Summary statistics of daily returns of pre-COVID (Panel-I), during COVID-19 (Panel II) and Russo–Ukraine War (Panel-III) of sample assets
| Mean | Median | Std. dev. | Skewness | Kurtosis | JB stat | ADF | PP | |
|---|---|---|---|---|---|---|---|---|
| Panel – I Overall | ||||||||
| AUTO | 0.0005 | 0.0011 | 0.0137 | −0.5956 | 13.7909 | 12439.48** | −48.6752** | −50.1642** |
| BANK | 0.0006 | 0.0007 | 0.0143 | −0.9792 | 19.2335 | 28217.66** | −13.8281** | −48.2284** |
| BSE ESG | 0.0003 | 0 | 0.0091 | −1.7802 | 36.9723 | 123145.40** | −13.4402** | −52.2219** |
| CARBONEX | 0.0005 | 0.0009 | 0.0104 | −1.4428 | 23.5614 | 45498.77** | −48.6759** | −50.3795** |
| COMM | 0.0005 | 0.0011 | 0.0128 | −0.9231 | 11.6631 | 8280.53** | −18.2256** | −50.3705** |
| CONS | 0.0005 | 0.0008 | 0.0097 | −0.8732 | 18.8594 | 26867.62** | −13.1516** | −49.7655** |
| DIGITAL | 0.0005 | 0.0008 | 0.0117 | −0.8663 | 11.0086 | 7086.02** | −14.4468** | −49.7610** |
| ENERGY | 0.0006 | 0.001 | 0.0131 | −0.6535 | 9.4865 | 4620.94** | −15.3686** | −49.6758** |
| ESG 100 | 0.0005 | 0.001 | 0.0103 | −1.2981 | 21.9529 | 38623.29** | −14.2474** | −50.1642** |
| FMCG | 0.0005 | 0.0006 | 0.0104 | −0.4713 | 14.3018 | 13574.71** | −12.7121** | −51.4727** |
| GREENEX | 0.0005 | 0.001 | 0.0105 | −1.1719 | 17.3004 | 22163.29** | −18.5187** | −49.7109** |
| IT | 0.0005 | 0.0006 | 0.0129 | −0.4314 | 8.8402 | 3678.41*** | −14.4097** | −50.7531** |
| METAL | 0.0005 | 0.001 | 0.0179 | −0.4393 | 6.1091 | 1101.69*** | −14.0398** | −50.8377** |
| MNC | 0.0006 | 0.0009 | 0.0099 | −1.0846 | 19.9258 | 30732.50** | −14.6449** | −48.7346** |
| NIFTY | 0.0005 | 0.0008 | 0.0104 | −1.3768 | 23.6316 | 45725.42** | −33.5611** | −50.7256** |
| NIFTY USD | 0.0003 | 0.0008 | 0.012 | −1.3481 | 21.2011 | 35731.28** | −46.4304** | −50.0900** |
| ONG | 0.0006 | 0.001 | 0.0135 | −0.864 | 12.8795 | 10616.49** | −9.9954** | −50.0900** |
| PHARMA | 0.0004 | 0.0005 | 0.0125 | −0.1613 | 8.0452 | 2697.49*** | −13.6604** | −48.4877** |
| REALTY | 0.0006 | 0.0015 | 0.0194 | −0.556 | 6.9585 | 1784.28** | −13.8144** | −46.9340** |
| SENSEX | 0.0005 | 0.0007 | 0.0104 | −1.3567 | 24.5097 | 49607.71** | −14.0044** | −50.7704** |
| Panel II: During COVID | ||||||||
| AUTO | 0.0007 | 0.0014 | 0.0191 | −0.9738 | 13.7028 | 2529.61** | −4.8989** | −23.8972** |
| BANK | 0.0004 | 0.001 | 0.022 | −1.3571 | 15.0753 | 3274.24** | −7.3206** | −22.1775** |
