Economic value,competition and financial distress in the European banking system

In this paper we examine the impact of a large number of factors at the bank level (liquidity and credit risks, asset size, income diversification and market power), at the industry level (banking concentration) and macro-level (real GDP growth) on bank financial distress using an unbalanced panel of 308 European commercial banks between 1996 and 2009. The observations falling below a given threshold of the empirical distribution of the Shareholder Value Ratio proxy bank financial distress. We employ a panel probit regression and, given the presence of overlapping data giving rise to residual autocorrelation, we use the Bertschek and Lechner (1998) robust estimator of the covariance matrix of parameters. We show that credit risk, liquidity risk and bank market power are the most influential determinants of distressed Shareholder Value Ratio. Finally we evaluate the model out-sample forecasting performance over the 2008–2009 crisis period.     

Contagion risk in the Australian banking and property sectors

The Australian banking system emerged from the global crisis virtually unhurt, with most banks still profitable, adequately capitalized, and with AA credit ratings. Are there any risks or vulnerabilities in this success story? This paper analyzes Australia’s systemic banking risk and attempts to determine if this risk increased with the recent global crisis and whether this risk is related to the downturn experienced in the real estate market. We use extreme value theory to measure banks’ and property firms’ univariate Value at Risk, as well as multivariate intra-sector and inter-sector contagion risks. Of the 13 sectors analyzed, we find that the property sector exhibits the highest level of extremal dependence with the banking sector. The credit crisis significantly increased the probability of a bank or property firm crashing. Moreover, contagion risks significantly increased not only within the banking and property sectors, but also between those sectors.     

Government, taxes and banking crises

This paper analyzes the effectiveness of different government policies to prevent the emergence of banking crises. In particular, we study the impact on welfare of using taxpayers money to recapitalize banks, government injection of money into the banking system through credit lines, the creation of a buffer and taxes on financial transactions (the Tobin tax). We illustrate the trade-off between these policies and derive policy implications.     

Geographic diversification in banking

In the aftermath of the 2007–2009 crisis, banks claiming positive diversification benefits are being met with skepticism. Nevertheless, diversification might be important and sizable for some large internationally active banking groups. We use a universally applicable correlation matrix approach to calculate international diversification effects, in which bank subsidiaries are treated as individual assets of the banking group portfolio. We apply the framework to 49 of the world's largest banking groups with significant foreign business units over the 1992–2009 period. Focusing on the most important risk in banking, credit risk, we find that allowing for geographical diversification could reduce banks’ credit risk by 1.1% on average, with risk reduction ranging from negligible up to 8%.     

Is sovereign risk related to the banking sector?

We examine whether the banking sector within a nation is related to sovereign risk. We hypothesize that more competitive and sophisticated financial systems are less prone to panics or bank runs, and consequently will be associated with superior sovereign credit ratings. Using Ordered Probit with Aggregate Time Effects methodology, our results show that banking sector characteristics such as concentration in the banking system, liquidity of bank assets, and size of financial system are significantly related to sovereign credit ratings. Since the use of these sovereign ratings is ubiquitous in international finance in varied applications such as determination of the cost of international borrowing by governments, international cost of capital for FDI, and others, the relationships identified in this paper have important public policy implications.     

Credit information sharing in the nexus between charter value and systemic risk in Asian banking

In this paper, we assess whether the link between charter value and systemic risk in banking is affected by credit information sharing at the country level. Using a sample of Asian listed banks, we document that banks with higher charter value exhibit lower systemic risk because these banks hold more capital. Nevertheless, we find that the self-disciplining role of charter value in banking is more pronounced for countries with lower depth of credit information sharing. Specifically, our findings also reveal that higher charter value alleviates systemic risk and increases capitalization, particularly in countries with lower quality of private credit bureaus. These findings suggest that higher charter value can be detrimental for financial stability due to an increase in bank systemic risk, particularly when private credit bureaus are of better quality. In order to overcome bank systemic risk, this paper advocates the importance of strengthening bank competition to limit charter value, in addition to promoting the development of private credit bureaus.     

Modelling the distribution of credit losses with observable and latent factors

This paper proposes a dynamic model to estimate the credit loss distribution of the aggregate portfolio of loans granted in a banking system. We consider a sectoral approach distinguishing between corporates and households. The evolution of their default frequencies and the size of the loans portfolio are expressed as functions of macroeconomic conditions as well as unobservable credit risk factors, which capture contagion effects between sectors. In addition, we model the distributions of the Exposures at Default and the Losses Given Default. We apply our framework to the Spanish banking system, where we find that sectoral default frequencies are not only affected by economic cycles but also by a persistent latent factor. Finally, we identify the riskier sectors, perform stress tests and compare the relative risk of small and large institutions.     

What determines output losses after banking crises?

