Searching for Stages of Effective Teaching in the Maldives: A Study on the Dynamic Model of Educational Effectiveness
Abstract
:1. Introduction
Contextual Relevance: The Maldivian Education System
2. Identifying Stages of Effective Teaching
Challenges with Existing Frameworks
3. Using the Dynamic Model of Educational Effectiveness to Identify Stages of Effective Teaching
4. Research Aims
5. Methods
5.1. Participants
5.2. Variables and Measurement Scales
5.2.1. Student Achievement in English Language
5.2.2. Quality of Teaching
5.2.3. Student Background Factors
6. Data Analysis and Results
6.1. Searching for Stages of Effective Teaching
6.1.1. Using the Rasch Model to Specify the Hierarchy of Teaching Skills’ Difficulties
6.1.2. Using the Saltus Model to Identify Stages of Effective Teaching
6.1.3. Stages of Effective Teaching Identified in the Maldives
6.2. The Added Value of Classifying Teachers into Levels of Teaching Competences: Explaining Variation on Student Achievement
7. Discussion
8. Conclusions
8.1. Implications for Policy and Practice
8.2. Limitations and Suggestions for Further Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
EER | Educational effectiveness research |
DMEE | Dynamic Model of Educational Effectiveness |
ANOVA | Analysis of variance |
SES | Socioeconomic status |
CFA | Confirmatory factor analysis |
TPD | Teacher professional development |
IQR | Interquartile range |
References
- Adams, R. J., & Khoo, S. T. (1996). ACER quest: The interactive test analysis system. (Version 2.1). Australian Council for Educational Research. Available online: https://research.acer.edu.au/measurement/3/ (accessed on 14 February 2025).
- Andrich, D. (1988). A general form of Rasch’s extended logistic model for partial credit scoring. Applied Measurement in Education, 1(4), 363–378. [Google Scholar] [CrossRef]
- Antoniou, P., & Kyriakides, L. (2013). A dynamic integrated approach to teacher professional development: Impact and sustainability of the effects on improving teacher behaviour and student outcomes. Teaching and Teacher Education, 29, 1–12. [Google Scholar] [CrossRef]
- Azigwe, J. B., Kyriakides, L., Panayiotou, A., & Creemers, B. P. M. (2016). The impact of effective teaching characteristics in promoting student achievement in Ghana. International Journal of Educational Development, 51, 51–61. [Google Scholar] [CrossRef]
- Azkiyah, S. N., Doolaard, S., Creemers, B. P., & Van Der Werf, M. P. C. (2014). The effects of two intervention programs on teaching quality and student achievement. Journal of Classroom Interaction, 49(2), 4–11. Available online: https://eric.ed.gov/?id=EJ1100411 (accessed on 2 March 2025).
- Berliner, D. (1994). Expertise: The wonder of exemplary performances. In J. Mangieri, & C. Block (Eds.), Creating powerful thinking in teachers and students: Diverse perspectives (pp. 161–186). Harcourt Brace College. Available online: https://www.academia.edu/29686158/Expertise_The_wonders_of_exemplary_performances (accessed on 21 January 2025).
- Bond, T. G., & Fox, C. M. (2001). Applying the Rasch model: Fundamental measurement in the human sciences (3rd ed.). Routledge. [Google Scholar] [CrossRef]
- Brophy, J., & Good, T. L. (1986). Teacher behaviour and student achievement. M. C. Wittrock, Ed.In Handbook of research on teaching, 3rd ed.; MacMillan. pp. 328–375. Available online: https://files.eric.ed.gov/fulltext/ED251422.pdf (accessed on 21 January 2025).
- Burden, P. R. (1979). Teachers’ perceptions of the characteristics and influences on their personal and professional development. The Ohio State University. [Google Scholar]
- Burden, P. R. (1982, February 16). Professional development as a stressor [Paper presentation]. Annual Meeting of the Association of Teacher Educators, Phoenix, AZ, USA. Available online: https://eric.ed.gov/?id=ED218263 (accessed on 18 December 2024).