| BSE ESG | 0.0009 | 0.0017 | 0.0158 | −1.7048 | 18.7767 | 5568.83** | −6.4241** | −24.6309** |
| CARBONEX | 0.0008 | 0.0018 | 0.0156 | −1.9056 | 20.7868 | 7072.91** | −6.3691** | −24.4649** |
| COMM | 0.0011 | 0.0026 | 0.017 | −1.446 | 13.7047 | 2628.15** | −6.8032** | −25.1429** |
| CONS | 0.0006 | 0.0013 | 0.0133 | −1.4698 | 21.631 | 7604.29** | −5.9702** | −24.6693** |
| DIGITAL | 0.0013 | 0.0024 | 0.0165 | −1.2386 | 10.8605 | 1451.85** | −7.0357** | −23.9832** |
| ENERGY | 0.001 | 0.0015 | 0.0168 | −0.745 | 10.477 | 1242.43** | −6.5501** | −25.0762** |
| ESG 100 | 0.0009 | 0.0019 | 0.0152 | −1.7917 | 20.9052 | 7127.18** | −6.4694** | −24.5337** |
| FMCG | 0.0003 | 0.0009 | 0.0132 | −0.7549 | 20.4591 | 6564.21** | −7.6804** | −25.4101** |
| GREENEX | 0.001 | 0.002 | 0.015 | −1.6795 | 17.6847 | 4850.5** | −7.0801** | −23.6810** |
| IT | 0.0014 | 0.0019 | 0.0174 | −0.692 | 9.5149 | 948.17** | −7.3312** | −24.2739** |
| METAL | 0.0016 | 0.0036 | 0.0231 | −0.859 | 6.496 | 324.34** | −8.6194** | −23.8446** |
| MNC | 0.0006 | 0.0017 | 0.013 | −2.1345 | 26.6415 | 12336.46** | −6.1290** | −25.0085** |
| NIFTY | 0.0007 | 0.0019 | 0.0158 | −1.7988 | 20.0223 | 6470.27** | −6.4336** | −24.6496** |
| NIFTY USD | 0.0008 | 0.0019 | 0.0176 | −1.9208 | 20.0361 | 6519.08** | −6.2304** | −24.7881** |
| ONG | 0.0008 | 0.0019 | 0.0172 | −0.9079 | 13.4197 | 2391.15** | −6.3403** | −25.0841** |
| PHARMA | 0.0009 | 0.0006 | 0.0159 | −0.0374 | 9.5494 | 917.23** | −14.5083** | −23.0128** |
| REALTY | 0.0007 | 0.0022 | 0.0232 | −0.5753 | 6.1792 | 244.34** | −7.2539** | −21.0036** |
| SENSEX | 0.0007 | 0.0017 | 0.016 | −1.7241 | 19.8817 | 6345.87** | −6.5056** | −24.5437** |
| Panel III: During War | ||||||||
| AUTO | 0.0012 | 0.0013 | 0.0111 | −0.5964 | 6.2299 | 256.37** | −19.3993** | −19.07533** |
| BANK | 0.0004 | 0.0008 | 0.0106 | −0.5845 | 6.6249 | 313.71** | −20.9884** | −20.9287** |
| BSE ESG | 0.0004 | 0.0007 | 0.0088 | −0.5944 | 5.7533 | 194.51** | −21.3165** | −21.3604** |
| CARBONEX | 0.0006 | 0.001 | 0.0085 | −0.5546 | 5.9615 | 216.27** | −21.6394** | −21.6956** |
| COMM | 0.0007 | 0.0013 | 0.0112 | −0.6822 | 5.5324 | 178.94** | −21.3808** | −21.7191** |
| CONS | 0.0007 | 0.0012 | 0.0082 | −0.4475 | 4.8797 | 93.73** | −20.6248** | −20.6312** |
| DIGITAL | 0.0004 | 0.0001 | 0.0113 | −0.3698 | 5.0161 | 99.73** | −16.5137** | −21.0218** |
