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An IERI – International Educational Research Institute Journal

Table 2 The Relationship Between Hunger and Achievement (Fixed effects)

From: Global pattern in hunger and educational opportunity: a multilevel analysis of child hunger and TIMSS mathematics achievement

Model

Model 1

Model 2

Model 3

Model explanation

Random intercept and fixed slope model

Random intercept and fixed slope model with control variables

Random intercept and slope model with control variables

Intercept

Hunger

Intercept

Hunger

Student SES

Class SES

Teacher experience

Teacher education

Intercept

Hunger

Student SES

Class SES

Teacher experience

Teacher education

Australia

544.99*

(4.50)

− 11.68*

(1.29)

548.39*

(3.57)

− 9.64*

(1.25)

6.90*

(0.84)

68.18*

(3.48)

0.08

(0.22)

− 1.08

(5.11)

549.32*

(3.59)

− 10.10*

(1.24)

6.93*

(0.84)

68.36*

(3.48)

0.07

(0.21)

− 1.20

(5.10)

Bahrain

509.01*

(5.26)

− 12.14*

(1.93)

505.35*

(4.83)

− 11.17*

(1.90)

5.31*

(1.40)

22.61*

(3.95)

− 0.41

(0.30)

0.82

(3.14)

505.33*

(4.82)

− 11.16*

(1.88)

5.30*

(1.39)

22.65*

(3.95)

− 0.40

(0.29)

0.80

(3.14)

Chile

476.46*

(6.72)

− 9.58*

(1.65)

472.65*

(5.00)

− 8.76*

(1.70)

7.31*

(1.11)

52.67*

(2.84)

0.15

(0.20)

11.70

(7.06)

473.08*

(5.0)

− 8.93*

(1.69)

7.33*

(1.10)

52.63*

(2.86)

0.15

(0.19)

11.10

(7.03)

Chinese Taipei

590.21*

(10.39)

3.57

(3.95)

607.70*

(8.28)

0.73

(3.21)

16.78*

(1.18)

47.97*

(4.02)

0.61

(0.47)

− 5.86

(6.49)

607.70*

(8.28)

0.73

(3.20)

16.78*

(1.18)

47.98*

(4.02)

0.61

(0.47)

− 5.87

(6.09)

Cyprus

533.60*

(5.97)

− 14.12*

(2.65)

526.71*

(5.05)

− 10.65*

(2.53)

17.72*

(1.50)

52.14*

(3.77)

0.48

(0.35)

8.37

(4.45)

526.60*

(5.06)

− 10.60*

(2.51)

17.68*

(1.48)

52.22*

(3.78)

0.46

(0.33)

8.40

(4.38)

Egypt

432.66*

(7.46)

− 6.31*

(2.29)

434.71*

(7.60)

− 7.21*

(2.32)

5.88*

(0.87)

36.03*

(9.67)

0.37

(0.42)

2.08

(5.00)

434.05*

(7.20)

− 6.97*

(2.16)

5.91*

(0.87)

38.24*

(8.46)

0.34

(0.40)

1.58

(4.90)

England

553.13*

(9.82)

− 16.33*

(3.06)

543.41*

(6.63)

− 11.85*

(2.19)

8.72*

(1.44)

62.81*

(5.57)

-0.51

(0.55)

− 8.87

(7.70)

543.41*

(6.63)

− 11.85*

(2.18)

8.72*

(1.43)

62.81*

(5.56)

− 0.51

(0.54)

− 8.87

(7.70)

Finland

547.70*

(5.44)

− 18.94*

(2.23)

540.72

(12.77)

− 18.31*

(5.04)

13.41*

(4.30)

51.11*

(8.97)

0.87

(0.65)

0.14

(3.21)

541.7*

(4.60)

− 15.82*

(2.01)

14.12*

(1.47)

45.78*

(3.32)

0.33

(0.17)

4.92

(3.75)

France

515.66*

(5.28)

− 11.53*

(1.83)

506.56

(16.13)

− 6.97*

(6.53)

16.52*

(2.38)

50.89*

(5.43)

− 0.52

(0.58)

6.64

(3.18)

505.60*

(4.14)

− 7.48*

(1.55)

15.54*

(1.08)

