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Table 1 Comparison of HA and referee bias in matches played with and without VAR

From: Does video assistant referee technology change the magnitude and direction of home advantages and referee bias? A proof-of-concept study

 

Variables a

Descriptive statistics

Independent Samples t-test

TOST results for statistical equivalence

H0: (d ≤ − 0.20 U d ≥ 0.20) vs. H1: (-0.20 < d < 0.20)

Home Team

Away Team

M

SD

M

SD

t

p

ES

BF01 (H0/H1) b

Lower bound

Upper bound

Statistical equivalence

NO VAR (n: 918)

Points

1.65

1.33

1.11

1.28

8.92

< 0.001

0.42

0.00

-

t = 5.63 ns

t = 12.21 ***

 

Goals

1.58

1.30

1.21

1.17

6.48

< 0.001

0.30

0.00

-

t = 3.01 ns

t = 9.951 ***

 

Fouls

15.64

4.24

15.63

4.41

0.05

0.961

0.00

19.04

Strong

t = -0.94 ns

t = 1.04 ns

 

Yellow cards

2.18

1.36

2.35

1.40

-2.63

0.009

-0.12

0.62

-

t = -5.74 ***

t = 0.48 ns

 

Red cards

0.12

0.34

0.15

0.42

-1.40

0.162

-0.07

7.24

Substantial

t = -12.56 ***

t = 9.76 ***

X

Offsides

2.09

1.61

1.92

1.67

2.29

0.022

0.11

1.41

Anecdotal

t = -0.32 ns

t = 4.90 ***

 

Penalties

0.20

0.44

0.14

0.36

3.36

< 0.001

0.16

0.07

-

t = -7.27 ***

t = 13.98 ***

X

VAR (n: 920)

Points

1.63

1.31

1.11

1.25

8.70

< 0.001

0.41

0.00

-

t = 5.34 ns

t = 12.05 ***

 

Goals

1.58

1.28

1.19

1.12

7.04

< 0.001

0.33

0.00

-

t = 3.47 ns

t = 10.61 ***

 

Fouls

13.36

3.81

12.80

3.75

3.21

0.001

0.15

0.12

-

t = 2.07 ns

t = 4.34 ***

 

Yellow cards

2.11

1.37

2.25

1.39

-2.13

0.033

-0.10

2.02

Anecdotal

t = -5.24 ***

t = 0.98 ns

 

Red cards

0.12

0.36

0.15

0.039

-1.31

0.191

-0.06

8.16

Substantial

t = -12.78 ***

t = 10.16 ***

X

Offsides

1.99

1.62

1.86

1.52

1.81

0.071

0.08

3.78

Substantial

t = -0.92 ns

t = 4.53 ***

 

Penalties

0.23

0.49

0.17

0.40

3.14

0.002

0.15

0.14

-

t = -6.50 ***

t = 12.78 ***

X

  1. a All data presented on a per-match basis
  2. b Computed considering a one-sided null hypothesis
  3. M: Mean, SD: Standard Deviation, ES: Cohen’s d effect size, BF01: Bayes Factor
  4. P-values legend: *p <.05; **p <.01, ***p <.001; ns: not significant (p >.05)