Showing papers in "IMF Working Papers in 2010"
TL;DR: The authors explored the impact of high public debt on long-run economic growth and found that a 10 percentage point increase in the initial debt-to-GDP ratio is associated with a slowdown in real per capita GDP growth of around 0.2 percentage points per year.
Abstract: This paper explores the impact of high public debt on long-run economic growth. The analysis, based on a panel of advanced and emerging economies over almost four decades, takes into account a broad range of determinants of growth as well as various estimation issues including reverse causality and endogeneity. In addition, threshold effects, nonlinearities, and differences between advanced and emerging market economies are examined. The empirical results suggest an inverse relationship between initial debt and subsequent growth, controlling for other determinants of growth: on average, a 10 percentage point increase in the initial debt-to-GDP ratio is associated with a slowdown in annual real per capita GDP growth of around 0.2 percentage points per year, with the impact being somewhat smaller in advanced economies. There is some evidence of nonlinearity with higher levels of initial debt having a proportionately larger negative effect on subsequent growth. Analysis of the components of growth suggests that the adverse effect largely reflects a slowdown in labor productivity growth mainly due to reduced investment and slower growth of capital stock.
465 citations
TL;DR: In this paper, the authors investigated the feedback effect of increasing NPLs on growth using a VAR model and showed that there could be a strong, albeit short-lived feedback effect from losses in banks' balance sheets on economic activity.
Abstract: According to a dynamic panel estimated over 1995 - 2008 on around 80 banks in the GCC region, the NPL ratio worsens as economic growth becomes lower and interest rates and risk aversion increase. Our model implies that the cumulative effect of macroeconomic shocks over a three year horizon is indeed large. Firm-specific factors related to risk-taking and efficiency are also related to future NPLs. The paper finally investigates the feedback effect of increasing NPLs on growth using a VAR model. According to the panel VAR, there could be a strong, albeit short-lived feedback effect from losses in banks’ balance sheets on economic activity, with a semi-elasticity of around 0.4.
345 citations
TL;DR: In this article, the authors examined the impact of fiscal deficits and public debt on long-term interest rates during 1980 - 2008, taking into account a wide range of country-specific factors, for a panel of 31 advanced and emerging markets.
Abstract: The recent sharp increase in fiscal deficits and government debt in many countries raises questions regarding their impact on long-term sovereign bond yields. While economic theory suggests that this impact is likely to be adverse, empirical results have been less clear cut, have generally ignored nonlinear effects of deficits and debt through some other key determinants of yields, and have been mostly confined to advanced economies. This paper reexamines the impact of fiscal deficits and public debt on long-term interest rates during 1980 - 2008, taking into account a wide range of country-specific factors, for a panel of 31 advanced and emerging market economies. It finds that higher deficits and public debt lead to a significant increase in long-term interest rates, with the precise magnitude dependent on initial fiscal, institutional and other structural conditions, as well as spillovers from global financial markets. Taking into account these factors suggests that large fiscal deficits and public debts are likely to put substantial upward pressures on sovereign bond yields in many advanced economies over the medium term.
197 citations
TL;DR: In this paper, the authors examined the performance of Islamic banks and conventional banks during the recent global crisis by looking at the impact of the crisis on profitability, credit and asset growth, and external ratings in a group of countries where the two types of banks have significant market share.
Abstract: This paper examines the performance of Islamic banks (IBs) and conventional banks (CBs) during the recent global crisis by looking at the impact of the crisis on profitability, credit and asset growth, and external ratings in a group of countries where the two types of banks have significant market share. Our analysis suggests that IBs have been affected differently than CBs. Factors related to IBs‘ business model helped limit the adverse impact on profitability in 2008, while weaknesses in risk management practices in some IBs led to a larger decline in profitability in 2009 compared to CBs. IBs‘ credit and asset growth performed better than did that of CBs in 2008-09, contributing to financial and economic stability. External rating agencies‘ re-assessment of IBs‘ risk was generally more favorable.
174 citations
TL;DR: The ongoing global financial crisis is rooted in a combination of factors common to previous financial crises and some new factors as mentioned in this paper, and deep reforms are therefore needed to the international financial architecture to safeguard the stability of an increasingly financially integrated world.