42.44*

(2.82)

0.12

(0.17)

3.59

(2.68)

Georgia

477.55*

(6.20)

− 6.11*

(2.23)

477.38*

(5.47)

− 5.84*

(2.15)

11.73*

(1.36)

35.24*

(7.02)

− 0.55

(0.35)

7.76

(5.97)

477.31*

(5.46)

− 5.81*

(2.15)

11.73*

(1.36)

35.24*

(7.01)

− 0.57

(0.36)

8.04

(5.97)

Hong Kong SAR

597.83*

(8.75)

− 10.25*

(2.67)

598.82*

(7.26)

− 8.60*

(2.52)

2.68+

(1.43)

53.82*

(5.20)

0.07

(0.42)

− 2.93

(7.85)

598.67*

(7.21)

− 8.52*

(2.49)

2.68

(1.42)

53.84*

(5.20)

0.07

(0.42)

− 2.98

(7.83)

Hungary

545.17*

(5.20)

− 12.06*

(1.74)

548.10*

(3.72)

− 10.25*

(1.64)

16.86*

(1.03)

54.54*

(2.30)

0.46*

(0.21)

12.47*

(3.59)

547.72*

(3.73)

− 10.10*

(1.65)

16.86*

(1.03)

54.48*

(2.31)

0.47*

(0.20)

12.29*

(3.61)

Iran, Islamic rep. of

470.15*

(5.11)

− 11.38*

(1.84)

464.89*

(4.03)

− 9.08*

(1.80)

8.31*

(0.93)

44.66*

(3.07)

− 0.08

(0.30)

0.06

(3.83)

465.00*

(3.98)

− 9.14*

(1.77)

8.34*

(0.93)

44.65*

(3.07)

− 0.08

(0.30)

0.03

(3.82)

Ireland

555.76*

(4.74)

− 16.08*

(1.96)

548.02*

(3.71)

− 10.29*

(1.67)

16.25*

(0.94)

41.53*

(2.83)

0.19

(0.16)

− 0.20

(3.48)

548.02*

(3.71)

− 10.29*

(1.69)

16.25*

(0.94)

41.53*

(2.83)

0.19

(0.16)

− 0.20

(3.48)

Israel

547.32*

(9.04)

− 10.18*

(3.30)

543.09*

(7.48)

− 8.57*

(2.82)

11.68*

(1.38)

54.93*

(4.69)

1.49*

(0.42)

1.37

(5.15)

543.01*

(7.46)

− 8.55*

(2.81)

11.68*

(1.37)

54.91*

(4.69)

1.50*

(0.42)

1.41

(5.16)

Italy

530.20*

(5.16)

− 13.11*

(2.01)

522.57*

(4.45)

− 9.74*

(1.71)

12.87*

(0.90)

28.83*

(3.07)

− 0.07

(0.18)

− 3.30

(5.18)

522.57*

(4.45)

-9.74*

(1.71)

12.87*

(0.90)

28.83*

(3.07)

− 0.07

(0.18)

− 3.30

(5.18)

Japan

620.66*

(5.27)

− 14.71*

(2.26)

622.92*

(4.91)

− 14.31*

(2.12)

16.95*

(1.27)

63.22*

(10.29)

0.25

(0.19)

− 5.63

(4.02)

622.92*

(4.91)

− 14.31*

(2.12)

16.95*

(1.27)

63.22*

(10.29)

0.25

(0.19)

− 5.62

(4.02)

Jordan

443.62*

(5.24)

− 11.05*

(1.90)

441.28*

(4.81)

− 10.07*

(1.84)

6.04*

(0.95)

34.91*

(5.33)

0.47

(0.31)

1.50

(3.88)

441.86

(4.87)

− 10.34*

(1.86)

6.01*

(0.95)

34.88*

(5.32)

0.48

(0.31)

1.74

(3.85)

Kazakhstan

490.42*

(5.64)

0.15

(2.03)

489.20*

(5.22)

0.96

(1.94)

6.20*

(1.57)

39.80*

(5.07)

0.30

(0.27)

7.43

(7.34)

489.20*

(5.25)

0.97

(1.95)

6.20*

(1.57)

39.80*

(5.07)