- Carter, E., Molina, E., Pushparatnam, A., Rimm-Kaufman, S., Tsapali, M., & Wong, K. K.-Y. (2024). Evidence-based teaching: Effective teaching practices in primary school classroom. London Review of Education, 22(1), 8. [Google Scholar] [CrossRef]
- Chapman, C., Muijs, D., Reynolds, D., Sammons, P., & Teddlie, C. (2016). The Routledge international handbook of educational effectiveness and improvement. Research, policy, and practice. Routledge. [Google Scholar] [CrossRef]
- Creemers, B. P. M., & Kyriakides, L. (2008). The dynamics of educational effectiveness: A contribution to policy, practice and theory in contemporary schools. Routledge. [Google Scholar] [CrossRef]
- Creemers, B. P. M., & Kyriakides, L. (2010). Using the dynamic model to develop an evidence-based and theory-driven approach to school improvement. Irish Educational Studies, 29(1), 5–23. [Google Scholar] [CrossRef]
- Creemers, B. P. M., & Kyriakides, L. (2012). Improving quality in education: Dynamic approaches to school improvement (1st ed.). Routledge. [Google Scholar] [CrossRef]
- Creemers, B. P. M., Kyriakides, L., & Antoniou, P. (2013a). A dynamic approach to school improvement: Main features and impact. School Leadership and Management, 33(2), 114–132. [Google Scholar] [CrossRef]
- Creemers, B. P. M., Kyriakides, L., & Antoniou, P. (2013b). Teacher professional development for improving quality of teaching. Springer. [Google Scholar] [CrossRef]
- Dall’Alba, G., & Sandberg, J. (2006). Unveiling professional development: A critical review of stage models. Review of Educational Research, 76(3), 383–412. [Google Scholar] [CrossRef]
- Darling-Hammond, L., Hyler, M. E., & Gardner, M. (2017). Effective teacher professional development. Learning Policy Institute. Available online: https://learningpolicyinstitute.org/sites/default/files/product-files/Effective_Teacher_Professional_Development_REPORT.pdf (accessed on 26 November 2024).
- Desimone, L. M. (2009). Improving impact studies of teachers’ professional development: Toward better conceptualizations and measures. Educational Researcher, 38(3), 181–199. [Google Scholar] [CrossRef]
- Di Biase, R., & Maniku, A. A. (2020). Transforming education in the Maldives. In P. M. Sarangapani, & R. Pappu (Eds.), Handbook of education systems in South Asia (pp. 233–246). Springer. [Google Scholar] [CrossRef]
- Dimosthenous, A., Kyriakides, L., & Panayiotou, A. (2020). Short- and long-term effects of the home learning environment and teachers on student achievement in mathematics: A longitudinal study. School Effectiveness and School Improvement, 31(1), 50–79. [Google Scholar] [CrossRef]
- Dreyfus, H. L., & Dreyfus, S. E. (1980). A five-stage model of the mental activities involved in directed skill acquisition. University of California, Berkeley. [Google Scholar]
- Elboj, C., & Niemelä, R. (2010). Sub-communities of mutual learners in the classroom: The case of interactive groups. Revista de Psicodidáctica, 15(2), 177–189. [Google Scholar]
- Ericsson, K. A., & Smith, J. (Eds.). (1991). Toward a general theory of expertise: Prospects and limits. Cambridge University Press. Available online: https://assets.cambridge.org/97805214/04709/excerpt/9780521404709_excerpt.pdf (accessed on 26 November 2024).
- Feiman-Nemser, S., & Remillard, J. (1996). Perspectives on learning to teach. In F. B. Murray (Ed.), The teacher educator’s handbook (pp. 63–91). Jossey-Bass. [Google Scholar]
- Fikuree, W., Shina, A., Naseem, I., Mohamed, A., Shougee, M., Shakir, M. I., Ali, H. N., Umar, M., Nishan, F., Mohamed, A., Afeef, H., Adam, A. S., Ahmed, N., Jameel, M., Abdulla, M., Shareef, I., Riyaz, M., Nashida, M., Shoozan, A., … Ahmed, S. (2022). Teaching as a career: Perception, value, and choice in the Maldives [Research report]. Maldives National University. Available online: https://mnu.edu.mv/wp-content/uploads/2022/02/Teaching-as-as-Career-Research-Report.pdf?utm_source=chatgpt.com (accessed on 19 March 2025).
