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Marco Gross
and
Wei Sun
This report provides a brief summary of the purpose and findings of a technical assistance (TA) mission that was intended to review and evaluate the Reserve Bank of India (RBI)’s stress test model suite, which took place in April 2023. The RBI’s model suite was found to be strong and well developed in numerous respects. The most noteworthy recommendations pertain to credit risk, market risk, and macro-financial scenario design. A detailed list of 28 recommendations spanning all areas was left with the RBI. A detailed TA report accompanies this brief summary report.
International Monetary Fund. Monetary and Capital Markets Department
This report summarizes the content and findings of a technical assistance (TA) mission that was reviewing and evaluating the Reserve Bank of India (RBI)’s stress test model suite. The RBI’s model suite was found to be strong and well developed in numerous respects. The most noteworthy recommendations pertain to credit risk, market risk, and macro-financial scenario design. A detailed list of recommendations spanning all areas was left with the RBI.
Jorge A Chan-Lau
,
Ruofei Hu
,
Luca Mungo
,
Ritong Qu
,
Weining Xin
, and
Cheng Zhong
We develop a mixed-frequency, tree-based, gradient-boosting model designed to assess the default risk of privately held firms in real time. The model uses data from publicly-traded companies to construct a probability of default (PD) function. This function integrates high-frequency, market-based, aggregate distress signals with low-frequency, firm-level financial ratios, and macroeconomic indicators. When provided with private firms' financial ratios, the model, which we name signal-knowledge transfer learning model (SKTL), transfers insights gained from 35 thousand publicly-traded firms to more than 4 million private-held ones and performs well as an ordinal measure of privately-held firms' default risk.
Andrea Deghi
,
Mr. Salih Fendoglu
,
Tara Iyer
,
Mr. Hamid R Tabarraei
,
Yizhi Xu
, and
Mustafa Yenice
The COVID-19 pandemic has brought the relationship between sovereigns and banks—the so-called sovereign-bank nexus—in emerging market economies to the fore as bank holdings of domestic sovereign debt have surged. This paper examines the empirical relevance of this nexus to assess how it could amplify macro-financial stability risks. The findings show that an increase in sovereign credit risk can adversely affect banks’ balance sheets and credit supply, especially in countries with less-well-capitalized banking systems. Sovereign distress can also impact banks indirectly through the nonfinancial corporate sector by constraining their funding and reducing their capital expenditure. Notably, the effects on banks and corporates are strongly nonlinear in the size of the sovereign distress.
International Monetary Fund. Asia and Pacific Dept
The COVID-19 pandemic severely impacted Nepal’s economy. Tourist arrivals collapsed, domestic activity plummeted, and remittances have been volatile. As a result, balance of payments and fiscal financing gaps emerged. After growth was lower than expected in 2019/20, a gradual resumption in economic activity and a corresponding surge in imports and related tax receipts led to higher growth and improved fiscal outturns in 2020/21. However, important fiscal and external financing needs remain to support the COVID-19 response, facilitate a continued recovery, and maintain a comfortable level of reserves.
Mohamed Belkhir
,
Samy Ben Naceur
,
Mr. Ralph Chami
, and
Anis Semet
Using a sample of publicly listed banks from 62 countries over the 1991-2017 period, we investigate the impact of capital on banks’ cost of equity. Consistent with the theoretical prediction that more equity in the capital mix leads to a fall in firms’ costs of equity, we find that better capitalized banks enjoy lower equity costs. Our baseline estimations indicate that a 1 percentage point increase in a bank’s equity-to-assets ratio lowers its cost of equity by about 18 basis points. Our results also suggest that the form of capital that investors value the most is sheer equity capital; other forms of capital, such as Tier 2 regulatory capital, are less (or not at all) valued by investors. Additionally, our main finding that capital has a negative effect on banks’ cost of equity holds in both developed and developing countries. The results of this paper provide the missing evidence in the debate on the effects of higher capital requirements on banks’ funding costs.
Minsuk Kim
This paper examines how financial development influences the debt dollarization of nonfinancial firms in a sample of emerging market economies (EMEs). The macroeconomic channels are identified from an optimal portfolio allocation model and assessed empirically using the accounting information of nonfinancial firms from 21 EMEs during 2009–2017. The results show that financial development, measured by the private credit-to-GDP ratio, mainly reduces the influence of exchange rate volatility in determining a firm's debt currency composition, among other channels. Furthermore, the effect of exchange rate volatility becomes statistically insignificant beyond an estimated threshold credit-to-GDP ratio of 100 percent.
Mr. Ashraf Khan
This paper argues that central bank legal protection contributes to safeguarding a central bank and its financial supervisor’s independence, especially for conducting monetary and financial stability policy. However, such legal protection also entails enhanced accountability. To this end, the paper provides a selected overview of legal protection for central banks and financial supervisors (if the supervisor is part of the central bank), focusing on liability, immunity, and indemnification arrangements, and based on the IMF’s Central Bank Legislation Database. The paper also uses data from the IMF’s Article IV and FSAP Database, and the IMF MCM’s Technical Assistance Database. It lists selected country cases for illustrative purposes. It introduces the concepts of “appropriate legal protection” and “function-specific legal protection” as topics for further research.
International Monetary Fund. Monetary and Capital Markets Department
This report evaluates the Observance of the Basel Core Principles for Effective Banking Supervision in India. It highlights that the supervision and regulation by the Reserve Bank of India remain strong and have improved in recent years. A key achievement is implementation of a risk-based supervisory approach that uses a complex supervisory assessment framework to guide the intensity of supervisory actions and the allocation of supervisory resources. Also, most of the Basel III framework has been implemented and cooperation arrangements, both domestically and cross-border, are now firmly in place. The system-wide asset quality review and the strengthening of prudential regulations in 2015 testify to the authorities’ commitment to transparency and a more accurate recognition of banking risks.
Miss Sonali Das
and
Mr. Volodymyr Tulin
This paper studies private investment in India against the backdrop of a significant investment decline over the past decade. We analyze the potential causes of weaker investment at the firm level, using both firm-level financial statements and a novel dataset on firms’ investment project decisions, and find that financial frictions have played a role in the slowdown. Firms with higher financial leverage invest less, as do firms with lower earnings relative to their interest expenses. Consistent with the notion of credit constraints leading to pro-cyclical investment, we also find that firms with higher leverage are (i) less likely to undertake new investment projects, (ii) less likely to complete investment projects once begun, and (iii) undertake shorter-term investment projects.