Abstract: The ongoing global financial crisis is rooted in a combination of factors common to previous financial crises and some new factors. The crisis has brought to light a number of deficiencies in financial regulation and architecture, particularly in the treatment of systemically important financial institutions, the assessments of systemic risks and vulnerabilities, and the resolution of financial institutions. The global nature of the financial crisis has made clear that financially integrated markets, while offering many benefits, can also pose significant risks, with large real economic consequences. Deep reforms are therefore needed to the international financial architecture to safeguard the stability of an increasingly financially integrated world.
160 citations
TL;DR: In this article, the authors studied how high leverage and crises can arise as a result of changes in the income distribution, and they presented a theoretical model where these features arise endogenously as a shift in bargaining powers over incomes.
Abstract: The paper studies how high leverage and crises can arise as a result of changes in the income distribution. Empirically, the periods 1920-1929 and 1983-2008 both exhibited a large increase in the income share of the rich, a large increase in leverage for the remainder, and an eventual financial and real crisis. The paper presents a theoretical model where these features arise endogenously as a result of a shift in bargaining powers over incomes. A financial crisis can reduce leverage if it is very large and not accompanied by a real contraction. But restoration of the lower income group's bargaining power is more effective.
152 citations
TL;DR: This article presented a comprehensive overview of the theoretical structure of the Global Integrated Monetary and Fiscal Model (GIMF), a multi-region dynamic general equilibrium model that is used by the IMF for a variety of tasks including policy analysis, risk analysis, and surveillance.
Abstract: This working paper presents a comprehensive overview of the theoretical structure of the Global Integrated Monetary and Fiscal Model (GIMF), a multi-region dynamic general equilibrium model that is used by the IMF for a variety of tasks including policy analysis, risk analysis, and surveillance.
148 citations
TL;DR: The authors examines the causes, consequences, and potential cures of the large current account deficits in the Southern Euro Area (SEA) and finds that these large external deficits pose risks to the economy and therefore matter, even in a currency union.
Abstract: The paper examines the causes, consequences, and potential cures of the large current account deficits in the Southern Euro Area (SEA). These were mostly driven by a decline in private saving rates. But it was the European Monetary Union and the Euro, which enabled these countries to maintain investment rates, and thus run larger current account deficits, by improving their access to the international pool of saving. The paper finds that the deficits in SEA in 2008 were larger than can be explained by fundamentals, though the situation varies substantially across countries. It also finds that although the global financial crisis has started to force some unwinding, the current account deficits are expected to remain high in the medium run, though again with substantial variation across countries. The paper argues these large external deficits pose risks to the economy and therefore matter, even in a currency union, and discusses some policy options to reduce them.
124 citations
TL;DR: This paper explored how much of these large movements reflected shifts in (i) global risk aversion (ii) country-specific risks, directly from worsening fundamentals, or indirectly from spillovers originating in other sovereigns.
Abstract: Over the past year, euro area sovereign spreads have exhibited an unprecedented degree of volatility. This paper explores how much of these large movements reflected shifts in (i) global risk aversion (ii) country-specific risks, directly from worsening fundamentals, or indirectly from spillovers originating in other sovereigns. The analysis shows that earlier in the crisis, the surge in global risk aversion was a significant factor influencing sovereign spreads, while recently country-specific factors have started playing a more important role. The perceived source of contagion itself has changed: previously, it could be found among those sovereigns hit hard by the financial crisis, such as Austria, the Netherlands, and Ireland, whereas lately the countries putting pressure on euro area government bonds have been primarily Greece, Portugal, and Spain, as the emphasis has shifted towards short-term refinancing risk and long-term fiscal sustainability. The paper concludes that debt sustainability and appropriate management of sovereign balance sheets are necessary conditions for preventing sovereign risk from feeding back into broader financial stability concerns.
109 citations
TL;DR: In this article, the impact of foreign participation in determining long-term local currency government bond yields and volatility in a group of emerging markets from 2000-2009 was investigated and the results of a panel data analysis of 10 emerging markets showed that greater foreign participation tends to significantly reduce longterm government yields.
Abstract: This paper estimates the impact of foreign participation in determining long-term local currency government bond yields and volatility in a group of emerging markets from 2000-2009. The results of a panel data analysis of 10 emerging markets show that greater foreign participation in the domestic government bond market tends to significantly reduce long-term government yields. Moreover, greater foreign participation does not necessarily result in increased volatility in bond yields in emerging markets and, in fact, could even dampen volatility in some instances.