| ENERGY | 0.0009 | 0.0012 | 0.0122 | −0.5621 | 5.536 | 166.41** | −20.9644** | −21.4803** |
| ESG 100 | 0.0004 | 0.0009 | 0.0086 | −0.6316 | 5.8765 | 213.45** | −21.3757** | −21.4711** |
| FMCG | 0.0008 | 0.0005 | 0.0085 | −0.0918 | 4.179 | 30.79** | −22.6826** | −22.7028** |
| GREENEX | 0.0007 | 0.0014 | 0.0093 | −0.7151 | 5.6322 | 194.05** | −20.9841** | −21.2456** |
| IT | 0.0001 | −0.0006 | 0.0134 | −0.2092 | 5.1585 | 104.54** | −21.5594** | −21.5169** |
| METAL | 0.0007 | 0.002 | 0.0167 | −0.5471 | 5.6953 | 182.98** | −15.1324** | −22.9061** |
| MNC | 0.0006 | 0.0011 | 0.0079 | −0.6135 | 5.1528 | 132.78** | −21.5627** | −21.4933** |
| NIFTY | 0.0005 | 0.0009 | 0.0085 | −0.448 | 5.6843 | 173.18** | −21.5340** | −21.5551** |
| NIFTY USD | −0.0002 | −0.0005 | 0.0097 | −0.4384 | 7.0686 | 374.59** | −10.7601** | −20.4461** |
| ONG | 0.0008 | 0.0011 | 0.0124 | −0.4993 | 5.9056 | 204.13** | −13.8976** | −21.2882** |
| PHARMA | 0.0007 | 0.0008 | 0.009 | 0.1792 | 4.3665 | 43.16** | −22.4879** | −22.6412** |
| REALTY | 0.0014 | 0.0023 | 0.0155 | −0.3236 | 5.3429 | 127.76** | −19.2652** | −19.0912** |
| SENSEX | 0.0005 | 0.0008 | 0.0085 | −0.3924 | 5.5446 | 153.34** | −21.5801** | −21.5643** |
| Mean | Median | Std. dev. | Skewness | Kurtosis | JB stat | ADF | PP | |
|---|---|---|---|---|---|---|---|---|
| AUTO | 0.0005 | 0.0011 | 0.0137 | −0.5956 | 13.7909 | 12439.48** | −48.6752** | −50.1642** |
| BANK | 0.0006 | 0.0007 | 0.0143 | −0.9792 | 19.2335 | 28217.66** | −13.8281** | −48.2284** |
| BSE ESG | 0.0003 | 0 | 0.0091 | −1.7802 | 36.9723 | 123145.40** | −13.4402** | −52.2219** |
| CARBONEX | 0.0005 | 0.0009 | 0.0104 | −1.4428 | 23.5614 | 45498.77** | −48.6759** | −50.3795** |
| COMM | 0.0005 | 0.0011 | 0.0128 | −0.9231 | 11.6631 | 8280.53** | −18.2256** | −50.3705** |
| CONS | 0.0005 | 0.0008 | 0.0097 | −0.8732 | 18.8594 | 26867.62** | −13.1516** | −49.7655** |
| DIGITAL | 0.0005 | 0.0008 | 0.0117 | −0.8663 | 11.0086 | 7086.02** | −14.4468** | −49.7610** |
| ENERGY | 0.0006 | 0.001 | 0.0131 | −0.6535 | 9.4865 | 4620.94** | −15.3686** | −49.6758** |
| ESG 100 | 0.0005 | 0.001 | 0.0103 | −1.2981 | 21.9529 | 38623.29** | −14.2474** | −50.1642** |
| FMCG | 0.0005 | 0.0006 | 0.0104 | −0.4713 | 14.3018 | 13574.71** | −12.7121** | −51.4727** |
| GREENEX | 0.0005 | 0.001 | 0.0105 | −1.1719 | 17.3004 | 22163.29** | −18.5187** | −49.7109** |
