From: On the efficiency and its drivers in the cryptocurrency market: the case of Bitcoin and Ethereum
 | OLS | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 | 0.8 | 0.9 |
---|---|---|---|---|---|---|---|---|---|---|
Constant | ||||||||||
C | − 0.2092*** | − 0.5184*** | − 0.4177*** | − 0.3436*** | − 0.2622*** | − 0.1959*** | − 0.1193*** | − 0.0623*** | 0.0133 | 0.0963** |
 | (0.0149) | (0.0273) | (0.0159) | (0.0208) | (0.0230) | (0.0243) | (0.0259) | (0.0253) | (0.0329) | (0.0345 |
Global financial and monetary policy | ||||||||||
FSI | − 0.0636*** | − 0.0905*** | − 0.0862*** | − 0.0765*** | − 0.0694*** | − 0.0645*** | − 0.0689*** | − 0.0703*** | − 0.0599*** | − 0.0532*** |
 | (0.0033) | (0.0114) | (0.0074) | (0.0072) | (0.0078) | (0.0072) | (0.0061) | (0.0050) | (0.0064) | (0.0063) |
MSCI | 0.0043 | − 0.0108 | − 0.0120 | 0.0033 | − 0.0026 | 0.0092 | 0.0114 | 0.0166* | 0.0125 | 0.0070 |
 | (0.0079) | (0.0233) | (0.0261) | (0.0161) | (0.0151) | (0.0145) | (0.0109) | (0.0102) | (0.0079) | (0.0076) |
FFR | − 0.0013 | 0.0014 | − 0.0013 | − 0.0024 | − 0.0013 | − 0.0010 | − 0.0016 | − 0.0009 | − 0.0007 | − 0.0013*** |
 | (0.0009) | (0.0050) | (0.0076) | (0.0054) | (0.0020) | (0.0018) | (0.0010) | (0.0009) | (0.0005) | (0.0004) |
Investment substitutes | ||||||||||
GSCI | − 0.0007 | − 0.0071 | − 0.0033 | 0.0011 | 0.0047 | 0.0025 | 0.0005 | − 0.0034 | − 0.0017 | − 0.0011 |
 | (0.0029) | (0.0141) | (0.0078) | (0.0072) | (0.0055) | (0.0043) | (0.0031) | (0.0037) | (0.0032) | (0.0014) |
GOLD | 0.0034 | 0.0078 | 0.0026 | 0.0118 | 0.0116 | 0.0067 | 0.0046 | 0.0040 | − 0.0028 | − 0.0035 |
 | (0.0075) | (0.0196) | (0.0171) | (0.0145) | (0.0118) | (0.0116) | (0.0100) | (0.0081) | (0.0061) | (0.0047) |
Uncertainty factors | ||||||||||
EPU | − 1.6E–04 | − 3.1e–05 | − 1.0e–04 | 7.1e−05 | − 1.7e–04 | − 1.5e–04 | − 2.8e–04 | − 1.5e−04 | − 1.4e–04 | − 5.9e–05 |
 | (1.5e–04) | (2.6e–04) | (1.8e–04) | (1.8e–04) | (1.9e–04) | (2.0e–04) | (2.0e–04) | (1.8e–04) | (1.7e–04) | (1.5e–04) |
VIX | 5.8e–04 | 6.3e–04 | 4.3e–04 | 2.1e–03 | − 9.8e–04 | 1.3e–03 | 8.7e–04 | 1.1e–03 | 1.0e–03 | 9.8e–04 |
 | (5.8e–04) | (4.1e–03) | (3.3e–03) | (2.9e–03) | (2.7e–03) | (2.4e–03) | (2.3e–03) | (1.8e–03) | (1.4e–03) | (1.0e–03) |
Internal factors | ||||||||||
VOL | 6.7e–04 | 4.7e–05 | − 9.7e–05 | 1.6e–05 | 1.9e–05 | − 5.4e–05 | − 2.1e–04 | − 3.1e–04*** | − 1.2e–04 | − 1.1e–04 |
 | (1.6e–03) | (1.9e–04) | (1.3e–04) | (3.9e–04) | (4.1e–04) | (3.9e–04) | (3.4e–04) | (7.1e–05) | (3.4e–04) | (2.7e–04) |
LIQ | − 0.0001 | 0.7755*** | 1.1085*** | 1.3647*** | 1.3839*** | 1.4334*** | 1.5266*** | 1.6466*** | 1.5911*** | 1.4302*** |
 | (0.0001) | (0.5194 | (0.2123) | (0.1406) | (0.1380) | (0.1642) | (0.1896) | (0.2038) | (0.2268) | (0.2389) |
MFC | 1.4454*** | − 7.6e–04 | 7.2e–04 | 1.4e–04 | 5.6e–04 | 1.4e–03* | 2.5e–04 | 4.4e–04 | 5.2e–04 | 7.5e–05 |
 | (1.1e–01) | (1.2e–03) | (7.1e–04) | (7.2e–04) | (7.4e–04) | (8.5e–04) | (8.7e–04) | (6.9e–04) | (6.3e–04) | (5.3e–04) |
COVID-19 factor | ||||||||||
 | 0.0380 | 0.0609* | 0.1322*** | 0.1755*** | 0.1862*** | 0.1789*** | 0.1442*** | 0.0869*** | 0.0021*** | 0.0380*** |
 | (0.0498) | (0.0366) | (0.0263) | (0.0155) | (0.0120) | (0.0118) | (0.0160) | (0.0234) | (0.0250) | (0.0498) |