We examine the output costs associated with 150 banking crises using cross country data for years after 1970. Many banking crises do not lead to contractions and most banking crises do not lead to large contractions, a result that holds for developed and developing economies. We examine which variables help to predict output changes after a banking crisis using Bayesian Model Averaging. For developed economies, we find that the output losses are positively related to prior economic conditions such as credit growth. For low-income economies, we find that other factors such as having a stock market and deposit insurance are more important.     

Investment and bank credit recovery after banking crises

In this paper, we aim to investigate (a) the dynamic adjustment of investment-to-GDP ratio and bank credit-to-GDP ratio following banking crisis episodes; (b) whether the adjustment of investment and bank credit ratios varies with several country and crisis characteristics. Based on a sample of 79 developed and emerging countries over the 1973–2010 period, our results suggest that in the aftermath of banking crises, investment ratio declines but swiftly recovers to its pre-crisis level within two to three years. Bank credit declines significantly and remains stagnated even in the medium run. In terms of country characteristics, we find that investment and bank credit ratios decline significantly more in advanced countries and countries with higher level of capital openness. In addition, investment ratio declines significantly more in countries with higher level of financial development. Finally, we split the banking crises episodes into two categories: those preceded by a domestic credit boom or a surge in net capital inflows, and those that were not preceded by such booms. We find that dynamic adjustment of investment and bank credit ratios differs substantially across the two groups. Existence of a credit boom or a surge in capital inflow in the run-up to the crisis intensifies the length and depth of the decline in investment and bank credit ratios. In fact, we find no statistically significant decline in investment following banking crises that were not preceded by a credit boom or a surge in capital inflows. These results imply that deleveraging is costly to the economy.     

A macro stress test model of credit risk for the Brazilian banking sector

This paper proposes a model to conduct macro stress test of credit risk for the banking sector based on scenario analysis. We employ an original bank-level data set that splits bank credit portfolios in 21 granular categories, covering household and corporate loans. The results corroborate the presence of a strong procyclical behavior of credit quality, and show a robust negative relationship between the logistic transformation of non-performing loans (NPLs) and GDP growth, with a lag response of up to three quarters. The results also indicate that the procyclical behavior of loan quality varies across credit types. This is novel in the literature and suggests that banks with larger exposures to highly procyclical credit types and economic sectors would tend to undergo sharper deterioration in the quality of their credit portfolios during an economic downturn. Lack of sufficient portfolio granularity in macro stress testing fails to capture these effects and thus introduces a source of bias that tends to underestimate the tail losses stemming from the riskier banks in a system.     

Using extreme value theory to estimate the likelihood of banking sector failure

Abstract

The growing interest in management of credit risk and estimation of default probabilities has given rise to a range of more or less elaborate credit risk models. While these models work well for non-financial firms they are usually not very successful in capturing the financial strength of banks. As an answer to this, Hall and Miles suggest a simple approach of estimating bank failure probabilities based solely on their stock prices. This paper suggests an extension to the Hall and Miles model using extreme value theory and applies the extended model to the Swedish banking sector around the banking crisis of the early 1990s. The extended model captures very well the increased likelihood of a systemic banking sector failure around the peak of the crisis and it produces default probabilities that are more stable, more realistic and more consistent with Moody’s and Fitch rating implied default rates than probabilities from the original Hall and Miles model.     

The stability–concentration relationship in the Brazilian banking system

In this article, the relation between non-performing loans (NPL) of the Brazilian banking system and macroeconomic factors, systemic risk, and banking concentration is empirically tested. In evaluating this relation, we use a dynamic specification with fixed effects, while using a panel data approach. The empirical results suggest that the banking concentration has a statistically significant impact on NPL, suggesting that more concentrated banking systems may improve financial stability. These results are important for the design of banking regulation policies.     

What drives the systemic banking crises in advanced economies?

This paper examines the drivers of post-war “systemic” banking crises in advanced economies. Using binary response models and a balanced panel of data, we show that persistently large departures from the long-run trend in housing and stock markets best predict the crises. Similar deviations in credit markets do not add to the explanatory power of the model that combines housing and stock market dynamics. Indicators capturing financial market risk perception also have high explanatory power. These findings indicate that extrapolative forecasts and neglect of tail risk drive asset market boom-bust cycles and systemic banking crises. Cycles in credit markets are driven by cycles in real-estate and stock markets before the crises. Additionally, capital inflow bonanzas fuel the stock and credit booms that spark systemic crises.     

