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Financial Deepening, Inequality, and Growth: A Model-Based Quantitative Evaluation1

Review of Economic Studies 2006 73(1), 251-293
We propose a coherent unified approach to the study of the linkages among economic growth, financial structure, and inequality, bringing together disparate theoretical and empirical literature. That is, we show how to conduct model-based quantitative research on transitional paths. With analytical and numerical methods, we calibrate and make tractable a prototype canonical model and take it to an application, namely, Thailand 1976–1996, an emerging market economy in a phase of economic expansion with uneven financial deepening and increasing inequality. We look at the expected path generated by the model and conduct robustness experiments. Because the actual path of the Thai economy is imagined here to be just one realization of many possible histories of the model economy, we construct a covariance-normalized squared error metric of closeness and find the best-fit simulation. We also construct a confidence region from a set of simulations and formally test the model. We broadly replicate the actual data and identify anomalies.

Quantifying structural subsidy values for systemically important financial institutions

Journal of Banking & Finance 2013 37(10), 3830-3842
Claimants to Systemically Important Financial Institutions (SIFIs) would receive transfers when governments are forced into bailouts. Ex ante, this bailout expectation lowers SIFIs’ daily funding costs. The funding cost advantage reflects both the structural level of the government support and the time-varying market valuation for such a support. Based on a large worldwide sample of banks, we estimate the value of the structural subsidy, by exploiting expectations of state support embedded in credit ratings and by applying the long-run average value of the rating bonus. The value of the structural subsidy was already sizable, 60basis points (bp), as of the end-2007, before the crisis. It increased to 80bp by the end-2009.

Corporate governance quality: Trends and real effects

Journal of Financial Intermediation 2008 17(2), 198-228 open access
This paper constructs a composite index of corporate governance quality, documents its evolution during the 1994–2003 period in selected emerging and developed economies, and assesses its impact on growth and productivity of the economy and its corporate sector. Our investigation yields three main findings. First, corporate governance quality in most countries has overall improved, although in varying degrees and with a few notable exceptions. Second, the data exhibit cross-country convergence in corporate governance quality with countries that score poorly initially catching up with countries with high corporate governance scores. Third, the impact of improvements in corporate governance quality on traditional measures of real economic activity—GDP growth, productivity growth, and the ratio of investment to GDP—is positive, significant and quantitatively relevant, and the growth effect is particularly pronounced for industries that are most dependent on external finance.

Zombies, again? The COVID-19 business support programs in Japan

Journal of Banking & Finance 2023 147, 106421 open access
We design and conduct a firm-level survey on the use of COVID-19-related government programs, in collaboration with Tokyo Shoko Research, LTD (TSR). Combining the survey results with the financial statements of the respondent firms, we investigate the factors behind the allocation of various government programs. We find that firms that had low credit scores in 2019, before the COVID-19 pandemic, were more likely to apply for and receive the subsidies and concessional loans offered by the Japanese government in 2020, controlling for the sales growth after the onset of the pandemic. Firms with low credit scores are not necessarily zombies, which are defined to be the firms that are non-viable but kept alive by assistance from creditors and/or the government. Our result suggests that the government assistance may have subsidized some poorly performing firms that were not yet zombies before the pandemic.