Table 2 Description of the variables and summary statistics.

From: Mathematics teaching strategies and 4th-grade student achievement in Arab countries: evidence from TIMSS 2019 data

Variable

Description

Mean

St. dev.

Min

Max

Mathematics achievement

Higher values correspond to higher achievement

399.10

105.31

5.00

807.50

Classroom-level variables

Teacher with a mathematics degree

A teacher has a formal degree in mathematics

0.45

0.50

0

1

Formal education

Teacher’s formal education (ISCED)

3.73

1.34

1

7

Teacher gender (Male = 0; Female = 1)

Teacher gender

0.63

0.48

0

1

Guided instruction

Higher values indicate a higher frequency of guided instruction strategies

0.15

0.92

−2.14

0.95

Independent study

Higher values indicate a higher frequency of independent study strategies

−0.23

1.11

−1.82

0.84

Emphasis on academic success

Higher values indicate a higher emphasis on academic success

−0.37

1.01

−1.60

1.91

Index of active instruction

Higher values indicate a higher frequency and variety of instructional activities

−0.59

1.13

−3.25

1.10

In class assessment

Higher values indicate a higher frequency of in-class assessment

−0.09

1.12

−6.18

0.28

Formal assessment

Higher values indicate a higher frequency of formal assessment

0.08

0.92

−3.25

1.42

Teacher feedback

Higher values indicate a higher frequency of giving feedback

0.02

1.06

−4.55

0.67

Homework

Higher values indicate a higher frequency of homework

3.50

0.98

1

5

Computer-based assessment

Frequency of computer-based assessment

4.21

1.44

1

5

Average bullying

Higher values indicate a lower frequency of bullying

−0.00

0.86

−4.41

3.10

Average student attitudes

Higher liking, confidence, and clarity in mathematics

0.00

0.87

−4.79

3.48

Average home resources

Higher availability of home resources

−0.00

0.59

−2.79

2.86

Student-level variables

Within-class effect of bullying

Higher values indicate a lower frequency of bullying

−0.01

0.51

−1.83

1.53

Within-class effect of attitudes

Higher liking, confidence, and clarity in mathematics

−0.02

0.50

−2.36

1.70

Within-class effect of home resources

Higher availability of home resources

0.04

0.81

−1.94

2.92

Student absences

Less frequent absences

3.77

1.59

1

5

Student gender (Male = 0; Female = 1)

Student gender

0.49

0.50

0

1

  1. Source: TIMSS 2019 data.