103 citations
TL;DR: In this paper, for the first time, multi-dimensional indices of the quality of budget institutions in low-income countries were presented, allowing for benchmarking against the performance of middle-income country, across regions, and according to different institutional arrangements that deliver good fiscal performance.
Abstract: This paper presents, for the first time, multi-dimensional indices of the quality of budget institutions in low-income countries. The indices allow for benchmarking against the performance of middle-income countries, across regions, and according to different institutional arrangements that deliver good fiscal performance. Using the constructed indices, the paper provides preliminary empirical support for the hypotheses that strong budget institutions help improve fiscal balances and public external debt outcomes; and countries with stronger fiscal institutions have better scope to conduct countercyclical policies.
TL;DR: In this paper, monetary transmission mechanisms in low-income countries (LICs) to identify aspects of the channels that may operate differently in LICs relative to advanced and emerging economies are reviewed.
Abstract: This paper reviews monetary transmission mechanisms in low-income countries (LICs) to identify aspects of the channels that may operate differently in LICs relative to advanced and emerging economies. Given the weak institutional frameworks, reduced role of securities markets, imperfect competition in the banking sector and the resulting high cost of bank lending to private firms, the traditional channels (interest rate, bank lending, and asset price) are impaired in LICs. The exchange rate channel is also undermined by central bank intervention in the foreign exchange market. These conclusions are supported by review of the institutional frameworks, statistical analysis, and previous literature.
TL;DR: In this paper, the authors investigate whether financial crises are alike by considering whether a single modeling framework can fit multiple distinct crises in which contagion effects link markets across national borders and asset classes.
Abstract: This paper investigates whether financial crises are alike by considering whether a single modeling framework can fit multiple distinct crises in which contagion effects link markets across national borders and asset classes. The crises considered are Russia and LTCM in the second half of 1998, Brazil in early 1999, dot-com in 2000, Argentina in 2001-2005, and the recent U.S. subprime mortgage and credit crisis in 2007. Using daily stock and bond returns on emerging and developed markets from 1998 to 2007, the empirical results show that financial crises are indeed alike, as all linkages are statistically important across all crises. However, the strength of these linkages does vary across crises. Contagion channels are widespread during the Russian/LTCM crisis, are less important during subsequent crises until the subprime crisis, where again the transmission of contagion becomes rampant.
TL;DR: In this paper, the authors prove that large banks active in the OTC derivatives market do not hold collateral against all the positions in their trading book and propose an appropriate capital levy on remaining positions to encourage the transition.
Abstract: To mitigate systemic risk, some regulators have advocated the greater use of centralized counterparties (CCPs) to clear Over-The-Counter (OTC) derivatives trades. Regulators should be cognizant that large banks active in the OTC derivatives market do not hold collateral against all the positions in their trading book and the paper proves an estimate of this under-collateralization. Whatever collateral is held by banks is allowed to be rehypothecated (or re-used) to others. Since CCPs would require all positions to have collateral against them, off-loading a significant portion of OTC derivatives transactions to central counterparties (CCPs) would require large increases in posted collateral, possibly requiring large banks to raise more capital. These costs suggest that most large banks will be reluctant to offload their positions to CCPs, and the paper proposes an appropriate capital levy on remaining positions to encourage the transition.
TL;DR: The authors analyzes the dynamic effects of commodity price fluctuations on fiscal revenues and expenditures for eight commodity-exporting Latin American countries, including Chile and Venezuela, using a novel quarterly data set and a comprehensive measure of public expenditures.
Abstract: The recent boom and bust in commodity prices has raised concerns about the impact of volatile commodity prices on Latin American countries’ fiscal positions. Using a novel quarterly data set-which includes unique country-specific commodity price indices and a comprehensive measure of public expenditures-this paper analyzes the dynamic effects of commodity price fluctuations on fiscal revenues and expenditures for eight commodity-exporting Latin American countries. The results indicate that Latin American countries’ fiscal positions react strongly to shocks to commodity prices, yet there are marked differences across countries. Fiscal variables in Venezuela display the highest sensitivity to commodity price shocks, with expenditures reacting significantly more than revenues. At the other end of the spectrum, in Chile expenditure reacts very little to commodity price fluctuations, and the dynamic responses of its fiscal indicators are very similar to those seen in high-income commodity-exporting countries. This distinct behavior across countries may relate to institutional arrangements, which in some cases include the efficient application of fiscal rules amid political commitment and high standards of transparency.
