Environmental, social and governance (ESG) criteria are increasingly integrated into investment process to contribute to overcoming global sustainability challenges. Focusing on the reaction to turmoil periods, this work analyses returns and volatility of several ESG indices and makes a comparison with their traditional counterparts from 2016 to 2022. These indices comprise the following markets: Global, the US, Europe and emerging markets. Firstly, the two-component mixture of generalized normal distribution was exploited to objectively detect fnancial market turmoil periods with the Naïve Bayes’ classifer. Secondly, the EGARCH-in-mean model with exogenous dummy variables was applied to capture the turmoil period impact. Results show that returns and volatility are both afected by turmoil periods. The return–risk performance difers by index type and market: the European ESG index is less volatile than its traditional market benchmark, while in the other markets, the estimated volatility is approximately the same. Moreover, ESG and non-ESG indices difer in terms of turmoil periods impact, risk premium and leverage efect.
Mixtures of generalized normal distributions and EGARCH models to analyse returns and volatility of ESG and traditional investments
Duttilo, Pierdomenico
;Gattone, Stefano AntonioSecondo
;Iannone, BarbaraUltimo
2023-01-01
Abstract
Environmental, social and governance (ESG) criteria are increasingly integrated into investment process to contribute to overcoming global sustainability challenges. Focusing on the reaction to turmoil periods, this work analyses returns and volatility of several ESG indices and makes a comparison with their traditional counterparts from 2016 to 2022. These indices comprise the following markets: Global, the US, Europe and emerging markets. Firstly, the two-component mixture of generalized normal distribution was exploited to objectively detect fnancial market turmoil periods with the Naïve Bayes’ classifer. Secondly, the EGARCH-in-mean model with exogenous dummy variables was applied to capture the turmoil period impact. Results show that returns and volatility are both afected by turmoil periods. The return–risk performance difers by index type and market: the European ESG index is less volatile than its traditional market benchmark, while in the other markets, the estimated volatility is approximately the same. Moreover, ESG and non-ESG indices difer in terms of turmoil periods impact, risk premium and leverage efect.File | Dimensione | Formato | |
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