Diversification and the cost of debt of bank holding companies

In this study, we investigate the relationship between various dimensions of diversification and the cost of debt for publicly traded bank holding companies (BHCs). We find that both domestic geographic diversification of deposits and diversification of assets lead to a lower bond yield-spread. Diversification of non-traditional banking activities leads to a lower cost of debt only when yield-spread and diversification are estimated simultaneously. In addition, we find that medium-sized BHCs experience a greater reduction in bond yield-spread than small-sized and large-sized BHCs. This is consistent with the too-big-to-fail (TBTF) effects in the banking industry. Furthermore, we document that the association between diversification and yield-spread is bidirectional with higher yield-spreads being associated with greater asset and activity diversification and lower geographic deposit dispersion. The effect of diversification on bond yield-spread is robust after accounting for cross-sectional and serial correlation, and the endogeneity of diversification.     

Product market competition and the cost of bank loans: Evidence from state antitakeover laws

The extant literature documents a positive relationship between a firm’s takeover vulnerability and its agency cost of debt. Using state antitakeover laws as an exogenous measure of variation in takeover vulnerability, I investigate whether product market competition has a disciplinary effect that can lower a firm’s cost of bank loans. After taking into account the industry composition of borrowers, I find that banks charge higher spreads to borrowers that are vulnerable to takeovers, but only in concentrated industries. In the absence of disciplinary competitive pressure, the effect of takeover vulnerability on the cost of bank loans is mitigated for larger firms, firms followed by analysts, firms with existing credit ratings, non-family firms, and for borrowers with shorter maturity loans or loans with covenants and collateral in place. Taken together, the results suggest that the effect of governance on the cost of financing is not homogenous across all industries, and that concentrated industry firms may need to use supplementary governance mechanisms to mitigate debt holder agency problems.     

The impact of corporate social responsibility on the cost of bank loans

This study examines the link between corporate social responsibility (CSR) and bank debt. Our focus on banks exploits their specialized role as delegated monitors of the firm. Using a sample of 3996 loans to US firms, we find that firms with social responsibility concerns pay between 7 and 18 basis points more than firms that are more responsible. Lenders are more sensitive to CSR concerns in the absence of security. We document a mixed reaction to discretionary CSR investments. Low-quality borrowers that engage in discretionary CSR spending face higher loan spreads and shorter maturities, but lenders are indifferent to CSR investments by high-quality borrowers.     

The impact of bank ownership concentration on impaired loans and capital adequacy

This paper examines the impact of bank ownership concentration on two indicators of bank riskiness, namely banks’ non-performing loans and capital adequacy. Using balance sheet information for around 500 commercial banks from more than 50 countries averaged over 2005–2007, we find that concentrated ownership (proxied by different levels of shareholding) significantly reduces a bank’s non-performing loans ratio, conditional on supervisory control and shareholders protection rights. Furthermore, ownership concentration affects the capital adequacy ratio positively conditional on shareholder protection. At low levels of shareholder protection rights and supervisory control, ownership concentration reduces bank riskiness.     

The effects of bank relationships on firm private debt restructuring: Evidence from an emerging market

Our paper seeks to examine the direct benefit of bank relationships for a distressed borrower by assessing its influence on the success of firm private debt restructuring. We find that a distressed firm with a stronger bank relationship has a greater probability to successfully restructure its debt through private renegotiation. Accordingly, an analysis of credit rating recovery provides complementary evidence on the factors of successful debt restructuring. A duration analysis of the length of time needed for a debt restructuring to be completed is fully consistent with our documented results. We conclude that in a bank dominated financial system like Taiwan's where firms are heavily bank-dependent, the bank-firm relationship is of crucial importance to the success of financially distressed firms in private debt restructuring.     

Board characteristics and Chinese bank performance

Using a sample of 50 largest Chinese banks during the period of 2003–2010, we explore a comprehensive set of board characteristics (size, composition and functioning of the board) and analyze their impacts on bank performance and bank asset quality in China. We find that the number of board meetings and the proportion of independent directors have significantly positive impacts on both bank performance and asset quality while board size has a significantly negative impact on bank performance. We find new evidence that the degree of bank boards’ political connection is negatively correlated with bank performance and asset quality. The findings suggest that the board of directors plays a significant role in bank governance in China.     

