Table 1.
Summary statistics of returns.
| Min | Max | Mean | Std. Dev. | Skewness | Kurtosis | |
| Before COVID-19 | ||||||
| OIL | −6.449 | 11.070 | 0.011 | 1.943 | 0.071 | 5.576 |
| BTC | −23.874 | 22.512 | 0.004 | 4.875 | 0.052 | 6.664 |
| USDT | −4.820 | 5.661 | −0.000 | 0.612 | 0.724 | 24.211 |
| USD | −1.015 | 1.125 | 0.004 | 0.331 | −0.011 | 3.183 |
| During COVID-19 | ||||||
| OIL | −64.370 | 41.202 | 0.069 | 4.953 | −2.787 | 59.050 |
| BTC | −46.473 | 19.153 | 0.175 | 4.869 | −1.644 | 17.654 |
| USDT | −5.257 | 5.339 | −0.001 | 0.399 | 0.484 | 105.144 |
| USD | −1.697 | 1.589 | 0.015 | 0.414 | 0.173 | 4.420 |
| JB | ADF | PP | LB-(20) | LB-(20) | ARCH-LM(20) | |
| Before COVID-19 | ||||||
| OIL | 155.825*** | −24.010*** | −23.996*** | 22.677 | 52.083*** | 63.200*** |
| BTC | 313.773*** | −22.620*** | −22.692*** | 13.922 | 92.898*** | 66.500*** |
| USDT | 10,504.237*** | −32.500*** | −39.508*** | 113.750*** | 159.180*** | 42.680*** |
| USD | 0.883 | −23.900*** | −23.922*** | 28.688* | 29.407* | 23.600 |
| During COVID-19 | ||||||
| OIL | 87,816.382*** | −26.650*** | −26.722*** | 71.732*** | 191.050*** | 99.300*** |
| BTC | 6245.490*** | −27.240*** | −27.310*** | 39.497*** | 12.531 | 354.000*** |
| USDT | 288,800.994*** | −39.200*** | −57.031*** | 191.710*** | 180.440*** | 75.900*** |
| USD | 59.798*** | −23.720*** | −23.856*** | 29.895* | 461.780*** | 25.300 |
Note: JB stands for the Jarque–Bera test statistic of normality, while ADF and PP, respectively, refer to the augmented Dickey–Fuller and Phillips–Perron test statistics of a unit root. LB-(20) and LB-(20) are the Ljung–Box statistics for testing serial correlation in the return and squared return series, respectively, while ARCH-LM(20) stands for the Lagrange multiplier statistic utilized to test conditional heteroscedasticity or ARCH effects up to lag 20. The asterisks * and *** indicate statistical significance at the 10% and 1% levels, respectively.