Table 2.
Descriptive statistics of Stablecoins returns
BTC | BUSD | DAI | LUNA | UST | USDT | USDC | |
---|---|---|---|---|---|---|---|
Panel A: pre-collapse period (20 April 2022–9 May 2022) | |||||||
Mean | − 0.0011 | 0 | 0 | − 0.004 | − 0.0009 | 0 | 0 |
Median | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Max | 1.3604 | 0.01 | 0.6764 | 7.5653 | 5.9968 | 0.626 | 1.0925 |
Min | − 1.2013 | − 0.01 | − 0.6765 | − 4.6747 | − 2.8252 | − 0.6271 | − 0.8492 |
SD | 0.0846 | 0.0045 | 0.0263 | 0.1932 | 0.0591 | 0.0183 | 0.0255 |
Skewness | 0.1752 | − 0.0002 | 0.0545 | 0.7353 | 25.7039 | 0.1591 | 1.9935 |
Excess Kurtosis | 19.1692 | 2.0482 | 60.5877 | 157.2306 | 4198.0988 | 231.8142 | 466.2319 |
Jarque–Bera | 0.44*** | 0.05*** | 4.41*** | 29.67*** | 21152.01*** | 64.49*** | 260.87*** |
ADF | − 23.1*** | − 40.1*** | − 38.4*** | − 14.1*** | − 3.3** | − 36.5*** | − 39.4*** |
ARCH(1) | 1492.1*** | 211.5*** | 6866.4*** | 719.0*** | 29.2*** | 7084.0*** | 8035.1*** |
ARCH(6) | 2656.9*** | 444.5*** | 9637.9*** | 2732.5*** | 1038.9*** | 11674.6*** | 8705.1*** |
ARCH(12) | 2926.4*** | 602.3*** | 9748.4*** | 5020.3*** | 1880.5*** | 12069.9*** | 8736.9*** |
Q(6) | 30.7*** | 2509.1*** | 7037.5*** | 324.5*** | 1235.3*** | 6469.0*** | 8112.6*** |
Q(12) | 64.1*** | 2522.6*** | 7049.2*** | 432.0*** | 1834.3*** | 6480.5*** | 8113.4*** |
Q(6) | 4823.9*** | 567.3*** | 7051.2*** | 4236.6*** | 1122.0*** | 7122.2*** | 11766.0*** |
Q(12) | 7139.7*** | 928.3*** | 7303.3*** | 10180.7*** | 2125.8*** | 7130.7*** | 11766.1*** |
Panel B: collapse period (10 May 2022–29 May 2022) | |||||||
Mean | − 0.0001 | 0 | 0 | − 0.0437 | − 0.0118 | 0 | 0 |
Median | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Max | 2.5506 | 0.1 | 1.8215 | 608.336 | 43.8416 | 1.7807 | 6.3763 |
Min | − 1.8623 | − 0.1 | − 2.6808 | − 607.3849 | − 46.106 | − 1.7589 | − 6.4213 |
SD | 0.1302 | 0.0137 | 0.0612 | 52.9634 | 1.7118 | 0.0584 | 0.097 |
Skewness | 0.8269 | 0.0016 | − 1.7094 | − 0.0164 | 0.2579 | − 0.1884 | 0.5163 |
Excess Kurtosis | 23.612 | 41.9405 | 210.6163 | 108.6154 | 89.4661 | 160.844 | 1418.0227 |
Jarque–Bera | 0.67*** | 2.11*** | 53.25*** | 14.16*** | 9.61*** | 31.05*** | 2412.95*** |
ADF | − 24.1*** | − 34.2*** | − 38.1*** | − 32.0*** | − 22.1*** | − 29.8*** | − 38.5*** |
ARCH(1) | 1678.3*** | 4751.9*** | 686.7*** | 7409.7*** | 2721.6*** | 5390.1*** | 7088.5*** |
ARCH(6) | 3383.1*** | 8253.2*** | 4212.7*** | 11858.9*** | 3749.0*** | 6446.3*** | 11601.0*** |
ARCH(12) | 3762.7*** | 9288.2*** | 5717.0*** | 12365.3*** | 4719.2*** | 7627.5*** | 12291.3*** |
Q(6) | 21.1*** | 4910.3*** | 5034.8*** | 7721.5*** | 292.8*** | 4152.2*** | 6675.5*** |
Q(12) | 50.0*** | 4967.9*** | 5164.5*** | 7887.4*** | 336.0*** | 4457.9*** | 7158.2*** |
Q(6) | 6528.1*** | 23465.1*** | 4038.3*** | 40460.8*** | 5904.1*** | 10990.2*** | 7094.9*** |
Q(12) | 10228.6*** | 45786.2*** | 7064.8*** | 74407.5*** | 9964.4*** | 19652.8*** | 8124.4*** |
Panel C: entire period (20 April 2022–29 May 2022) | |||||||
Mean | − 0.0006 | 0 | 0 | − 0.0239 | − 0.0064 | 0 | 0 |
Median | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Max | 2.5506 | 0.1 | 1.8215 | 608.336 | 43.8416 | 1.7807 | 6.3763 |
Min | − 1.8623 | − 0.1 | − 2.6808 | − 607.3849 | − 46.106 | − 1.7589 | − 6.4213 |
SD | 0.1098 | 0.0102 | 0.0471 | 37.451 | 1.2111 | 0.0433 | 0.0709 |
Skewness | 0.7357 | 0.0021 | − 1.8707 | − 0.0248 | 0.3521 | − 0.2256 | 0.7069 |
Excess Kurtosis | 27.246 | 70.5863 | 304.6165 | 220.2247 | 181.4897 | 272.5424 | 2488.7769 |
Jarque–Bera | 1.79*** | 11.96*** | 222.73*** | 116.40*** | 79.05*** | 178.27*** | 14865.63*** |
ADF | − 33.0*** | − 44.1*** | − 49.4*** | − 41.1*** | − 29.1*** | − 39.9*** | − 49.2*** |
ARCH(1) | 3424.5*** | 9740.3*** | 1456.8*** | 14949.5*** | 5578.0*** | 10893.0*** | 14188.9*** |
ARCH(6) | 6763.1*** | 16830.6*** | 8361.1*** | 23865.9*** | 7701.9*** | 12990.2*** | 23185.7*** |
ARCH(12) | 7490.7*** | 18902.5*** | 11344.4*** | 24880.7*** | 9667.5*** | 15311.5*** | 24562.2*** |
Q(6) | 26.1*** | 9233.3*** | 10516.0*** | 15441.7*** | 581.3*** | 8589.3*** | 13293.0*** |
Q(12) | 70.6*** | 9327.7*** | 10710.5*** | 15773.4*** | 667.0*** | 9097.4*** | 14135.8*** |
Q(6) | 13175.9*** | 48299.2*** | 8106.1*** | 81691.3*** | 12327.5*** | 22026.3*** | 14202.6*** |
Q(12) | 20655.8*** | 94295.5*** | 14136.6*** | 150341.0*** | 20902.1*** | 39178.6*** | 16264.7*** |
The table shows the descriptive statistics for pre-collapse, collapse and the entire period. Jarque–Bera represents the test statistics from the normality test (expressed in ). ADF represents the augmented Dickey–Fuller test. ARCH(6) and ARCH(12) correspond to the test statistics from the ARCH test with 6 and 12 lags respectively. Q(6), Q(12) and (6), (12) represent the test statistics from the Ljung–Box test for serial correlation in returns and squared returns with 6 and 12 lags respectively. ***Indicates the rejection of the null hypothesis at the 1% significance level