Secondary School Student Perceptions of Beginning Teachers’ Teaching Behaviours and Their Academic Engagement: Multilevel Modelling
Abstract
1. Introduction
2. Framework for the Current Study
2.1. Teachers’ Teaching Behaviours
2.2. Student Perceptions of Teaching Behaviour
2.3. Student Engagement
2.4. Perceptions of Teaching Behaviours and Student Engagement in Lessons
2.5. Student Background Factors Affecting Student Engagement
2.6. School and Curriculum Factors Affecting Student Engagement
3. The Current Study
3.1. Context of the Study: Dutch Secondary Education
3.2. Research Questions
- Does students’ level of academic engagement differ between school type, school subjects, gender, and parental education background?
- To what extent do different aspects of perceived teaching behaviours relate to students’ level of academic engagement?
- Do student gender and parental level of education moderate the relationship between perceived teaching behaviours and academic engagement?
4. Materials and Methods
4.1. Participants
4.2. Instruments and Variables
4.3. Analysis Strategy
5. Results
5.1. Preliminary Analysis: Descriptive Results
5.2. Students’ Perceptions of Teaching Behaviours and Student Engagement
5.2.1. Emotional Engagement
5.2.2. Behavioural Engagement
5.2.3. Effect Size of Teaching Behaviour Dimensions
6. Conclusions and Discussion
6.1. Limitations of the Study
6.2. Implications of the Study and Future Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Supplementary Analysis
| Model 0 | Model 1 | Model 2a | Model 2b | Model 2c | Model 2d | Model 2e | Model 2f | Model 3 | |
|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates |
| (Intercept) | 2.92 *** | 2.87 *** | 2.89 *** | 2.91 *** | 2.89 *** | 2.89 *** | 2.89 *** | 2.87 *** | 2.90 *** |
| School Type: Vocational education | 0.11 ** | 0.06 * | 0.06 * | 0.05 | 0.02 | 0.03 | −0.02 | 0.01 | |
| School Subject Type: Non-science | 0.09 ** | 0.03 | 0.02 | 0.02 | 0.02 | 0.04 | 0.05 * | 0.01 | |
| Gender: Girls | −0.04 *** | −0.03 *** | −0.03 *** | −0.01 | −0.01 | −0.00 | 0.00 | −0.01 | |
| Educational Level Parents: Higher Education | −0.00 | 0.00 | −0.00 | 0.01 | 0.00 | −0.00 | 0.01 | 0.00 | |
| Age Group: >16 years | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | −0.01 | −0.01 | 0.01 | |
| Social Desirability | 0.56 *** | 0.35 *** | 0.34 *** | 0.36 *** | 0.28 *** | 0.37 *** | 0.40 *** | 0.26 *** | |
| Learning Climate | 0.61 *** | 0.08 *** | |||||||
| Classroom Management | 0.74 *** | 0.15 *** | |||||||
| Clear Instruction | 0.65 *** | 0.02 | |||||||
| Activating Learning | 0.76 *** | 0.48 *** | |||||||
| Differentiation | 0.51 *** | 0.09 *** | |||||||
| Teaching Learning Strategies | 0.49 *** | 0.04 *** | |||||||
| Random Effects | |||||||||
| σ2 | 0.34 | 0.29 | 0.23 | 0.22 | 0.23 | 0.19 | 0.22 | 0.24 | 0.18 |
| τ00 | 0.12 TeacherID:SchoolID | 0.09 TeacherID:SchoolID | 0.03 TeacherID:SchoolID | 0.03 TeacherID:SchoolID | 0.03 TeacherID:SchoolID | 0.02 TeacherID:SchoolID | 0.03 TeacherID:SchoolID | 0.04 TeacherID:SchoolID | 0.01 TeacherID:SchoolID |
| 0.01 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | |
| ICC | 0.26 | 0.24 | 0.13 | 0.13 | 0.12 | 0.13 | 0.15 | ||
| N | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID |
| 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | |
| Observations | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 |
| Marginal R2/Conditional R2 | 0.000/0.263 | 0.124/0.338 | 0.397/0.474 | 0.433/0.504 | 0.412/0.483 | 0.568/NA | 0.395/0.475 | 0.357/0.452 | 0.587/NA |
| Deviance | 21,760.756 | 19,976.954 | 16,497.850 | 16,055.241 | 16,426.473 | 14,016.855 | 16,434.147 | 17,032.894 | 13,591.383 |
| AIC | 21,775.158 | 20,040.338 | 16,574.447 | 16,131.800 | 16,503.143 | 14,096.352 | 16,511.124 | 17,109.161 | 13,716.018 |