Back to the basics in banking? A micro-analysis of banking system stability

This paper analyzes the relationship between banks’ divergent strategies toward specialization and diversification of financial activities and their ability to withstand a banking sector crash. We first generate market-based measures of banks’ systemic risk exposures using extreme value analysis. Systemic banking risk is measured as the tail beta, which equals the probability of a sharp decline in a bank’s stock price conditional on a crash in a banking index. Subsequently, the impact of (the correlation between) interest income and the components of non-interest income on this risk measure is assessed. The heterogeneity in extreme bank risk is attributed to differences in the scope of non-traditional banking activities: non-interest generating activities increase banks’ tail beta. In addition, smaller banks and better-capitalized banks are better able to withstand extremely adverse conditions. These relationships are stronger during turbulent times compared to normal economic conditions. Overall, diversifying financial activities under one umbrella institution does not improve banking system stability, which may explain why financial conglomerates trade at a discount.     

Assessing competition in the banking industry: A multi-product approach

This paper investigates the competitive aspects of multi-product banking operations. Extending Panzar and Rosse’s (1987) model to the case of a multi-product banking firm, we show that higher economies of scope in multi-product banking are associated with lower Panzar–Rosse measures of competition in the banking sector. To test this empirical implication and determine the impact of multi-production on market power, we use a new dataset on the Brazilian banking industry. Consistent with our theoretical prediction, we find that banks that offer classic banking products (i.e., loans and credit cards) and other banking products (i.e., brokerage services, insurance and capitalization bonds) have substantially higher market power than banks that offer only classic products. These results suggest a positive bias in the traditional estimates of competition in which multi-output actions are not considered.     

Credit booms,banking crises,and the current account

A number of papers have shown that rapid growth in private sector credit is a strong predictor of a banking crisis. This paper will ask if credit growth is itself the cause of a crisis, or is it the combination of credit growth and external deficits? This paper estimates a probabilistic model to find the marginal effect of private sector credit growth on the probability of a banking crisis. The model contains an interaction term between credit growth and the level of the current account, so the marginal effect of private sector credit growth may itself be a function of the level of the current account. We find that the marginal effect of rising private sector debt levels depends on an economy's external position. When the current account is in balance, the marginal effect of an increase in debt is rather small. However, when the economy is running a sizable current account deficit, implying that any increase in the debt ratio is financed through foreign borrowing, this marginal effect is large.     

This time is different: Causes and consequences of British banking instability over the long run

This paper addresses three questions: (1) How severe were the episodes of banking instability experienced by the UK over the past two centuries? (2) What have been the macroeconomic indicators of UK banking instability? and (3) What have been the consequences of UK banking instability for the cost of credit? Using a unique dataset of bank share prices from 1830 to 2010 to assess the stability of the UK banking system, we find that banking instability has grown more severe since the 1970s. We also find that interest rates, inflation, lending growth, and equity prices are consistent macroeconomic indicators of UK banking instability over the long run. Furthermore, utilising a unique dataset of corporate-bond yields for the period 1860 to 2010, we find that there is a significant long-run relationship between banking instability and the credit-risk premium faced by businesses.     

Asset prices and banking distress: A macroeconomic approach

This paper links banking with asset prices in a dynamic macroeconomic model, to provide a simple characterization of financial instability. In contrast with historical bank runs, recent banking crises were driven by deteriorating bank assets. Hence, in contrast with bank run models, this paper focuses on the interaction of falling asset prices, bank losses, credit contraction and bankruptcies. This interaction can explain credit crunches, financial instability, and banking crises, either as fundamental or as self-fulfilling outcomes. The model distinguishes between macroeconomic and financial stability. Its simplicity helps understand balance sheet effects and delivers closed-form solutions without resorting to linearization. For instance, the critical threshold beyond which an asset price decline triggers financial instability can be related explicitly to the structural parameters of the economy.     

A compound option approach to model the interrelation between banking crises and country defaults: The case of Hungary 2008

We analyze the Hungarian financial crisis of 2008 in a stochastic framework that advances structural credit risk models for country defaults: by applying compound option theory we consider payments for bailing-out the banking sector together with debt service payments in a joint crisis model. We estimate the model parameters by applying the time series maximum-likelihood approach of Duan (1994) on yield spreads of Hungarian Bonds. We find that difficulties in acquiring funds for debt servicing in combination with high outstanding debt triggered the crisis, rather than problems in the domestic banking sector. The estimated crisis probabilities dramatically rise during 2008.     

IT governance: Objectives and assurances in internet banking

This paper develops and tests a new factor of the trust model in electronic commerce; namely, internet banking. Internal control of internet banking is very consistent with high levels of trust factors such as security, privacy, and other risk issues. However, this type of association has not yet been widely recognized as a trusted model from the consumer's electronic commerce point of view. This study attempts to create new factors in IT governance and the COBIT (Control Objectives for Information and Related Technologies) assurance seal. The empirical results of this experiment show that customer familiarity with IT governance and the COBIT assurance seal has impacted customers' trust in internet banking. Moreover, the results also show that perceived internet banking quality and reputation impact customers' trust in internet banking. Given the results of this study, we propose future research aimed at developing a COBIT assurance web seal of internal control, applicable to information technology based on IT governance.