0.30

(0.27)

7.44

(7.33)

Korea, Rep. of

624.49*

(7.75)

− 11.02*

(3.19)

623.04*

(7.34)

− 8.40*

(3.08)

20.17*

(1.12)

49.32*

(5.22)

-0.02

(0.24)

− 1.45

(4.73)

623.04*

(7.34)

− 8.40*

(3.08)

20.17*

(1.12)

49.32*

(5.22)

− 0.02

(0.24)

− 1.45

(4.73)

Kuwait

426.77*

(5.67)

− 10.81*

(2.33)

426.99*

(5.18)

− 10.69*

(2.40)

4.95*

(1.25)

47.51*

(12.58)

− 0.12

(0.55)

18.73

(12.25)

427.64*

(5.20)

− 11.02*

(2.34)

4.96*

(1.25)

47.36*

(12.49)

− 0.13

(0.55)

18.80

(12.13)

Lebanon

437.93*

(5.34)

− 4.96*

(1.73)

440.03*

(4.59)

− 5.33*

(1.72)

2.90*

(0.69)

35.27*

(3.50)

0.49

(0.25)

2.50

(2.15)

439.99*

(4.59)

− 5.32*

(1.72)

2.90*

(0.69)

35.28*

(3.47)

0.49*

(0.25)

2.46

(2.16)

Lithuania

522.70*

(5.39)

− 4.48*

(2.13)

518.48*

(4.07)

− 0.78

(2.00)

21.28*

(1.34)

56.06*

(3.79)

0.52*

(0.22)

9.34*

(3.91)

518.48*

(4.06)

− 0.78

(1.99)

21.28*

(1.33)

56.04*

(3.80)

0.52*

(0.22)

9.35*

(3.92)

Malaysia

489.77*

(6.68)

− 1.37

(1.66)

496.98*

(4.98)

− 3.43*

(1.62)

4.46*

(0.68)

73.19*

(3.09)

− 0.31

(0.37)

2.08

(6.43)

496.67*

(5.00)

− 3.31*

(1.63)

4.45*

(0.68)

78.14*

(3.09)

− 0.31

(0.37)

2.06

(6.45)

Morocco

401.75*

(5.79)

− 5.08*

(1.97)

400.10*

(5.06)

− 5.49*

(1.92)

2.97*

(0.75)

20.46*

(3.39)

0.37

(0.27)

4.51

(2.34)

400.11*

(5.04)

− 5.50*

(1.90)

2.97*

(0.75)

20.47*

(3.39)

0.37

(0.27)

4.53

(2.34)

New Zealand

519.00*

(5.73)

− 13.73*

(1.84)

519.22*

(4.34)

− 10.10*

(1.78)

10.70*

(0.93)

71.58*

(3.33)

0.11

(0.22)

8.20

(4.05)

519.11*

(4.32)

− 10.05*

(1.77)

10.70*

(0.93)

71.54*

(3.32)

0.15

(0.22)

8.21

(4.05)

Norway

538.43*

(6.00)

− 16.11*

(2.21)

533.01*

(4.61)

− 13.14*

(1.97)

17.76*

(1.26)

34.17*

(4.34)

− 0.28

(0.23)

2.33

(4.24)

533.01*

(4.60)

− 13.15*

(1.97)

17.77*

(1.26)

34.15*

(4.34)

− 0.28

(0.23)

2.33

(4.25)

Oman

446.30*

(6.72)

− 13.23*

(2.61)

446.50*

(5.77)

− 11.82*

(2.41)

13.15*

(1.04)

49.69*

(3.74)

− 0.63

(0.49)

20.92*

(5.58)

446.43*

(5.75)

− 11.78*

(2.39)

13.14*

(1.04)

49.65*

(3.74)

− 0.64

(0.49)

20.95*

(5.58)

Portugal

537.84*

(5.96)

− 17.49*

(2.48)

528.36*

(4.76)

− 13.18*

(2.19)

11.63*

(1.02)

34.87*

(2.63)

0.26

(0.30)

8.96*

(4.55)

528.36*

(4.76)

− 13.17*

(2.19)

11.63*

(1.03)

34.87*

(2.63)

0.26

(0.30)

