Predicting sovereign debt crises using artificial neural networks: A comparative approach

Recent episodes of financial crisis have revived interest in developing models able to signal their occurrence in timely manner. The literature has developed both parametric and non-parametric models, the so-called Early Warning Systems, to predict these crises. Using data related to sovereign debt crises which occurred in developing countries from 1980 to 2004, this paper shows that further progress can be achieved by applying a less developed non-parametric method based on artificial neural networks (ANN). Thanks to the high flexibility of neural networks and their ability to approximate non-linear relationship, an ANN-based early warning system can, under certain conditions, outperform more consolidated methods.     

A network analysis of global banking: 1978–2010

We analyze the global banking network using data on cross-border banking flows for 184 countries during 1978–2010. We find that the density of the global banking network defined by these flows is pro-cyclical, expanding and contracting with the global cycle of capital flows. We also find that country connectedness in the network tends to rise before banking and debt crises and to fall in their aftermath. Despite a historically unique build-up in aggregate flows prior to the global financial crisis, network density in 2007 was comparable to earlier peaks. This suggests that factors other than connectedness, such as the location of the initial shock to the core of the network, have contributed to the severity of the crisis. The global financial crisis stands out as an unusually large perturbation to the global banking network, with indicators of network density in 2008 reaching all-time lows.     

英国应对主权债务危机的税收举措

2010年以来,在国际金融危机的影响尚未完全消除的情况下,英国又遇到主权债务危机的强烈冲击。2010年5月12日,英国新任首相、保守党领袖卡梅伦就职不久,即发布了财政紧缩预算案,通过大力压缩政府开支、以增税为主的税收政策调整等一系列措施以重振经济和解决财政困难。本文主要介绍其税收举措,以期对后金融危机时期我国的税制改革和税收政策调整有所借鉴。     

Fragmentation and heterogeneity in the euro-area corporate bond market: Back to normal?

We assess the degree of market fragmentation in the euro-area corporate bond market by disentangling the determinants of the risk premium paid on bonds at origination. By looking at over 2400 bonds we are able to isolate the country-specific effects which are a suitable indicator of the market fragmentation. We find that, after peaking during the sovereign debt crisis, fragmentation shrank in 2013 and receded to pre-crisis levels only in 2014. However, the low level of estimated market fragmentation is coupled with a still high heterogeneity in actual bond yields, challenging the consistency of the new equilibrium.     

Empirical comparison of hazard models in predicting SMEs failure

This study aims to shed light on the debate concerning the choice between discrete-time and continuous-time hazard models in making bankruptcy or any binary prediction using interval censored data. Building on the theoretical suggestions from various disciplines, we empirically compare widely used discrete-time hazard models (with logit and clog-log links) and the continuous-time Cox Proportional Hazards (CPH) model in predicting bankruptcy and financial distress of the United States Small and Medium-sized Enterprises (SMEs). Consistent with the theoretical arguments, we report that discrete-time hazard models are superior to the continuous-time CPH model in making binary predictions using interval censored data. Moreover, hazard models developed using a failure definition based jointly on bankruptcy laws and firms’ financial health exhibit superior goodness of fit and classification measures, in comparison to models that employ a failure definition based either on bankruptcy laws or firms’ financial health alone.     

Rent seeking and aid effectiveness

We introduce foreign aid and a rent seeking contest for public funds into the Barro (JPE 1990) growth model. We find that aid effectiveness depends on fiscal policies, the level of aid inflows and the quality of institutions that restrict appropriation of public funds by rent seeking agents. These results can be shown to be consistent with the best established findings in the empirical literature on aid effectiveness. Rent seeking may thus indeed be a major determinant of aid effectiveness. We further discuss how aid effectiveness depends on the way foreign aid is disbursed and on the determinants of institutional quality. JEL Classification F35 · D72 · D9 · H2     

Securitization and moral hazard: Evidence from credit score cutoff rules

A growing literature exploits credit score cutoff rules as a natural experiment to estimate the moral hazard effect of securitization on lender screening. However, these cutoff rules can be traced to underwriting guidelines for originators, not for securitizers. Moreover, loan-level data reveal that lenders change their screening at credit score cutoffs in the absence of changes in the probability of securitization. Credit score cutoff rules thus cannot be used to learn about the moral hazard effect of securitization on underwriting. By showing that this evidence has been misinterpreted, our analysis should move beliefs away from the conclusion that securitization led to lax screening.     