TL;DR: In this article, the authors trace the Baltics' adjustment strategy during the 2008-09 global financial crisis and show that the strategy is making good progress but not yet complete, and further reforms are needed to foster a return to more balanced growth, fiscal sustainability, and a healthier banking system.
Abstract: The paper traces the Baltics’ adjustment strategy during the 2008-09 global financial crisis. The abrupt end to the externally-financed domestic demand boom triggered a severe output collapse, bringing per capita income levels back to 2005/06 levels. In response to this shock, the Baltics undertook an internal devaluation that relied on unprecedented fiscal and nominal wage adjustment, steps to preserve financial sector stability as well as complementary efforts to facilitate voluntary private debt restructuring. One-and-half years on, the strategy is making good progress but not yet complete. Confidence in the exchange rate was maintained, the banking system was supported by its parent banks, external imbalances and inflation have largely disappeared, competitiveness is improving, and fiscal deficits are gradually being brought back towards pre-crisis levels. However, amid record levels of unemployment, further reforms are needed to foster a return to more balanced growth, fiscal sustainability, and a healthier banking system.
TL;DR: In this paper, the authors developed a model to analyze the macroeconomic effects of a scaling-up of aid and assess the implications of different policy responses, including full spending and partial absorption.
Abstract: We develop a model to analyze the macroeconomic effects of a scaling-up of aid and assess the implications of different policy responses. The model features key structural characteristics of low-income countries, including varying degrees of public investment efficiency and a learning-by-doing (LBD) externality that captures Dutch disease effects. On the policy front, it distinguishes between spending the aid, which is controlled by the fiscal authority, and absorbing the aid - financing a higher current account deficit - which is influenced by the central bank's reserve accumulation policies. We calibrate the model to Uganda and run several experiments. We find that a policy mix that results in full spending and absorption of aid can generate temporary demand and real exchange rate appreciation pressures, but also have a positive effect on real GDP in the medium term, through higher public capital. Full spending with partial absorption, on the other hand, may stem appreciation pressures but can also induce adverse medium-term real GDP effects, through private sector crowding out. When aid is very inefficiently invested and there are strong LBD externalities, aid can be harmful, and partial absorption policies may be justified. But in this case, a welfare improving solution is to defer spending or - even better if possible - raise its efficiency.
TL;DR: This article estimated the impact of the global economic crisis on African GDP via the remittance channel during 2009-2010 using data on the distribution of migrants from Africa, GDP growth forecasts for host countries, and after estimating remittance multipliers in recipient countries.
Abstract: Using data on the distribution of migrants from Africa, GDP growth forecasts for host countries, and after estimating remittance multipliers in recipient countries, this paper estimates the impact of the global economic crisis on African GDP via the remittance channel during 2009-2010. It forecasts remittance declines into African countries of between 3 and 14 percentage points, with migrants to Europe hardest hit while migrants within Africa relatively unaffected by the crisis. The estimated impact on GDP for relatively remittance-dependent countries is 2 percent for 2009, but will likely be short-lived, as host country income is projected to rise in 2010.
TL;DR: In this paper, the authors evaluate how successful a policy of exchange rate stabilization to counteract the negative effects of a Dutch Disease episode is in a small open economy model that incorporates nominal rigidities and a learning-by-doing externality in the tradable sector.
Abstract: This paper evaluates how successful is a policy of exchange rate stabilization to counteract the negative effects of a Dutch Disease episode. We consider a small open economy model that incorporates nominal rigidities and a learning-by-doing externality in the tradable sector. The paper shows that leaning against an appreciated exchange rate can prevent an inefficient loss of tradable output but at the cost of generating a misallocation of resources in other sectors of the economy. The paper also finds that welfare is a decreasing function of exchange rate intervention. These results suggest that stabilizing the nominal exchange rate in response to a Dutch Disease episode is highly distortionary.
TL;DR: In this article, the authors show that increasing government social expenditures can make a substantive contribution to increasing household consumption in China, and that a sustained 1 percent of GDP increase in public expenditures, distributed equally across education, health, and pensions, would result in a permanent increase the household consumption ratio of 1¼ percentage points of GDP.