| log-Likelihood | −10,883.579 | −10,010.169 | −8276.224 | −8054.900 | −8240.572 | −7037.176 | −8244.562 | −8543.581 | −6842.009 |
| Model 0 | Model 1 | Model 2a | Model 2b | Model 2c | Model 2d | Model 2e | Model 2f | Model 3 | |
|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates | Estimates |
| (Intercept) | 3.02 *** | 2.99 *** | 3.01 *** | 3.02 *** | 3.01 *** | 3.01 *** | 3.00 *** | 2.99 *** | 3.01 *** |
| School type: Vocational education | 0.09 ** | 0.06 * | 0.06 * | 0.05 * | 0.02 | 0.04 | 0.00 | 0.02 | |
| School Subject Type: Non-science | 0.06 ** | 0.03 | 0.02 | 0.02 | 0.02 | 0.03 | 0.04 * | 0.01 | |
| Gender: Girls | −0.03 ** | −0.03 *** | −0.03 *** | −0.01 | −0.01 | −0.01 | −0.01 | −0.01 | |
| Education Level Parents: Higher Education | −0.01 | −0.01 | −0.01 | −0.01 | −0.01 | −0.01 | −0.01 | −0.01 | |
| Age Group: >16 years | −0.03 | −0.03 | −0.02 | −0.03 | −0.05 ** | −0.05 ** | −0.05 ** | −0.05 ** | |
| Social Desirability | 0.53 *** | 0.40 *** | 0.38 *** | 0.39 *** | 0.34 *** | 0.41 *** | 0.43 *** | 0.33 *** | |
| Learning Climate | 0.36 *** | −0.05 *** | |||||||
| Classroom Management | 0.47 *** | 0.08 *** | |||||||
| Clear Instruction | 0.43 *** | 0.05 ** | |||||||
| Activating Learning | 0.50 *** | 0.42 *** | |||||||
| Differentiation | 0.32 *** | 0.04 *** | |||||||
| Teaching Learning Strategies | 0.31 *** | 0.00 | |||||||
| Random Effects | |||||||||
| σ2 | 0.25 | 0.21 | 0.19 | 0.18 | 0.18 | 0.16 | 0.18 | 0.19 | 0.16 |
| τ00 | 0.05 TeacherID:SchoolID | 0.04 TeacherID:SchoolID | 0.02 TeacherID:SchoolID | 0.01 TeacherID:SchoolID | 0.01 TeacherID:SchoolID | 0.01 TeacherID:SchoolID | 0.02 TeacherID:SchoolID | 0.02 TeacherID:SchoolID | 0.01 TeacherID:SchoolID |
| 0.01 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | 0.00 SchoolID | |
| ICC | 0.19 | 0.17 | 0.11 | 0.09 | 0.08 | 0.07 | 0.10 | 0.10 | 0.07 |
| N | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID | 647 TeacherID |
| 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | 198 SchoolID | |
| Observations | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 | 11,634 |
| Marginal R2/Conditional R2 | 0.000/0.188 | 0.162/0.302 | 0.301/0.376 | 0.349/0.407 | 0.349/0.402 | 0.437/0.474 | 0.319/0.388 | 0.300/0.371 | 0.443/0.479 |
| Deviance | 17,997.844 | 15,785.839 | 14,162.866 | 13,598.009 | 13,614.639 | 12,245.577 | 13,878.118 | 14,170.458 | 12,155.865 |
| AIC | 18,012.787 | 15,852.614 | 14,241.236 | 13,676.838 | 13,693.869 | 12,326.214 | 13,957.202 | 14,249.395 | 12,282.034 |
| log-Likelihood | −9002.394 | −7916.307 | −7109.618 | −6827.419 | −6835.934 | −6152.107 | −6967.601 | −7113.698 | −6125.017 |
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| Variable | Category | Percentage (%) |
|---|---|---|
| School Type | ||
| General Education | 92 | |
| Vocational Education | 8 | |
| School Subject | ||
| Science subjects | 32 | |
| Language and social science subjects | 68 | |
| Gender | ||
| Male students | 48 | |
| Female Students | 52 | |
| Parental Education Level | ||
| Primary school | 8 | |
| Lower high school | 27 | |
| Upper high school | 13 | |
| Advanced vocational | 24 | |
| University education | 28 | |
| Age Category | ||
| ≤16 years old | 92 | |
| >16 years old | 8 |
| Scale | Mean | Standard Deviation |
|---|---|---|
| Teaching Behavior Dimension | ||
| Learning Climate | 3.23 | 0.56 |
| Classroom Management | 3.34 | 0.50 |
| Clarity of Instruction | 3.18 | 0.55 |
| Activating Learning | 2.97 | 0.58 |
| Differentiation | 2.78 | 0.66 |
| Teaching Learning Strategies | 2.54 | 0.65 |
| Student Engagement Dimension | ||
| Emotional Engagement | 2.92 | 0.68 |
| Behavioral Engagement | 3.01 | 0.55 |
| Social Desirability | 3.01 | 0.41 |
| Empty Model | Model 1 (Covariate) | Model 2 (Full) | ||||