- Fox, E., & Riconscente, M. (2008). Metacognition and self-regulation in James, Piaget, and Vygotsky. Educational Psychology Review, 20, 373–389. [Google Scholar] [CrossRef]
- Fox, R. (2001). Constructivism examined. Oxford Review of Education, 27(1), 23–35. [Google Scholar] [CrossRef]
- Fresko, B., & Nasser, F. (2001). Interpreting student ratings: Consultation, instructional modification, and attitudes towards course evaluation. Studies in Educational Evaluation, 27, 291–305. [Google Scholar] [CrossRef]
- Fuller, F., & Bown, O. (1975). Becoming a teacher. In K. Ryan (Ed.), Teacher education (74th yearbook of the National Society for the Study of Education, Part 2, pp. 25–52). University of Chicago Press. Available online: https://pdfcoffee.com/becoming-a-teacher-by-frances-fuller-amp-oliver-bown-1975--pdf-free.html (accessed on 1 March 2025).
- Fuller, F. F. (1969). Concerns of teachers: A developmental conceptualization. American Educational Research Journal, 6(2), 207–226. [Google Scholar] [CrossRef]
- Hattie, J. (2009). Visible learning: A synthesis of over 800 meta-analyses relating to achievement. Routledge. Available online: https://inspirasifoundation.org/wp-content/uploads/2020/05/John-Hattie-Visible-Learning_-A-synthesis-of-over-800-meta-analyses-relating-to-achievement-2008.pdf (accessed on 9 January 2025).
- Hord, S. M. (1997). Professional learning communities: Communities of continuous inquiry and improvement. SEDL. Available online: https://sedl.org/pubs/change34/ (accessed on 20 February 2025).
- Keeves, J. P., & Alagumalai, S. (1999). New approaches to measurement. In G. N. Masters, & J. P. Keeves (Eds.), Advances in measurement in educational research and assessment (pp. 23–42). Pergamon. [Google Scholar]
- Klieme, E., Pauli, C., & Reusser, K. (2009). The Pythagoras study: Investigating effects of teaching and learning in Swiss and German mathematics classrooms. In T. Janík, & T. Seidel (Eds.), The power of video studies in investigating teaching and learning in the classroom (pp. 137–160). Waxmann. [Google Scholar]
- Kyriakides, L., Archambault, I., & Janosz, M. (2013a). Searching for stages of effective teaching: A study testing the validity of the dynamic model in Canada. Journal of Classroom Interaction, 48(2), 11–24. [Google Scholar]
- Kyriakides, L., Charalambous, C. Y., & Antoniou, P. (2024a). Integrating subject-generic and subject-specific teaching frameworks: Searching for stages of teaching in mathematics. ZDM Mathematics Education, 56, 801–814. [Google Scholar] [CrossRef]
- Kyriakides, L., Christoforidou, M., Panayiotou, A., & Creemers, B. P. M. (2017). The impact of a three-year teacher professional development course on quality of teaching: Strengths and limitations of the dynamic approach. European Journal of Teacher Education, 40(4), 465–486. [Google Scholar] [CrossRef]
- Kyriakides, L., Christoforou, C., & Charalambous, C. Y. (2013b). What matters for student learning outcomes: A meta-analysis of studies exploring factors of effective teaching. Teaching and Teacher Education, 36, 143–152. [Google Scholar] [CrossRef]
- Kyriakides, L., Creemers, B., & Charalambous, E. (2018). Equity and quality dimensions in educational effectiveness (Vol. 8, Policy Implications of Research in Education series). Springer. [Google Scholar] [CrossRef]
- Kyriakides, L., Creemers, B. P. M., & Antoniou, P. (2009). Teacher behaviour and student outcomes: Suggestions for research on teacher training and professional development. Teaching and Teacher Education, 25(1), 12–23. [Google Scholar] [CrossRef]
- Kyriakides, L., Creemers, B. P. M., Antoniou, P., Demetriou, D., & Charalambous, C. (2015). The impact of school policy and stakeholders’ actions on student learning: A longitudinal study. Learning and Instruction, 36, 113–124. [Google Scholar] [CrossRef]