Forecasting bank loans loss-given-default

With the advent of the new Basel Capital Accord, banking organizations are invited to estimate credit risk capital requirements using an internal ratings based approach. In order to be compliant with this approach, institutions must estimate the loss-given-default, the fraction of the credit exposure that is lost if the borrower defaults. This study evaluates the ability of a parametric fractional response regression and a nonparametric regression tree model to forecast bank loan credit losses. The out-of-sample predictive ability of these models is evaluated at several recovery horizons after the default event. The out-of-time predictive ability is also estimated for a recovery horizon of 1 year. The performance of the models is benchmarked against recovery estimates given by historical averages. The results suggest that regression trees are an interesting alternative to parametric models in modeling and forecasting loss-given-default.     

Corporate tax,capital structure,and the accessibility of bank loans: Evidence from China

In this paper, we investigate whether listed firms in China adjust their capital structure in response to an increase in the corporate tax rate. Although theories of capital structure suggest that corporate tax is an important determinant of capital structure, how exogenous changes of the tax rate affect firms’ leverage decisions has not been fully explored. We examine a unique circumstance in which the Chinese government increased the corporate tax rate of firms that had previously received local government tax rebates. The evidence indicates that these firms increased their leverage when the corporate tax rate increased. Further investigation suggests that the adjustment of leverage was mostly driven by firms with a high level of access to bank loans.     

How bank capital buffers vary across countries: The influence of cost of deposits,market power and bank regulation

This paper analyzes the bank and country determinants of capital buffers using a panel data of 1337 banks in 70 countries between 1992 and 2002. After controlling for adjustment costs and the endogeneity of explanatory variables, the results show that capital buffers are positively related to the cost of deposits and bank market power, although the relations vary across countries depending on regulation, supervision, and institutions. Their impact is the result of two generally opposing effects: restrictions on bank activities and official supervision reduce the incentives to hold capital buffers by weakening market discipline, but at the same time they promote higher capital buffers by increasing market power. Institutional quality has the two opposite effects. Better accounting disclosure and less generous deposit insurance, however, have a clear positive effect on capital buffers by both strengthening market discipline and making charter value better able to reduce risk-taking incentives.     

Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans

We find that firms with greater tax avoidance incur higher spreads when obtaining bank loans. This finding is robust in a battery of sensitivity analyses and in two quasi-experimental settings including the implementation of Financial Accounting Standards Board Interpretation No. 48 and the revelation of past tax sheltering activity. Firms with greater tax avoidance also incur more stringent nonprice loan terms, incur higher at-issue bond spreads, and prefer bank loans over public bonds when obtaining debt financing. Overall, these findings indicate that banks perceive tax avoidance as engendering significant risks.     

Corporate ownership structure and the choice between bank debt and public debt

This article examines the relation between a borrowing firm's ownership structure and its choice of debt source using a novel data set on corporate ownership, control, and debt structures for 9,831 firms in 20 countries from 2001 to 2010. We find that the divergence between the control rights and cash-flow rights of a borrowing firm's largest ultimate owner has a significant negative impact on the firm's reliance on bank debt financing. In addition, we show that the control-ownership divergence affects other aspects of debt structure including debt maturity and security. Our results indicate that firms controlled by large shareholders with excess control rights may choose public debt financing over bank debt as a way of avoiding scrutiny and insulating themselves from bank monitoring.     

Executive compensation and the cost of debt

This study examines how different components of executive compensation affect the cost of debt. We find that debt-like and equity-like pay components have differing effects: an increase in defined benefit pensions is associated with lower bond yield spread, while higher share holdings lead to higher spreads. In addition, we find that stock options have a mixed impact on the cost of debt whereas cash bonus has no significant impact. Overall, our results indicate that corporate bondholders are fully aware of both risk-taking and risk-avoiding incentives created by various executive pay components.     

Intellectual property rights reform and the cost of corporate debt

This paper investigates the role of intellectual property rights (IPR) protection on the cost of bank loans for firms in 48 countries. Using substantial reforms of patent rights as a source of identifying variation, the paper provides strong evidence that borrowers from countries that underwent IPR reform experience significant reductions in the cost of bank debt. Importantly, the effects of IPR reform on loan rates are significantly larger in industries that are more IP-intensive. Additional analysis shows that in the wake of reforms borrowers obtain larger size loans, which indicates that improvements in IPR are associated with greater credit availability. IPR reform also increases foreign lenders participation in loan syndicates. Overall, these findings suggest that legal protection afforded to intellectual property has a significant impact on the cost of corporate borrowing and the ability of innovative firms to raise debt capital.     