| IT | 0.0005 | 0.0006 | 0.0129 | −0.4314 | 8.8402 | 3678.41*** | −14.4097** | −50.7531** |
| METAL | 0.0005 | 0.001 | 0.0179 | −0.4393 | 6.1091 | 1101.69*** | −14.0398** | −50.8377** |
| MNC | 0.0006 | 0.0009 | 0.0099 | −1.0846 | 19.9258 | 30732.50** | −14.6449** | −48.7346** |
| NIFTY | 0.0005 | 0.0008 | 0.0104 | −1.3768 | 23.6316 | 45725.42** | −33.5611** | −50.7256** |
| NIFTY USD | 0.0003 | 0.0008 | 0.012 | −1.3481 | 21.2011 | 35731.28** | −46.4304** | −50.0900** |
| ONG | 0.0006 | 0.001 | 0.0135 | −0.864 | 12.8795 | 10616.49** | −9.9954** | −50.0900** |
| PHARMA | 0.0004 | 0.0005 | 0.0125 | −0.1613 | 8.0452 | 2697.49*** | −13.6604** | −48.4877** |
| REALTY | 0.0006 | 0.0015 | 0.0194 | −0.556 | 6.9585 | 1784.28** | −13.8144** | −46.9340** |
| SENSEX | 0.0005 | 0.0007 | 0.0104 | −1.3567 | 24.5097 | 49607.71** | −14.0044** | −50.7704** |
| AUTO | 0.0007 | 0.0014 | 0.0191 | −0.9738 | 13.7028 | 2529.61** | −4.8989** | −23.8972** |
| BANK | 0.0004 | 0.001 | 0.022 | −1.3571 | 15.0753 | 3274.24** | −7.3206** | −22.1775** |
| BSE ESG | 0.0009 | 0.0017 | 0.0158 | −1.7048 | 18.7767 | 5568.83** | −6.4241** | −24.6309** |
| CARBONEX | 0.0008 | 0.0018 | 0.0156 | −1.9056 | 20.7868 | 7072.91** | −6.3691** | −24.4649** |
| COMM | 0.0011 | 0.0026 | 0.017 | −1.446 | 13.7047 | 2628.15** | −6.8032** | −25.1429** |
| CONS | 0.0006 | 0.0013 | 0.0133 | −1.4698 | 21.631 | 7604.29** | −5.9702** | −24.6693** |
| DIGITAL | 0.0013 | 0.0024 | 0.0165 | −1.2386 | 10.8605 | 1451.85** | −7.0357** | −23.9832** |
| ENERGY | 0.001 | 0.0015 | 0.0168 | −0.745 | 10.477 | 1242.43** | −6.5501** | −25.0762** |
| ESG 100 | 0.0009 | 0.0019 | 0.0152 | −1.7917 | 20.9052 | 7127.18** | −6.4694** | −24.5337** |
| FMCG | 0.0003 | 0.0009 | 0.0132 | −0.7549 | 20.4591 | 6564.21** | −7.6804** | −25.4101** |
| GREENEX | 0.001 | 0.002 | 0.015 | −1.6795 | 17.6847 | 4850.5** | −7.0801** | −23.6810** |
| IT | 0.0014 | 0.0019 | 0.0174 | −0.692 | 9.5149 | 948.17** | −7.3312** | −24.2739** |
| METAL | 0.0016 | 0.0036 | 0.0231 | −0.859 | 6.496 | 324.34** | −8.6194** | −23.8446** |
| MNC | 0.0006 | 0.0017 | 0.013 | −2.1345 | 26.6415 | 12336.46** | −6.1290** | −25.0085** |
| NIFTY | 0.0007 | 0.0019 | 0.0158 | −1.7988 | 20.0223 | 6470.27** | −6.4336** | −24.6496** |
| NIFTY USD | 0.0008 | 0.0019 | 0.0176 | −1.9208 | 20.0361 | 6519.08** | −6.2304** | −24.7881** |