Abstract: This paper shows that increasing government social expenditures can make a substantive contribution to increasing household consumption in China. The paper first undertakes an empirical study of the relationship between the savings rate and social expenditures for a panel of OECD countries and provides illustrative estimates of their implications for China. It then applies a generational accounting framework to Chinese household income survey data. This analysis suggests that a sustained 1 percent of GDP increase in public expenditures, distributed equally across education, health, and pensions, would result in a permanent increase the household consumption ratio of 1¼ percentage points of GDP.
TL;DR: In this article, the impact of public capital on economic growth for forty-eight OECD and non-OECD countries during 1960 - 2001 was estimated using the production function and its extensions, finding a positive - but concave - elasticity of output with respect to public capital.
Abstract: This paper estimates the impact of public capital on economic growth for forty-eight OECD and non-OECD countries during 1960 - 2001. Using the production function and its extensions, it finds a positive - but concave - elasticity of output with respect to public capital, which is robust to changes in time intervals and varying depreciation rates. Furthermore, in non-OECD countries the growth impact of public capital is higher once longer time intervals are considered.
TL;DR: In this article, the authors analyzed the determimants of emerging market sovereign bond spreads by examining the short and long-run effects of fundamental (macroeconomic) and temporary (financial market) factors on these spreads.
Abstract: This paper analyses the determimants of emerging market sovereign bond spreads by examining the short and long-run effects of fundamental (macroeconomic) and temporary (financial market) factors on these spreads. During the current global financial and economic crisis, sovereign bond spreads widened dramatically for both developed and emerging market economies. This deterioration has widely been attributed to rapidly growing public debts and balance sheet risks. Our results indicate that in the long run, fundamentals are significant determinants of emerging market sovereign bond spreads, while in the short run, financial volatility is a more important determinant of sperads than fundamentals indicators.
TL;DR: In this paper, the authors present a modeling framework that delivers joint forecasts of indicators of systemic real risk and systemic financial risk, as well as stress-tests of these indicators as impulse responses to structural shocks identified by standard macroeconomic and banking theory.
Abstract: This paper presents a modeling framework that delivers joint forecasts of indicators of systemic real risk and systemic financial risk, as well as stress-tests of these indicators as impulse responses to structural shocks identified by standard macroeconomic and banking theory. This framework is implemented using large sets of quarterly time series of indicators of financial and real activity for the G-7 economies for the 1980Q1-2009Q3 period. We obtain two main results. First, there is evidence of out-of sample forecasting power for tail risk realizations of real activity for several countries, suggesting the usefulness of the model as a risk monitoring tool. Second, in all countries aggregate demand shocks are the main drivers of the real cycle, and bank credit demand shocks are the main drivers of the bank lending cycle. These results challenge the common wisdom that constraints in the aggregate supply of credit have been a key driver of the sharp downturn in real activity experienced by the G-7 economies in 2008Q4- 2009Q1.
TL;DR: The authors analyzes recent fiscal policies of non-renewable resource exporting countries in Latin America and the Caribbean in the context of sharp swings in resource prices and finds that countries that pursued more conservative fiscal policies during the boom period were then able to implement countercyclical fiscal policies in the downturn.
Abstract: This paper analyzes recent fiscal policies of nonrenewable resource exporting countries in Latin America and the Caribbean in the context of sharp swings in resource prices. Fiscal policies were predominantly procyclical during the boom period 2003-08 but to significantly differing degrees within the sample. Countries that pursued more conservative fiscal policies during the boom were then able to implement countercyclical fiscal policies during the downturn; moreover, they reduced or maintained their fiscal vulnerability to resource shocks, while their long-term fiscal sustainability positions improved or were broadly unchanged. However, these dimensions of fiscal policy did not seem to be linked to fiscal rules or resource funds, as countries with such institutions displayed a broad range of fiscal responses to the recent cycle.
TL;DR: In this paper, the authors investigated the determinants of the pattern of Islamic bank diffusion around the world using country-level data for 1992 - 2006 and found that income per capita, share of Muslims in the population and status as an oil producer are linked to the development of Islamic banking, as are economic integration with Middle Eastern countries and proximity to Islamic financial centers.