Defining and achieving financial stability

We discuss the thorny issue of how to define financial stability, and conclude that the best approach is to define the characteristics of an episode of financial instability, and to define financial stability as a state of affairs in which episodes of instability are unlikely to occur. We then discuss public policies to achieve financial stability, distinguishing between preventive and remedial measures, and explore the costs and benefits of such policies. We conclude with some comments on current issues in financial regulation, including Basel 2.     

Unique equilibrium in the Eaton–Gersovitz model of sovereign debt

A common view of sovereign debt markets is that they are prone to multiple equilibria. We prove that, to the contrary, Markov perfect equilibrium is unique in the widely studied model of Eaton and Gersovitz (1981), and we discuss multiple extensions and limitations of this finding. Our results show that no improvement in a borrower׳s reputation for repayment can be self-sustaining, thereby strengthening the Bulow and Rogoff (1989) argument that debt cannot be sustained by reputation alone.     

Banks and sovereign risk: A granular view

We investigate the determinants of sovereign bond holdings of German banks and the implications of such holdings for bank risk. We use granular information on all German banks and all sovereign debt exposures in the years 2005–2013. As regards the determinants of sovereign bond holdings of banks, we find that these are larger for weakly capitalized banks, banks that are active on capital markets, and for large banks. Yet, only around two thirds of all German banks hold sovereign bonds. Macroeconomic fundamentals were significant drivers of sovereign bond holdings only after the collapse of Lehman Brothers. With the outbreak of the sovereign debt crisis, German banks reallocated their portfolios toward sovereigns with lower debt ratios and bonds with lower yields. With regard to the implications for bank risk, we find that low-risk government bonds decreased the risk of German banks, especially for savings and cooperative banks. Holdings of high-risk government bonds, in turn, increased the risk of commercial banks during the sovereign debt crisis.     

Debt-overhang banking crises: Detecting and preventing systemic risk

This paper shows how the debt-overhang distortion on bank lending can generate a self-fulfilling-expectations banking crisis accompanied by a plunge in the value of banks’ assets and a contraction of bank lending and economic activity. Moral hazard in banking adds an additional channel that can generate multiple equilibria, worsen the debt-overhang distortion, and deepen the crisis. Some signals of systemic risk include: high volatility and the presence of two modes in the probability distribution functions of the returns on bank-issued bonds and on portfolios of bank-issued bonds and equities; and high correlation between the returns on bank-issued bonds. Macroprudential regulation should discourage the exposure of banks to the economic and financial cycle by raising the capital requirements for banks with more cyclical assets.     

Risk shifting in the US banking system: An empirical analysis

This paper contributes to the empirical literature on risk shifting. It proposes a method to find out whether risk shifting is present in the banking industry and, if so, what type. The type of risk shifting depends on the group of debt holders to whom risk is shifted. We apply this method to the US banking sector in 1998–2011. To study the relationship between risk shifting and the 2008 crisis, the sample is also split into pre-crisis, crisis, and post-crisis periods. Our results suggest that the same type of risk shifting is present in the entire sample and in the pre-crisis and crisis subsamples. We find no evidence of risk shifting after the crisis. Furthermore, holding capital buffers seems to disincentivize risk shifting. This finding appears to provide support for the conservative buffer included in Basel III.     

A reconsideration of the Jensen-Meckling model of outside finance

The paper studies outside finance in a model of two-dimensional moral hazard, involving risk choices as well as effort choices. If the entrepreneur has insufficient funds, a first-best outcome cannot be implemented. Second-best outcomes involve greater failure risk than first-best outcomes. For a Cobb-Douglas technology, second-best effort and investment levels are smaller than first-best; for other technologies, the comparison depends on the elasticity of substitution. If firm returns are not too noisy as signals of behaviour, the optimal incentive scheme corresponds to some mix of debt and equity finance. If firm returns are too noisy, this interpretation is not available.     