| ONG | 0.0008 | 0.0019 | 0.0172 | −0.9079 | 13.4197 | 2391.15** | −6.3403** | −25.0841** |
| PHARMA | 0.0009 | 0.0006 | 0.0159 | −0.0374 | 9.5494 | 917.23** | −14.5083** | −23.0128** |
| REALTY | 0.0007 | 0.0022 | 0.0232 | −0.5753 | 6.1792 | 244.34** | −7.2539** | −21.0036** |
| SENSEX | 0.0007 | 0.0017 | 0.016 | −1.7241 | 19.8817 | 6345.87** | −6.5056** | −24.5437** |
| AUTO | 0.0012 | 0.0013 | 0.0111 | −0.5964 | 6.2299 | 256.37** | −19.3993** | −19.07533** |
| BANK | 0.0004 | 0.0008 | 0.0106 | −0.5845 | 6.6249 | 313.71** | −20.9884** | −20.9287** |
| BSE ESG | 0.0004 | 0.0007 | 0.0088 | −0.5944 | 5.7533 | 194.51** | −21.3165** | −21.3604** |
| CARBONEX | 0.0006 | 0.001 | 0.0085 | −0.5546 | 5.9615 | 216.27** | −21.6394** | −21.6956** |
| COMM | 0.0007 | 0.0013 | 0.0112 | −0.6822 | 5.5324 | 178.94** | −21.3808** | −21.7191** |
| CONS | 0.0007 | 0.0012 | 0.0082 | −0.4475 | 4.8797 | 93.73** | −20.6248** | −20.6312** |
| DIGITAL | 0.0004 | 0.0001 | 0.0113 | −0.3698 | 5.0161 | 99.73** | −16.5137** | −21.0218** |
| ENERGY | 0.0009 | 0.0012 | 0.0122 | −0.5621 | 5.536 | 166.41** | −20.9644** | −21.4803** |
| ESG 100 | 0.0004 | 0.0009 | 0.0086 | −0.6316 | 5.8765 | 213.45** | −21.3757** | −21.4711** |
| FMCG | 0.0008 | 0.0005 | 0.0085 | −0.0918 | 4.179 | 30.79** | −22.6826** | −22.7028** |
| GREENEX | 0.0007 | 0.0014 | 0.0093 | −0.7151 | 5.6322 | 194.05** | −20.9841** | −21.2456** |
| IT | 0.0001 | −0.0006 | 0.0134 | −0.2092 | 5.1585 | 104.54** | −21.5594** | −21.5169** |
| METAL | 0.0007 | 0.002 | 0.0167 | −0.5471 | 5.6953 | 182.98** | −15.1324** | −22.9061** |
| MNC | 0.0006 | 0.0011 | 0.0079 | −0.6135 | 5.1528 | 132.78** | −21.5627** | −21.4933** |
| NIFTY | 0.0005 | 0.0009 | 0.0085 | −0.448 | 5.6843 | 173.18** | −21.5340** | −21.5551** |
| NIFTY USD | −0.0002 | −0.0005 | 0.0097 | −0.4384 | 7.0686 | 374.59** | −10.7601** | −20.4461** |
| ONG | 0.0008 | 0.0011 | 0.0124 | −0.4993 | 5.9056 | 204.13** | −13.8976** | −21.2882** |
| PHARMA | 0.0007 | 0.0008 | 0.009 | 0.1792 | 4.3665 | 43.16** | −22.4879** | −22.6412** |
| REALTY | 0.0014 | 0.0023 | 0.0155 | −0.3236 | 5.3429 | 127.76** | −19.2652** | −19.0912** |
| SENSEX | 0.0005 | 0.0008 | 0.0085 | −0.3924 | 5.5446 | 153.34** | −21.5801** | −21.5643** |
Note(s): ***, ** and * indicate significance at 1%, 5% and 10% respectively
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