Publication: Is There a Distress Risk Anomaly? Corporate Bond Spread as a Proxy for Default Risk
Loading...
Published
2010-05-01
ISSN
Date
2012-03-19
Author(s)
Editor(s)
Abstract
Although financial theory suggests a positive relationship between default risk and equity returns, recent empirical papers find anomalously low returns for stocks with high probabilities of default. The authors show that returns to distressed stocks previously documented are really an amalgamation of anomalies associated with three stock characteristics -- leverage, volatility and profitability. In this paper they use a market based measure -- corporate credit spreads -- to proxy for default risk. Unlike previously used measures that proxy for a firm's real-world probability of default, credit spreads proxy for a risk-adjusted (or a risk-neutral) probability of default and thereby explicitly account for the systematic component of distress risk. The authors show that credit spreads predict corporate defaults better than previously used measures, such as, bond ratings, accounting variables and structural model parameters. They do not find default risk to be significantly priced in the cross-section of equity returns. There is also no evidence of firms with high default risk delivering anomalously low returns.
Link to Data Set
Citation
“Anginer, Deniz; Yildizhan, Celim. 2010. Is There a Distress Risk Anomaly? Corporate Bond Spread as a Proxy for Default Risk. Policy Research working paper ; no. WPS 5319. © World Bank. http://hdl.handle.net/10986/3804 License: CC BY 3.0 IGO.”
Digital Object Identifier
Associated URLs
Associated content
Other publications in this report series
Publication The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review(Washington, DC: World Bank, 2025-09-10)This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.Publication The Macroeconomic Implications of Climate Change Impacts and Adaptation Options(Washington, DC: World Bank, 2025-05-29)Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.Publication Rigging the Scores: Corruption through Scoring Rule Manipulation in Public Procurement Auctions(Washington, DC: World Bank, 2025-12-02)Public procurement is highly susceptible to corruption, especially in developing countries. Although open auctions are widely adopted to curb it, this paper finds that corruption remains prevalent even within this procurement format. Procurement officers can collaborate with firms to manipulate scoring rules, ensuring predetermined winners, while corrupt firms submit noncompetitive bids to meet minimum bidder requirements. Using extensive data from Chinese public procurement auctions, the paper introduces model-driven statistical tools to detect such corruption, identifying a corruption rate of 65 percent. A procurement expert audit survey confirms the tools’ reliability, with a 91 percent probability that experts recognize suspicious scoring rules when flagged. Firm-level analysis reveals that local, state-owned, and less productive firms are favored in corrupt auctions. Lastly, the paper explores policy implications. Analysis of the national anti-corruption campaign since 2012 suggests that general investigations may be insufficient to address deeply ingrained corrupt practices. Using counterfactuals based on an estimated structural model, the paper shows that implementing anonymous call-for-tender evaluations could improve social welfare by 10 percent by eliminating suspicious rules and encouraging broader participation.Publication Labor Demand in the Age of Generative AI: Early Evidence from the U.S. Job Posting Data(Washington, DC: World Bank, 2025-11-18)This paper examines the causal impact of generative artificial intelligence on U.S. labor demand using online job posting data. Exploiting ChatGPT’s release in November 2022 as an exogenous shock, the paper applies difference-in-differences and event study designs to estimate the job displacement effects of generative artificial intelligence. The identification strategy compares labor demand for occupations with high versus low artificial intelligence substitution vulnerability following ChatGPT’s launch, conditioning on similar generative artificial intelligence exposure levels to isolate substitution effects from complementary uses. The analysis uses 285 million job postings collected by Lightcast from the first quarter of 2018 to the second quarter of 2025Q2. The findings show that the number of postings for occupations with above-median artificial intelligence substitution scores fell by an average of 12 percent relative to those with below-median scores. The effect increased from 6 percent in the first year after the launch to 18 percent by the third year. Losses were particularly acute for entry-level positions that require neither advanced degrees (18 percent) nor extensive experience (20 percent), as well as those in administrative support (40 percent) and professional services (30 percent). Although generative artificial intelligence generates new occupations and enhances productivity, which may increase labor demand, early evidence suggests that some occupations may be less likely to be complemented by generative artificial intelligence than others.Publication Investment Policy Reforms and Foreign Direct Investment Inflows(Washington, DC: World Bank, 2025-12-01)Foreign direct investment has the potential to introduce much-needed capital and expertise in emerging and developing economies. To attract foreign direct investment, many countries have eased restrictions on foreign ownership in various sectors, reformed their institutions, and set up investment promotion agencies. Until the mid-2010s, Ethiopia remained one of the few countries that resisted this trend, with several stringent restrictions in place on foreign direct investment entry and operations in the country. This study employs a synthetic control method to examine patterns in foreign capital inflows following a series of investment policy reforms that were substantively introduced in the mid-2010s (circa 2015). The study offers evidence that investment policy reforms contributed to a significant foreign direct investment inflow in Ethiopia, compared to what would have occurred in the absence of these policies. An alternative strategy that conservatively specifies the donor country pool using an AI-assisted deep search technique changes the donor pool weighting matrix of the synthetic control method, but the estimated policy effects largely remain robust to this specification. The findings highlight the importance of targeted reforms in promoting foreign direct investment inflow in developing countries.