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March madness in Wall Street: (What) does the market learn from stress tests?

Journal of Banking & Finance 2020 112, 105250
Annual stress tests have become a regular part of the supervisors’ toolkit following the global financial crisis. We investigate their market implications in the United States by looking at price and trade reactions as well as information asymmetry and uncertainty indicators around the tests, and bank behavior after the tests. The evidence we present supports the notion that there is important new information in stress tests. This is particularly the case during crisis. Moreover, public disclosure appears not to adversely affect informational asymmetries and uncertainties. Importantly, public disclosure of stress test results (and methodology) does not seem to have reduced private incentives to generate information or to have led to distorted incentives.

Modeling and predicting the CBOE market volatility index

Journal of Banking & Finance 2014 40, 1-10 open access
This paper performs a thorough statistical examination of the time-series properties of the daily market volatility index (VIX) from the Chicago Board Options Exchange (CBOE). The motivation lies not only on the widespread consensus that the VIX is a barometer of the overall market sentiment as to what concerns investors’ risk appetite, but also on the fact that there are many trading strategies that rely on the VIX index for hedging and speculative purposes. Preliminary analysis suggests that the VIX index displays long-range dependence. This is well in line with the strong empirical evidence in the literature supporting long memory in both options-implied and realized variances. We thus resort to both parametric and semiparametric heterogeneous autoregressive (HAR) processes for modeling and forecasting purposes. Our main findings are as follows. First, we confirm the evidence in the literature that there is a negative relationship between the VIX index and the S&P 500 index return as well as a positive contemporaneous link with the volume of the S&P 500 index. Second, the term spread has a slightly negative long-run impact in the VIX index, when possible multicollinearity and endogeneity are controlled for. Finally, we cannot reject the linearity of the above relationships, neither in sample nor out of sample. As for the latter, we actually show that it is pretty hard to beat the pure HAR process because of the very persistent nature of the VIX index.