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 | − 0.1566*** | − 0.5283*** | − 0.3663*** | − 0.2735*** | − 0.1724*** | − 0.1262*** | − 0.0589*** | 0.0206 | 0.0963*** | 0.2036*** |
 | (0.0175) | (0.0341) | (0.0223) | (0.0257) | (0.0182) | (0.0169) | (0.0201) | (0.0202) | (0.0198) | (0.0288) |
Global financial and monetary policy | ||||||||||
FSI | − 0.0626*** | − 0.1305*** | − 0.0955*** | − 0.0737*** | − 0.0574*** | − 0.0530*** | − 0.0473*** | − 0.0456*** | − 0.0444*** | − 0.0446*** |
 | (0.0036) | (0.0126) | (0.0074) | (0.0103) | (0.0045) | (0.0038) | (0.0036) | (0.0036) | (0.0039) | (0.0074) |
MSCI | − 0.0041 | − 0.0595** | − 0.0245 | − 0.0028 | − 0.0008 | − 0.0013 | − 0.0003 | 0.0005 | 0.0028 | 0.0056 |
 | (0.0081) | (0.0279) | (0.0198) | (0.0234) | (0.0132) | (0.0112) | (0.0068) | (0.0063) | (0.0067) | (0.0062) |
FFR | − 1.5e−03 | − 4.2e−03 | − 1.7e−03 | 1.8e−04 | − 2.4e−04 | − 2.0e−05 | − 1.8e−04 | − 5.0e−05 | − 5.8e−04 | − 8.1e−04* |
 | (9.3e−04) | (3.4e−03) | (2.2e−03) | (1.7e−03) | (1.5e−03) | (5.2e−04) | (3.9e−04) | (3.6e−04) | (4.0e−04) | (4.8e−04) |
Investment substitutes | ||||||||||
GSCI | 0.0042 | 0.0120 | 0.0149* | 0.0086 | 0.0021 | 0.0043 | 0.0027 | − 0.0005 | − 0.0005 | − 0.0003 |
 | (0.0030) | (0.0136) | (0.0077) | (0.0058) | (0.0039) | (0.0038) | (0.0032) | (0.0019) | (0.0014) | (0.0013) |
GOLD | 0.0140* | 0.0333 | 0.0110 | 0.0150 | 0.0139* | 0.0158** | 0.0086 | 0.0041 | 0.0089 | 0.0037 |
 | (0.0078) | (0.0209) | (0.0113) | (0.0111) | (0.0073) | (0.0069) | (0.0075) | (0.0076) | (0.0061) | (0.0046) |
Uncertainty factors | ||||||||||
EPU | 5.3e−05 | − 5.2e−05 | 7.0e−05 | 1.4e−04 | 7.2e−05 | 1.0e−06 | − 3.0e−05 | − 3.9e−05 | − 1.9e−04 | − 3.6e−05 |
 | (1.5e−04) | (2.2e−04) | (1.4e−04) | (1.4e−04) | (1.3e−04) | (1.4e−04) | (1.5e−04) | (1.5e−04) | (1.4e−04) | (1.8e−04) |
VIX | − 9.2e−04 | − 8.4e−03* | 1.0e−03 | 1.2e−03 | 3.8e−04 | − 3.5e−04 | − 8.7e−04 | − 9.2e−04 | 4.4e−04 | 3.1e−04 |
 | (1.7e−03) | (4.8e−03) | (3.4e−03) | (2.8e−03) | (2.2e−03) | (1.9e−03) | (1.6e−03) | (1.5e−03) | (1.4e−03) | (9.2e−04) |
Internal factors | ||||||||||
VOL | − 2.9e−06** | 2.5e−04 | 1.7e−04*** | 4.2e−05 | − 6.7e−05 | − 1.2e−04** | − 8.8e−05 | − 4.2e−05 | 8.3e−05 | 1.9e−05 |
 | (6.6e−05) | (1.6e−04) | (4.7e−05) | (7.1e−05) | (5.0e−05) | (4.5e−05) | (2.1e−04) | (1.3e−04) | (2.7e−04) | (1.4e−04) |
LIQ | 0.4044*** | − 0.0244 | 0.1181* | 0.3279*** | 0.4172*** | 0.4742*** | 0.4991*** | 0.5035*** | 0.5260*** | 0.4743*** |
 | (0.0339) | (0.0694) | (0.0633) | (0.1028) | (0.0520) | (0.0475) | (0.0415) | (0.0430) | (0.0611) | (0.1282) |
MFC | 2.1e−04 | 3.5e−04 | 2.1e−04 | 2.7e−04 | − 3.7e−05 | − 1.4e−04 | − 2.1e−05 | − 3.7e−04 | 3.4e−04 | − 4.0e−04 |
 | (6.0e−04) | (1.1e−03) | (6.4e−04) | (6.0e−04) | (5.5e−04) | (5.2e−04) | (5.0e−04) | (5.3e−04) | (5.7e−04) | (5.8e−04) |
COVID-19 factor | ||||||||||
COVID-19 | 0.1259*** | 0.1349*** | 0.1793*** | 0.1811*** | 0.1565*** | 0.1594*** | 0.1338*** | 0.0844*** | 0.0443*** | − 0.0016 |
 | (0.0158) | (0.0301) | (0.0186) | (0.0205) | (0.0144) | (0.0137) | (0.0140) | (0.0168) | (0.0168) | (0.0274) |