Return volatility, correlation, and hedging of green and brown stocks : is there a role for climate risk factors?
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Date
Authors
Li, Haohua
Bouri, Elie
Gupta, Rangan
Fang, Libing
Journal Title
Journal ISSN
Volume Title
Publisher
Elsevier
Abstract
We examine the effects of three monthly climate risk factors, climate policy uncertainty (CPU), climate change news (CCN), and negative climate change news (NCCN), on the long-run volatilities and correlation of daily green and brown energy stock returns, and perform a hedging analysis. Given that our dataset combines daily and monthly data, we apply mixed data sampling models such as GARCH-MIDAS and DCC-MIDAS. To deal with volatility clustering, asymmetric effects, and negative skewness in innovations, which characterize our dataset, we use those models in asymmetric form with a bivariate skew-t distribution. Firstly, the GARCH-MIDAS models indicate that climate risk has a significant impact on the long-run volatility of brown energy stocks. Secondly, the DCC-MIDAS models reveal that the long-run correlation of green-brown stock returns decreases with the climate risk, suggesting a negative effect and hedging opportunities. Thirdly, the hedging analysis shows that incorporating a climate risk factor, especially NCCN, into the long-run component of dynamic correlation significantly improves the hedging performance between green and brown energy stock indices. The results are robust to an out-of-sample analysis under various refitting window sizes. They matter to portfolio and risk managers for energy transition and portfolio decarbonization.
Description
DATA AVAILABILITY : Data will be made available on request.
Keywords
Climate risk factors, Climate policy uncertainty (CPU), Climate change news (CCN), Negative climate change news (NCCN), Conditional volatility, Dynamic correlation, GARCH-MIDAS, Generalized autoregressive conditional heteroskedasticity (GARCH), Mixed data sampling (MIDAS), DCC-MIDAS, Dynamic conditional correlation (DCC), Hedging, SDG-13: Climate action, SDG-08: Decent work and economic growth
Sustainable Development Goals
Citation
Li, H., Bouri, E., Gupta, R. et al. 2023, 'Return volatility, correlation, and hedging of green and brown stocks: is there a role for climate risk factors?', Journal of Cleaner Production, vol. 414, art. 137594, pp. 1-12, doi : 10.1016/j.jclepro.2023.137594.