8.96*

(4.56)

Qatar

494.05*

(6.69)

− 17.88*

(2.05)

485.58*

(5.72)

− 14.30*

(2.07)

11.29*

(1.13)

62.64*

(6.77)

− 0.44

(0.42)

18.55*

(6.83)

485.59*

(5.71)

− 14.30*

(2.07)

11.29*

(1.13)

62.65*

(6.77)

− 0.45

(0.42)

18.56*

(6.83)

Romania

525.05*

(7.55)

− 14.35*

(2.62)

519.41*

(6.55)

− 11.15*

(2.50)

16.90*

(1.31)

49.60*

(3.22)

0.23

(0.28)

0.53

(4.21)

519.35*

(6.52)

− 11.13*

(2.49)

16.88*

(1.31)

49.64*

(3.23)

0.24

(0.28)

0.56

(4.22)

Russian Federation

545.00*

(5.44)

− 0.65

(2.00)

550.12*

(4.87)

− 1.52

(1.99)

8.82*

(1.23)

42.65*

(5.94)

− 0.25

(0.23)

5.36

(6.10)

550.19*

(4.86)

− 1.56

(1.99)

8.82*

(1.23)

42.58*

(5.95)

− 0.25

(0.23)

5.44

(6.10)

Saudi Arabia

418.51*

(5.19)

− 6.11*

(1.80)

417.23*

(4.64)

− 5.65*

(1.75)

7.06*

(1.31)

51.37*

(4.87)

0.28

(0.44)

16.59

(19.81)

417.19*

(4.64)

− 5.65*

(1.76)

7.06*

(1.31)

51.31*

(4.87)

0.28

(0.44)

16.33

(19.66)

Singapore

634.36*

(5.39)

− 9.86*

(1.24)

629.94*

(3.81)

− 8.90*

(1.25)

0.79

(0.67)

82.90*

(3.64)

− 0.43

(0.33)

− 6.82

(5.08)

630.01*

(3.82)

− 8.92*

(1.25)

0.79

(0.67)

82.89*

(3.64)

− 0.43

(0.33)

− 6.81

(5.08)

South Africa

423.29*

(3.87)

− 7.58*

(0.99)

415.35*

(2.85)

− 5.65*

(0.91)

0.56

(0.46)

55.27*

(2.24)

0.08

(0.18)

6.63*

(3.27)

415.82*

(2.77)

− 5.86*

(0.94)

0.56

(0.46)

55.28*

(2.23)

0.086

(0.18)

6.66*

(3.26)

Sweden

536.61*

(6.11)

− 14.06*

(2.38)

527.07*

(4.24)

− 8.87*

(1.92)

18.23*

(1.06)

46.54*

(3.20)

0.16

(0.19)

0.92

(1.68)

527.06*

(4.24)

− 8.87*

(1.92)

18.23*

(1.06)

46.54*

(3.20)

0.16

(0.20)

0.92

(1.68)

Turkey

470.39*

(9.26)

8.04*

(3.21)

491.77*

(8.43)

1.22

(3.23)

14.21*

(1.71)

42.53*

(3.73)

− 0.58

(0.51)

15.90*

(6.83)

490.91*

8.61

1.14

(3.30)

14.69*

(1.74)

42.55*

(3.90)

− 0.63

(0.51)

15.94*

(6.83)

United Arab Emirates

494.99*

(3.63)

− 10.48*

(0.93)

490.70*

(3.02)

− 8.94*

(0.93)

5.46*

(0.53)

59.83*

(2.94)

− 1.40*

(0.25)

14.44*

(3.16)

490.68*

(3.03)

− 8.93*

(0.93)

5.46*

(0.53)

59.80*

(2.94)

− 1.39*

(0.25)

14.45*

(3.15)

United States

549.86*

(6.10)

− 15.87*

(2.02)

533.30*

(4.69)

− 8.01*

(1.85)

6.96*

(0.91)

61.49*

(2.76)

0.06

(0.31)

6.05

(5.0)

530.66*

(6.56)

− 8.72*

(2.78)

7.39*

(1.27)

54.78*

(4.17)

0.37

(0.40)

10.98*

(3.54)

  1. Significance codes: *p < 0.05