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Table 5 Determinants of the Bitcoin market’s efficiency

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)

  1. The table reports the coefficients on the drivers of Bitcoin market efficiency estimated based on the OLS and quantile regressions specified in Eq. (7). The Bitcoin market is efficient for quantiles’ orders between 0.1 and 0.4. Standard errors are given in parentheses
  2. ***, **, * denote the statistical significance at the 1, 5, and 10% levels, respectively