- Kyriakides, L., Creemers, B. P. M., Panayiotou, A., & Charalambous, E. (2021). Quality and equity in education: Revisiting theory and research on educational effectiveness and improvement. Routledge. [Google Scholar] [CrossRef]
- Kyriakides, L., Creemers, B. P. M., Panayiotou, A., Vanlaar, G., Pfeifer, M., Gašper, C., & McMahon, L. (2014). Using student ratings to measure quality of teaching in six European countries. European Journal of Teacher Education, 37(2), 125–143. [Google Scholar] [CrossRef]
- Kyriakides, L., Ioannou, I., Charalambous, E., & Michaelidou, V. (2024b). The dynamic approach to school improvement: Investigating duration and sustainability effects on student achievement in mathematics. School Effectiveness and School Improvement, 35(3), 342–364. [Google Scholar] [CrossRef]
- Marcoulides, G. A., & Drezner, Z. (1999). A procedure for detecting pattern clustering in measurement designs. In M. Wilson, & G. Engelhard Jr. (Eds.), Objective measurement: Theory into practice (Vol. 5). Ablex Publishing Corporation. [Google Scholar]
- Marzano, R. J. (2017). The new art and science of teaching: More than fifty new instructional strategies for academic success. Solution Tree Press. [Google Scholar]
- Marzano, R. J., & Marzano, J. S. (2003). The key to classroom management. Educational Leadership, 61(1), 6–13. [Google Scholar]
- Mockler, N. (2022). Teacher professional learning under audit: Reconfiguring practice in an age of standards. Professional development in education, 48(1), 166–180. [Google Scholar] [CrossRef]
- Muijs, D., Kyriakides, L., van der Werf, G., Creemers, B., Timperley, H., & Earl, L. (2014). State of the art—Teacher effectiveness and professional learning. School Effectiveness and School Improvement, 25(2), 231–256. [Google Scholar] [CrossRef]
- Musthafa, H. S., & Kyriakides, L. (2023). Using student ratings and external observations to detect the effects of quality of teaching on student learning outcomes: A longitudinal study in the Maldives. Asia Pacific Journal of Education, 1–17. Available online: https://www.tandfonline.com/doi/full/10.1080/02188791.2023.2261648 (accessed on 17 March 2025). [CrossRef]
- Newman, K. K. (1978). Middle-aged, experienced teachers’ perceptions of their career development [Doctoral dissertation, The Ohio State University]. OhioLINK Electronic Theses and Dissertations Center. Available online: http://rave.ohiolink.edu/etdc/view?acc_num=osu1487081370610263 (accessed on 2 December 2024).
- NIE. (2011). The national curriculum framework. National Institute of Education: Ministry of Education, Maldives. Available online: https://nie.edu.mv/national-curriculum-framework/ (accessed on 20 January 2025).
- Panayiotou, A., Kyriakides, L., Creemers, B. P. M., McMahon, L., Vanlaar, G., Pfeifer, M., Rekalidou, G., & Bren, M. (2014). Teacher behavior and student outcomes: Results of a European study. Educational Assessment, Evaluation and Accountability, 26, 73–93. [Google Scholar] [CrossRef]
- Peterson, P. L., Marx, R. W., & Clark, C. M. (1978). Teacher planning, teacher behavior, and student achievement. American Educational Research Journal, 15(3), 417–432. [Google Scholar] [CrossRef]
- Pianta, R. C., & Allen, J. P. (2008). Building capacity for positive youth development in secondary school classrooms: Changing teachers’ interactions with students. Social Policy Report, 22(2), 3–20. [Google Scholar] [CrossRef]
- Praetorius, A. K., Klieme, E., Herbert, B., & Pinger, P. (2018). Generic dimensions of teaching quality: The German framework of three basic dimensions. ZDM Mathematics Education, 50(3), 407–426. [Google Scholar] [CrossRef]
- Rosenshine, B. (2012). Principles of instruction: Research-based strategies that all teachers should know. American Educator, 36(1), 12–19. Available online: https://files.eric.ed.gov/fulltext/EJ971753.pdf (accessed on 17 March 2025).