Abstract: This paper investigates the determinants of the pattern of Islamic bank diffusion around the world using country-level data for 1992 - 2006. The analysis illustrates that income per capita, share of Muslims in the population and status as an oil producer are linked to the development of Islamic banking, as are economic integration with Middle Eastern countries and proximity to Islamic financial centers. Interest rates have a negative impact on Islamic banking, reflecting the implicit benchmark for Islamic banks. The quality of institutions does not matter, probably because the often higher hurdle set by Shariah law trumps the quality of local institutions in most countries. The 9/11 attacks were not important to the diffusion of Islamic banking; but they coincided with rising oil prices, which are a significant factor in the diffusion of Islamic banking. Islamic banks also appear to be complements to, rather than substitutes for, conventional banks.
TL;DR: This paper used a global input-output framework to quantify US and EU demand spillovers and the elasticity of world trade to GDP during the global recession of 2008-2009 and found that 20-30 percent of the decline in the US and European demand was borne by foreign countries, with NAFTA, Emerging Europe, and Asia hit hardest.
Abstract: This paper uses a global input-output framework to quantify US and EU demand spillovers and the elasticity of world trade to GDP during the global recession of 2008-2009. We find that 20-30 percent of the decline in the US and EU demand was borne by foreign countries, with NAFTA, Emerging Europe, and Asia hit hardest. Allowing demand to change in all countries simultaneously, our framework delivers an elasticity of world trade to GDP of nearly 3. Thus, demand alone can account for 70 percent of the trade collapse. Large changes in demand for durables play an important role in driving these results.
TL;DR: In this paper, the authors measured the low frequency volatility of food commodity spot prices using the spline-GARCH approach and found that low-frequency volatility is positively correlated across different commodities, suggesting an important role for common factors.
Abstract: The macroeconomic effects of large food price swings can be broad and far-reaching, including the balance of payments of importers and exporters, budgets, inflation, and poverty. For market participants and policymakers, managing low frequency volatility—i.e., the component of volatility that persists for longer than one harvest year—may be more challenging as uncertainty regarding its persistence is likely to be higher. This paper measures the low frequency volatility of food commodity spot prices using the spline- GARCH approach. It finds that low frequency volatility is positively correlated across different commodities, suggesting an important role for common factors. It also identifies a number of determinants of low frequency volatility, two of which—the variation in U.S. inflation and the U.S. dollar exchange rate—explain a relatively large part of the rise in volatility since the mid-1990s.
TL;DR: The authors explores the relationship between the level and management of public debt and financial stability, and explains the channels through which the two are interlinked, and suggests that the broader implications of a debt management strategy and its implementation should be carefully analyzed by debt managers and policy makers in terms of their impact on the government's balance sheet, macroeconomic developments and the financial system.
Abstract: This paper explores the relationship between the level and management of public debt and financial stability, and explains the channels through which the two are interlinked. It suggests that the broader implications of a debt management strategy and its implementation should be carefully analyzed by debt managers and policy makers in terms of their impact on the government's balance sheet, macroeconomic developments, and the financial system.
TL;DR: The authors examine whether the cross-country incidence and severity of the 2008-2009 global recession is systematically related to pre-crisis macroeconomic and financial factors, and find that the precrisis level of development, increases in the ratio of private credit to GDP, current account deficits, and openness to trade are helpful in understanding the intensity of the crisis.
Abstract: We examine whether the cross-country incidence and severity of the 2008-2009 global recession is systematically related to pre-crisis macroeconomic and financial factors. We find that the pre-crisis level of development, increases in the ratio of private credit to GDP, current account deficits, and openness to trade are helpful in understanding the intensity of the crisis. International risk sharing did little to shield domestic demand from the country-specific component of output declines, while those countries with large pre-crisis current account deficits saw domestic demand fall by much more than domestic output during the crisis.
TL;DR: In this paper, the authors present evidence that stressed credit conditions are an important factor constraining the pace of economic recovery from recessions associated with financial crisis, and they find that industries relying more on external finance grow more slowly than other industries during recoveries.
Abstract: Recoveries from recessions associated with a financial crisis tend to be sluggish. In this paper, we present evidence that stressed credit conditions are an important factor constraining the pace of recovery. In particular, using industry-level data, we find that industries relying more on external finance grow more slowly than other industries during recoveries from recessions associated with financial crises. Additional tests, based on establishment size, on alternative definitions of financial crises, and on corporate-government interest rate spreads, support the findings. Moreover, for subsets of industries where financial frictions are more severe, we find much stronger differential growth effects.