Modelling correlation dynamics of EMU sovereign debt markets during the recent turmoil

The purpose of the present study is to explicitly model the correlation dynamics of Eurozone sovereign debt markets. Our analysis runs from 2000 through 2014. Time varying correlations are derived from a dynamic conditional correlation GARCH model (t-cDCC model). We document substantial variability in correlations that is time and region-dependent. Evidence suggests that the Lehman collapse coupled with the German banks’ bailout programme and the events that followed have undermined sovereign debt integration. Moreover, sensitivity analysis provides useful insights that global and regional risk factors play pivotal role in explaining correlation structure both before and after the onset of the Eurozone sovereign debt crisis. We believe that our results entail important implications for market authorities, international fixed income portfolio diversification and asset allocation.     

Sovereign tail risk

We provide a new measure of sovereign country risk exposure (SCRE) to global sovereign tail risk based on information incorporated in 5-year sovereign CDS spreads. Our panel regressions with quarterly data from 53 countries show that macro risks have strong explanatory power for SCRE. Results show that SCRE increases for countries with less fiscal space, higher interest rates, and financial stability concerns. Exposure sensitivity to public sector leverage is shown to increase non-linearly with public debt and to decrease with central banks’ sovereign debt programs. Our results imply that good forward-looking macro-finance fundamentals, such as high expected GDP growth and low credit-to-GDP ratios protect countries against sovereign risk especially in times of global distress.     

The impact of the sovereign debt crisis on the activity of Italian banks

We examine the implications of the sovereign debt tensions on the Italian credit market by estimating the effect of the 10-year BTP-Bund spread on a wide array of bank interest rates, categories of loans and income statement variables. We exploit the heterogeneity between large and small intermediaries to assess to what extent the transmission of sovereign risk differed in relation with different banks’ balance-sheet characteristics and business strategies. Regarding the cost of funding, we find that changes in the BTP-Bund spread have a sizeable effect on the interest rates on term deposits and newly issued bonds but virtually no effect on overnight deposits. Furthermore, the sovereign spread significantly affects the cost of credit for firms and households and exerts a negative effect on loan growth. All these results are magnified when considering alone the five largest banks, which are typically less capitalized, have a larger funding gap and incidence of bad loans and rely more on non-traditional banking activities. Sovereign tensions also affect the main items of banks’ income statement.     

Financial stress,sovereign debt and economic activity in industrialized countries: Evidence from dynamic threshold regressions

We analyze how the impact of a change in the sovereign debt-to-GDP ratio on economic growth depends on the level of debt, the stress level on the financial market and the membership in a monetary union. A dynamic growth model is put forward demonstrating that debt affects macroeconomic activity in a non-linear manner due to amplifications from the financial sector. Employing dynamic country-specific and dynamic panel threshold regression methods, we study the non-linear relation between the growth rate and the debt-to-GDP ratio using quarterly data for sixteen industrialized countries for the period 1981Q1-2013Q2. We find that the debt-to-GDP ratio has impaired economic growth primarily during times of high financial stress and only for countries of the European Monetary Union and not for the stand-alone countries in our sample. A high debt-to-GDP ratio by itself does not seem to necessarily negatively affect growth if financial markets are calm.     

当前金融保护主义的影响、趋势及对策

由美国次贷危机引发的全球金融危机对实体经济和金融部门都造成了严重的冲击,欧美等发达经济体和印度、巴西等新兴市场国家经济增长放缓,不少国家陷入衰退.为防止危机进一步蔓延,对实体经济造成更严重的影响.金融保护主义成为一些国家的重要救市工具.本文对当前金融保护主义的形式、国内外影响和未来趋势进行了分析,并提出相应的策略应对金...     

Voluntary sovereign debt exchanges

We show that some recent sovereign debt restructurings were characterized by (i) the absence of missed debt payments prior to the restructurings, (ii) reductions in the government's debt burden, and (iii) increases in the market value of debt claims for holders of the restructured debt. Since both the government and its creditors are likely to benefit from such restructurings, we label these episodes as “voluntary” debt exchanges. We present a model in which voluntary debt exchanges can occur in equilibrium when the debt level takes values above the one that maximizes the market value of debt claims. In contrast to previous studies on debt overhang, in our model opportunities for voluntary exchanges arise because a debt reduction implies a decline of the sovereign default risk. This is observed in the absence of any effect of debt reductions on future output levels. Although voluntary exchanges are Pareto improving at the time of the restructuring, we show that eliminating the possibility of conducting voluntary exchanges may improve welfare from an ex ante perspective. Thus, our results highlight a cost of initiatives that facilitate debt restructurings.