- Rosenshine, B., & Stevens, R. (1986). Teaching functions. In M. C. Wittrock (Ed.), Handbook of research on teaching (3rd ed., pp. 376–391). Macmillan. [Google Scholar]
- Sancar, R., Atal, D., & Deryakulu, D. (2021). A new framework for teachers’ professional development. Teaching and Teacher Education, 101, 103305. [Google Scholar] [CrossRef]
- Sandberg, J. (1994). Human competence at work: An interpretative approach. BAS. [Google Scholar]
- Scheerens, J. (2013). The use of theory in school effectiveness research revisited. School Effectiveness and School Improvement, 24(1), 1–38. [Google Scholar] [CrossRef]
- Scheerens, J. (2016). Educational effectiveness and ineffectiveness: A critical review of the knowledge base. Springer. [Google Scholar] [CrossRef]
- Schoenfeld, A. H. (1998). Toward a theory of teaching in context. Issues in Education, 4(1), 1–94. [Google Scholar] [CrossRef]
- Schweisfurth, M. (2011). Learner-centred education in developing country contexts: From solution to problem? International Journal of Educational Development, 31(5), 425–432. [Google Scholar] [CrossRef]
- Schwille, J., Dembélé, M., & Schubert, J. (2007). Global perspectives on teacher learning: Improving policy and practice. International Institute for Educational Planning (IIEP) UNESCO. Available online: https://unesdoc.unesco.org/ark:/48223/pf0000150261 (accessed on 9 February 2025).
- Sims, S., Fletcher-Wood, H., O’Mara-Eves, A., Cottingham, S., Stansfield, C., Goodrich, J., Van Herwegen, J., & Anders, J. (2023). Effective teacher professional development: New theory and a meta-analytic test. Review of Educational Research, 95(2), 213–254. [Google Scholar] [CrossRef]
- Slavin, R. E., & Cooper, R. (1999). Improving intergroup relations: Lessons learned from cooperative learning programs. Journal of Social Issues, 55(4), 647–663. [Google Scholar] [CrossRef]
- Sun, J., Anderson, R. C., Lin, T.-J., Morris, J. A., Miller, B. W., Ma, S., Thi Nguyen-Jahiel, K., & Scott, T. (2022). Children’s engagement during collaborative learning and direct instruction through the lens of participant structure. Contemporary Educational Psychology, 69, 102061. [Google Scholar] [CrossRef]
- Tomlinson, C. A. (2001). How to differentiate instruction in mixed-ability classrooms (2nd ed.). ASCD. Available online: https://rutamaestra.santillana.com.co/wp-content/uploads/2020/01/Classrooms-2nd-Edition-By-Carol-Ann-Tomlinson.pdf (accessed on 27 November 2024).
- Trotter, R. (1986). The mystery of mastery. Psychology Today, 20(7), 32–38. [Google Scholar]
- UNESCO. (2017). Education for all: Achievements and challenges in the Maldives. United Nations Educational, Scientific and Cultural Organization. [Google Scholar]
- World Bank. ((2021,, June 30)). Early learning and general education in the Maldives: Performance, challenges, and policy options. Available online: https://documents1.worldbank.org/curated/en/889841625048965345/pdf/Early-Learning-and-General-Education-in-the-Maldives-Performance-Challenges-and-Policy-Options.pdf (accessed on 5 November 2024).
- Wright, B. D. (1985). Additivity in psychological measurement. Measurement and Personality Assessment, 2(2), 101–112. Available online: https://www.rasch.org/memo33b.pdf (accessed on 2 December 2024).
