Skip to main content

An IERI – International Educational Research Institute Journal

Table 1 Overview of all latent variables included

From: Trend analyses of TIMSS 2015 and 2019: school factors related to declining performance in mathematics

 

Latent variable

Question

Response options

Questionnaire

Aspects of school climate, predictors

School emphasis on academic success

How would you characterize each of the following within your school?? 12 equal items in 2015 and 2019, e.g. «Teachers’ understanding of the school’s curricular goal»

very low, medium, high, very high

Teacher questionnaire, question 6 in both 2015 and 2019

School safety

Thinking about your current school, indicate the extent to which you agree or disagree with each of the following statements. 8 items, e.g. «I feel safe at this school»

disagree a lot, disagree a little, agree a little, agree a lot

Teacher questionnaire, question 7 in both 2015 and 2019

School belongingness and well being

What do you think about your school? Tell how much you agree with these statements. 4 equal items in 2015 and 2019, e.g. « I like being in school», «I feel like I belong at this school»

disagree a lot, disagree a little, agree a little, agree a lot

Student questionnaire, question 15 in 2015 and question 12 in 2019

Bullying

During this school year, how often have other students from your school done any of the following things to you, including through texting or the Internet? 4 equal items in 2015 and 2019, e.g. «Stole something from me», «Spread lies about me»

Never, a few times a year, once or twice a month, at least once a week

Student questionnaire, question 16 in 2015 and question 13 in 2019

Aspects of student motivation, and self-concept, predictors

Interest-enjoyment value

How much do you agree with these statements about learning mathematics?

9 items, e.g. « I enjoy learning mathematics»

disagree a lot, disagree a little, agree a little, agree a lot

Student questionnaire, questions 17 in 2015 and questions 16 in 2019

Utility value

How much do you agree with these statements about learning mathematics?

9 items, e.g. « I would like a job that involves using mathematics»

disagree a lot, disagree a little, agree a little, agree a lot

Student questionnaire, question 20 in 2015 and 2019

Self-concept

How much do you agree with these statements about learning mathematics?

8 items, e.g. « I usually do well in mathematics»

disagree a lot, disagree a little, agree a little, agree a lot

Student questionnaire, questions 19 in 2015 and 2019

SES, control variable

Books at home

About how many books are there in your home?

5-point scale from None or very few (0–10 books) to Enough to fill three or more bookcases (more than 200)

Student questionnaire, question 4 in 2015 and 2019

Parents’ education

What is the highest level of education completed by your < parents/guardians > ?

From ISCED level 1 to 8

Student questionnaire, question 6A and 6B in 2019 and question 7A and 7B in 2015

Dependent variable

Achievement in mathematics

More than 200 items spread approximately equally among the three cognitive dimensions (knowing, applying, reasoning) and the four content dimensions (number, algebra, geometry, and data and probability). About half of the items are multiple choice and the other half are open questions. Achievement is measured by 5 PVs as mentioned

  1. Each latent variable (e.g. school safety and interest-enjoyment value) has one single question or stem, but several items. For instance, for school safety the stem is “Thinking about your current school, indicate the extent to which you agree or disagree with each of the following statements”, where an example of one out of eight items is “I feel safe at this school”.