|---|---|---|---|---|---|---|
| Estimate | S.E. | Estimate | S.E. | Estimate | S.E. | |
| (Intercept) | 2.925 *** | 0.016 | 2.867 *** | 0.026 | 2.921 *** | 0.019 |
| School Type 1 | 0.108 ** | 0.040 | 0.003 | 0.021 | ||
| School Subject 2 | 0.091 ** | 0.029 | 0.010 | 0.014 | ||
| Gender 3 | −0.032 ** | 0.010 | −0.006 | 0.008 | ||
| Parental Education Level 4 | ||||||
| Lower High School | 0.021 | 0.022 | −0.023 | 0.017 | ||
| Upper High School | 0.022 | 0.024 | −0.009 | 0.018 | ||
| Advanced Vocational | 0.004 | 0.022 | −0.034 * | 0.017 | ||
| University Education | 0.020 | 0.022 | −0.006 | 0.017 | ||
| Age Category 5 | 0.003 | 0.024 | 0.010 | 0.017 | ||
| Social Desirability | 0.553 *** | 0.013 | 0.254 *** | 0.010 | ||
| Learning Climate | 0.073 *** | 0.013 | ||||
| Classroom Management | 0.151 *** | 0.017 | ||||
| Clarity of Instruction | 0.017 | 0.015 | ||||
| Activating Learning | 0.483 *** | 0.016 | ||||
| Differentiation | 0.096 *** | 0.011 | ||||
| Teaching Learning Strategies | 0.039 *** | 0.010 | ||||
| Variance Components | ||||||
| School Level | 0.0061 | 0.0019 | 2.5 × 10−5 | |||
| Teacher Level | 0.1164 | 0.0938 | 0.0150 | |||
| Residual | 0.3401 | 0.2937 | 0.1796 | |||
| Percentage of Variance Explained | - | 13.7 | 47.2 | |||
| Loglikelihood | −1163.9 | −10,282.8 | −7050.1 | |||
| Empty Model | Model 1 (Covariate) | Model 2 (Full) | ||||
|---|---|---|---|---|---|---|
| Estimate | S.E. | Estimate | S.E. | Estimate | S.E. | |
| (Intercept) | 3.017 *** | 0.012 | 2.920 *** | 0.024 | 2.971 *** | 0.018 |
| School Type 1 | 0.098 *** | 0.029 | 0.024 | 0.019 | ||
| School Subject 2 | 0.066 *** | 0.020 | 0.012 | 0.012 | ||
| Gender 3 | −0.027 ** | 0.009 | −0.009 | 0.008 | ||
| Parental Education Level 4 | ||||||
| Lower High School | 0.071 *** | 0.018 | 0.045 ** | 0.016 | ||
| Upper High School | 0.062 ** | 0.020 | 0.048 ** | 0.017 | ||
| Advanced Vocational | 0.039 * | 0.018 | 0.016 | 0.016 | ||
| University Education | 0.058 ** | 0.019 | 0.041 * | 0.016 | ||
| Age Category 5 | −0.020 | 0.020 | −0.046 ** | 0.016 | ||
| Social Desirability | 0.525 *** | 0.011 | 0.332 *** | 0.010 | ||
| Learning Climate | −0.051 *** | 0.012 | ||||
| Classroom Management | 0.079 *** | 0.016 | ||||
| Clarity of Instruction | 0.046 *** | 0.014 | ||||
| Activating Learning | 0.418 *** | 0.015 | ||||
| Differentiation | 0.040 *** | 0.010 | ||||
| Teaching Learning Strategies | 0.004 | 0.010 | ||||
| Variance Components | ||||||
| School Level | 0.0061 | 0.0032 | 0.0022 | |||
| Teacher Level | 0.0523 | 0.0386 | 0.0086 | |||
| Residual | 0.2512 | 0.209 | 0.1592 | |||
| Percentage of Variance Explained | - | 19.0 | 45.1 | |||
| Loglikelihood | −9233.6 | −8122.3 | −6283.9 | |||
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Maulana, R.; Helms-Lorenz, M.; Suhre, C. Secondary School Student Perceptions of Beginning Teachers’ Teaching Behaviours and Their Academic Engagement: Multilevel Modelling. Behav. Sci. 2026, 16, 399. https://doi.org/10.3390/bs16030399
Maulana R, Helms-Lorenz M, Suhre C. Secondary School Student Perceptions of Beginning Teachers’ Teaching Behaviours and Their Academic Engagement: Multilevel Modelling. Behavioral Sciences. 2026; 16(3):399. https://doi.org/10.3390/bs16030399
Chicago/Turabian StyleMaulana, Ridwan, Michelle Helms-Lorenz, and Cor Suhre. 2026. "Secondary School Student Perceptions of Beginning Teachers’ Teaching Behaviours and Their Academic Engagement: Multilevel Modelling" Behavioral Sciences 16, no. 3: 399. https://doi.org/10.3390/bs16030399
APA StyleMaulana, R., Helms-Lorenz, M., & Suhre, C. (2026). Secondary School Student Perceptions of Beginning Teachers’ Teaching Behaviours and Their Academic Engagement: Multilevel Modelling. Behavioral Sciences, 16(3), 399. https://doi.org/10.3390/bs16030399