Factors | Main Elements |
---|---|
(1) Orientation | (a) Providing opportunities to discuss the reasons for which specific tasks/lessons/sequence of lessons take place; (b) giving opportunities for students to determine the purpose(s) for an activity that occurs in the lesson. |
(2) Structuring | Helping students to identify the structure of a lesson through (a) starting with a summary and/or recap of objectives; (b) specifying the content to be addressed; (c) indicating transitions between the different sections of the lesson; (d) highlighting and revisiting key concepts learned. |
(3) Questioning | (a) Asking both process and product questions at an appropriate level of difficulty; (b) providing students sufficient time to think and respond to questions raised; (c) addressing constructively the student responses. |
(4) Teaching modelling | (a) Motivating students to apply problem-solving strategies introduced by the teacher or peers; (b) encouraging students to create their own strategies to solve problems; (c) fostering the concept of modelling. |
(5) Application | (a) Assigning seatwork or small-group activities to offer essential practice and application opportunities for students; (b) utilizing application tasks as a foundation for the next phase of teaching and learning. |
(6) The classroom as a learning environment | (a) Promoting on-task behaviour through interactions (i.e., teacher–student and student-student interactions); (b) addressing classroom disruptions and student competition by setting rules and procedures, encouraging students to adhere to them, and enforcing these rules. |
(7) Management of time | (a) Structuring the classroom environment; (b) optimizing levels of student engagement in the classroom. |
(8) Assessment | (a) Employing valid and reliable assessment methods to gather information on students’ knowledge and abilities; (b) analysing the data to identify student needs and areas for improvement; (c) communicating the assessment outcomes to students and parents; (d) using assessment data for teacher self-evaluation purposes (i.e., identifying strengths and weaknesses of their own teaching methods). |
Classroom Level Factors | Rasch | Implied Within-Stage Difficulty (Saltus) | |||||
---|---|---|---|---|---|---|---|
All | Level 1 | Level 2 | Level 3 | Level 4 | Level 5 | Level 6 | |
Application frequency | −1.89 | −2.95 | −2.95 | −2.95 | −2.95 | −2.95 | −2.95 |
Management of time frequency | −1.86 | −2.92 | −2.92 | −2.92 | −2.92 | −2.92 | −2.92 |
Questioning frequency | −1.82 | −2.89 | −2.89 | −2.89 | −2.89 | −2.89 | −2.89 |
Structuring frequency | −1.78 | −2.84 | −2.84 | −2.84 | −2.84 | −2.84 | −2.84 |
Dealing with misbehaviour frequency | −1.75 | −2.81 | −2.81 | −2.81 | −2.81 | −2.81 | −2.81 |
Teacher–student interactions frequency | −0.99 | −1.96 | −2.76 | −2.79 | −2.79 | −2.78 | −2.80 |
Questioning stage | −0.98 | −1.93 | −2.75 | −2.77 | −2.78 | −2.77 | −2.79 |
Application focus | −0.95 | −1.91 | −2.71 | −2.75 | −2.77 | −2.75 | −2.78 |
Application stage | −0.94 | −1.87 | −2.69 | −2.73 | −2.74 | −2.74 | −2.76 |
Structuring stage | −0.91 | −1.85 | −2.65 | −2.71 | −2.73 | −2.71 | −2.73 |
Structuring quality | −0.86 | −1.82 | −2.66 | −2.69 | −2.71 | −2.73 | −2.72 |
Questioning focus | −0.85 | −1.81 | −2.63 | −2.67 | −2.68 | −2.71 | −2.69 |
Dealing with misbehaviour quality | −0.83 | −1.77 | −2.61 | −2.66 | −2.65 | −2.69 | −2.68 |
Questioning quality | −0.82 | −1.75 | −2.58 | −2.63 | −2.64 | −2.68 | −2.66 |
Structuring focus | −0.79 | −1.74 | −2.57 | −2.62 | −2.63 | −2.67 | −2.65 |
Orientation frequency | −0.26 | −0.95 | −1.56 | −2.59 | −2.61 | −2.66 | −2.63 |
Application quality | −0.25 | −0.94 | −1.53 | −2.58 | −2.59 | −2.64 | −2.62 |