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Bank Capital : Lessons from the Financial Crisis(2010-11-01)Using a multi-country panel of banks, the authors study whether better capitalized banks fared better in terms of stock returns during the financial crisis. They differentiate among various types of capital ratios: the Basel risk-adjusted ratio; the leverage ratio; the Tier I and Tier II ratios; and the common equity ratio. They find several results: (i) before the crisis, differences in capital did not affect subsequent stock returns; (ii) during the crisis, higher capital resulted in better stock performance, most markedly for larger banks and less well-capitalized banks; (iii) the relationship between stock returns and capital is stronger when capital is measured by the leverage ratio rather than the risk-adjusted capital ratio; (iv) there is evidence that higher quality forms of capital, such as Tier 1 capital, were more relevant. They also examine the relationship between bank capitalization and credit default swap (CDS) spreads.Publication IFC Annual Report 2011 : Volume 2. Financials and Projects(Washington, DC: World Bank, 2011)As International Finance Corporation's (IFC's) annual report 2011 portrays, a robust and engaged private sector is a key factor in helping economies adjust to challenges, manage risks, and seize opportunities. The report highlights IFC's support for businesses and entrepreneurs while promoting, developing, and generating growth. This year, IFC provided nearly $19 billion in financing for private sector development, $6.5 billion of which was mobilized from partners. IFC is making important contributions to job creation connecting the private sector to investments across the agricultural value chain, in health services, education, and training. IFC has put a special emphasis on infrastructure investment, which can provide jobs today and growth tomorrow, and this year launched the infrastructure fund to help mobilize finance. This complements the advisory services provided by the infrastructure finance center of excellence, supported by the Bank Group and the Government of Singapore. IFC is also expanding its work in the poorest countries, post-conflict zones, and areas at risk. Its leadership in private sector development is reflected in IFC's deepening partnership with the Group of 20 on critical issues such as jobs, food security, and opportunities for small and medium enterprises. This year's world development report, on conflict, security, and development, underscores the critical role the private sector can play in countries affected by fragility and conflict. This is the year of the client. Clients in the private sector make IFC's work real. Their partnership with IFC promotes development and helps create opportunity for the poor and they deserve special recognition for it.Publication The Chrysler Effect : The Impact of the Chrysler Bailout on Borrowing Costs(2010-10-01)Did the U.S. government's intervention in the Chrysler reorganization overturn bankruptcy law? Critics argue that the government-sponsored reorganization impermissibly elevated claims of the auto union over those of Chrysler's other creditors. If the critics are correct, businesses might suffer an increase in their cost of debt because creditors will perceive a new risk, that organized labor might leap-frog them in bankruptcy. This paper examines the financial market where this effect would be most detectible, the market for bonds of highly unionized companies. The authors find no evidence of a negative reaction to the Chrysler bailout by bondholders of unionized firms. They thus reject the notion that investors perceived a distortion of bankruptcy priorities. To the contrary, bondholders of unionized firms reacted positively to the Chrysler bailout. This evidence suggests that bondholders interpreted the Chrysler bailout as a signal that the government will stand behind unionized firms. The results are consistent with the notion that too-big-to-fail government policies generate moral hazard in the credit markets.Publication Foreign Bank Subsidiaries' Default Risk During the Global Crisis : What Factors Help Insulate Affiliates from Their Parents?(World Bank Group, Washington, DC, 2014-10)This paper examines the association between the default risk of foreign bank subsidiaries and their parents during the global financial crisis, with the purpose of understanding what factors can help insulate affiliates from their parents. The paper finds evidence of a significant positive correlation between parent banks' and foreign subsidiaries' default risk. This correlation is lower for subsidiaries that have higher capital, retail deposit funding, and profitability ratios and that are more independently managed from their parents. Host country regulations also influence the extent to which shocks to the parents affect the subsidiaries' default risk. In particular, the correlation between the default risk of the subsidiary and the parent is lower for subsidiaries operating in countries that impose higher capital, reserve, provisioning, and disclosure requirements and tougher restrictions on bank activities.Publication Orderly Sovereign Debt Restructuring : Missing in Action!(World Bank, Washington, DC, 2012-05)This paper takes a hard look at the experience with official intervention in sovereign debt crises, focusing on debt crises of the 1980s, Russia in 1998, Argentina in 2001, and Greece in 2010. Based on the track record, the authors argue that in situations where countries face a solvency problem, official intervention is more likely to succeed if official money is lent at the risk-free rate reflecting its seniority and private creditors receive an upfront haircut. Such an approach would limit the costs associated with procrastination and increase the chances of success by enabling a more realistic fiscal program to restore solvency. They examine the moral hazard implications for debtor countries of this proposal and find that these are unlikely to be severe. In fact, after their crises of 1997-2001, emerging market countries embarked on an aggressive and comprehensive program of self-insurance, indicating that they are weary of debt crises and their costs. However, the prospect of an upfront haircut for private creditors in the event of insolvency is likely to make them more diligent in their sovereign lending decisions.
Users also downloaded
Showing related downloaded files
No results found.