extra regressions are per the baseline outcomes. Normal errors reported between parentheses, * p<0.10 ** p<0.05 *** p<0.01.
In abstract, the capital positions and credit score provide have been clearly extra pro-cyclical for big banks than small banks. The introduction of extra cycle-sensitive capital necessities below Basel III diminished variations between the 2 teams of banks. As such, it may be argued that the cycle-sensitive parts of capital necessities are more practical in lowering the pro-cyclicality of credit score provide of huge banks (than small banks), as effectively the mixture provide of financial institution credit score, lowering the severity of credit score crunches in deep downturns.
Abstract
This put up assesses whether or not small banks’ whole lending and capital ratios present totally different cyclical patterns from bigger banks, and whether or not the introduction of stricter cycle-sensitive capital necessities below Basel III impacts these cyclical patterns. The evaluation makes use of information for small and huge banks within the UK and US. The empirical outcomes recommend that previous to Basel III reforms, capital positions and credit score provide of huge banks have been far more pro-cyclical than small banks. The introduction of extra cycle-sensitive capital necessities below Basel III diminished capital and credit score provide pro-cyclicality for big banks, whereas having smaller results for small banks. This implies that the cycle-sensitive capital necessities are more practical in lowering the pro-cyclicality of credit score provide of huge banks and lowering severity of credit score crunch in deep downturns.
Mahmoud Fatouh works within the Financial institution’s Prudential Framework Division.
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