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Table 6 Determinants of the Ethereum 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

− 0.1566***

− 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)

  1. The table reports the coefficients on the drivers of Ethereum market efficiency estimated based on the OLS and quantile regressions specified in Eq. (7). The Ethereum market is efficient for quantiles’ orders between 0.1 and 0.2. Standard errors are given in parentheses
  2. ***, **, * denote the statistical significance at the 1%, 5%, and 10% levels, respectively