The anatomy of bank diversification

We use panel data from nine countries over the period 1996–2008 to test how revenue diversification affects bank value. Relying on a comprehensive framework for bank performance measurement, we find robust evidence against a conglomerate discount, unlike studies concerned with industrial firms. Rather, diversification increases bank profitability and, as a consequence also market valuations. This indirect performance effect does not depend on whether diversification was achieved through organic growth or through M&A activity. We further demonstrate that previous results in the literature on the impact of diversification on bank value presumably differ due to the way diversification is measured, and the negligence of the indirect value effect via bank profitability. Our evidence against a conglomerate discount in banking remains robust also during the sub-prime crisis.     

The prediction of bank acquisition targets with discriminant and logit analyses: Methodological issues and empirical evidence

This paper uses discriminant and logit analyses to develop prediction models to identify bank acquisition targets. We consider several methodological issues, such as whether the choice of the estimation technique, the selection of variables, the use of raw versus industry relative data, the train-and-test sampling scheme, and the criteria for model evaluation affect the predictive accuracy of the developed models. Both estimation methods generate remarkably similar model performance rankings, while differences are revealed in the relative importance of variables when using raw versus industry relative data. We find that in most cases there is a fair amount of misclassification, consistent with previous studies in non-financial sectors, which is hard to avoid given the nature of the problem.     

The cyclical behaviour of European bank capital buffers

Using an unbalanced panel of accounting data from 1997 to 2004 and controlling for individual bank costs and risk, we find capital buffers of the banks in the EU15 have a significant negative co-movement with the cycle. For banks in the accession countries there is significant positive co-movement. Capital buffers of commercial and savings banks, and of large banks, exhibit negative co-movement. Those of co-operative and smaller banks exhibit positive co-movement. Speeds of adjustment are fairly slow. We interpret these results and discuss policy implications, noting that negative co-movement of capital buffers will exacerbate the pro-cyclical impact of Basel II.     

Effects of earnings management on bank cost of debt

This study investigates how earnings management influences credit ratings, and thus the cost of debt, using bank data from 85 countries. Using cross‐country data also facilitates the investigation of how information asymmetry affects the influence of earnings management on ratings. The results indicate that raters downgrade ratings when they perceive earnings management, after controlling for other potential determinants of bank credit ratings, implying that earnings management increases borrowing costs. The negative effect of earnings management is mitigated for banks in countries with more extensive and effective banking regulations owing to lower information asymmetry, but aggravated in counties with less robust banking regulations.     

Market response to bank relationships: Evidence from Korean bank reform

This paper examines how the forced closure of failing banks and the transfer of their loans to surviving banks affect the market value of firms that borrow from the closed banks. Pre-existing relationships between firms and the banks that acquire their loans are detrimental to the positive valuation effects of the event. Banks may have an incentive to favor pre-existing relationships to increase the value of previously extended loans. Therefore, loan renewals to firms with prior relationships do not signal borrower quality to the market, which is aware of the banks’ conflicts of interest. This study highlights the importance of the specific mechanisms employed to replace failed banks without decreasing the value of their client firms.     

Improvements in loss given default forecasts for bank loans

An accurate forecast of the parameter loss given default (LGD) of loans plays a crucial role for risk-based decision making by banks. We theoretically analyze problems arising when forecasting LGDs of bank loans that lead to inconsistent estimates and a low predictive power. We present several improvements for LGD estimates, considering length-biased sampling, different loan characteristics depending on the type of default end, and different information sets according to the default status. We empirically demonstrate the capability of our proposals based on a data set of 69,985 defaulted bank loans. Our results are not only important for banks, but also for regulators, because neglecting these issues leads to a significant underestimation of capital requirements.     

Determinants of domestic and cross-border bank acquisitions in the European Union

This paper analyzes the determinants of bank acquisitions both within and across countries in the EU-25 over the period 1997–2004. Our results suggest poorly managed banks (high cost to income) and larger banks are more likely to be acquired by other banks in the same country. The probability of being a target in a cross-border deal is larger for banks that are quoted in the stock market. Finally, banks operating in more concentrated markets are less likely to be acquired by other banks in the same country but are more likely to be acquired by banks in other EU-25 countries.