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Agnihotri, S., & Chauhan, K. (2022). Modeling tail risk in Indian commodity markets using conditional EVT-


       VaR and their relation to the stock market. Investment Management & Financial Innovations, 19(3), 1.




                                                       Investment in commodity markets in India accelerated after

                                                       2007; this was accompanied by large price variability; hence, it
                                                       becomes imperative to measure commodity price risk precisely.

                                                       It becomes equally  important  to study the  relationship between
                                                       commodity price variability and the stock market. Hence, this study

                                                       aims to calculate the tail risk of highly traded Indian commodity
                                                       futures returns using the conditional EVT-VaR method for risk

                                                       measurement. Secondly, the linkage between commodity markets
                                                       and the stock market is also studied using the Delta CoVaR method.

                                                       Results highlight the following points. There is risk transfer from the
                                                       extreme increase/decrease in crude oil futures returns to the Nifty

                                                       Index returns. Both extreme price increase or decrease of crude oil
                                                       futures driven either by financial or a combination of financial and

                                                       economic shocks affect the stock market. Zinc and Natural gas
                                                       futures are not linked to the stock market, which means they can

                                                       be useful in portfolio diversification. The findings suggest that, in
                                                       Indian commodity markets, EVT-VaR is a useful tool for measuring

                                                       risk.  Only  Crude  oil  futures  shocks  affect  the  stock  market,  and
                                                       extreme integration between them becomes more prominent

                                                       when oil shocks are driven by financial factors. Commodities other
                                                       than Crude oil are not integrated with stock markets in India.




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