Modelling frequency | −0.23 | −0.93 | −1.52 | −2.55 | −2.57 | −2.63 | −2.61 |
Teacher–student interactions stage | −0.21 | −0.91 | −1.55 | −2.53 | −2.56 | −2.61 | −2.59 |
Student–student interactions frequency | −0.18 | −0.89 | −1.51 | −2.51 | −2.54 | −2.59 | −2.58 |
Modelling focus | −0.15 | −0.87 | −1.49 | −2.49 | −2.53 | −2.57 | −2.56 |
Orientation focus | −0.12 | −0.86 | −1.48 | −2.47 | −2.51 | −2.56 | −2.57 |
Teacher–student interactions focus | 0.51 | −0.16 | −1.01 | −1.64 | −2.48 | −2.51 | −2.55 |
Student–student interactions stage | 0.53 | −0.14 | −0.98 | −1.63 | −2.46 | −2.49 | −2.53 |
Modelling stage | 0.54 | −0.13 | −0.97 | −1.61 | −2.44 | −2.47 | −2.51 |
Orientation stage | 0.58 | −0.11 | −0.95 | −1.59 | −2.41 | −2.46 | −2.49 |
Application differentiation | 1.09 | 0.72 | −0.09 | −0.97 | −1.31 | −2.41 | −2.46 |
Questioning differentiation | 1.11 | 0.75 | −0.07 | −0.95 | −1.29 | −2.39 | −2.44 |
Modelling quality | 1.12 | 0.78 | −0.06 | −0.93 | −1.27 | −2.37 | −2.42 |
Structuring differentiation | 1.14 | 0.79 | −0.04 | −0.91 | −1.26 | −2.34 | −2.41 |
Teacher-student interactions quality | 1.15 | 0.81 | −0.03 | −0.89 | −1.24 | −2.31 | −2.39 |
Orientation quality | 1.89 | 1.98 | 1.04 | 0.21 | −0.29 | −1.29 | −2.35 |
Teacher-student interactions differentiation | 1.91 | 2.05 | 1.06 | 0.23 | −0.25 | −1.27 | −2.31 |
Modelling differentiation | 1.93 | 2.09 | 1.08 | 0.25 | −0.24 | −1.25 | −2.29 |
Orientation differentiation | 1.94 | 2.12 | 1.09 | 0.27 | −0.22 | −1.23 | −2.18 |
Student–student interactions quality | 1.97 | 2.15 | 1.12 | 0.28 | −0.21 | −1.21 | −2.24 |
Student–student interactions differentiation | 1.99 | 2.21 | 1.15 | 0.32 | −0.19 | −1.18 | −2.21 |
The Saltus Parameter Estimates (i.e., τ Values) | |||||||
Item Class | Examinee Stage | ||||||
1 | 2 | 3 | 4 | 5 | 6 | ||
1 | 0 * | 0 * | 0 * | 0 * | 0 * | 0 * | |
2 | 0 * | 0.820 | 0.861 | 0.871 | 0.882 | 0.885 | |
3 | 0 * | 0.613 | 1.624 | 1.651 | 1.701 | 1.687 | |
4 | 0 * | 0.843 | 1.483 | 2.313 | 2.348 | 2.385 | |
5 | 0 * | 0.828 | 1.700 | 2.044 | 3.134 | 3.194 | |
6 | 0 * | 1.010 | 1.840 | 2.333 | 3.338 | 4.363 |
Factors | Model 0 | Model 1 | Model 2 |
---|---|---|---|
Fixed part | |||
Intercept | 0.49 (0.08) *** | 0.46 (0.08) *** | 0.34 (0.08) *** |
Student level | |||
Prior achievement | 0.86 (0.11) *** | 0.55 (0.11) *** | |
Gender (boy = 0, girl = 1) | −0.09 (0.17) | 0.11 (0.05) * | |
SES | 0.29 (0.14) * | 0.17 (0.06) ** | |
Teacher level | |||
Average Prior Achievement | 0.31 (0.13) ** | ||
Percentage of Girls | −0.05 (0.06) | ||
Average SES | 0.18 (0.08) * | ||
Stage 1 | −1.35 (0.16) *** | ||
Stage 2 | −0.72 (0.15) *** | ||
Stage 4 | 0.48 (0.13) *** | ||
Stage 5 | 1.08 (0.15) *** | ||
Stage 6 | 1.76 (0.15) *** | ||
Random Part: Variance components | |||
Teacher | 19.43 | 14.19 | 7.33 |
Student | 80.57 | 40.21 | 38.52 |
Explained | 45.60 | 54.15 | |
Significance Test | |||
X2 | 1742.38 | 1382.19 | 1191.14 |
Reduction | 360.19 | 191.05 | |
Degrees of freedom **** | 4 | 5 | |
p-value | 0.001 | 0.001 |
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Musthafa, H.S.; Kyriakides, L.; Charalambous, E. Searching for Stages of Effective Teaching in the Maldives: A Study on the Dynamic Model of Educational Effectiveness. Educ. Sci. 2025, 15, 598. https://doi.org/10.3390/educsci15050598
Musthafa HS, Kyriakides L, Charalambous E. Searching for Stages of Effective Teaching in the Maldives: A Study on the Dynamic Model of Educational Effectiveness. Education Sciences. 2025; 15(5):598. https://doi.org/10.3390/educsci15050598
Chicago/Turabian StyleMusthafa, Hawwa Shiuna, Leonidas Kyriakides, and Evi Charalambous. 2025. "Searching for Stages of Effective Teaching in the Maldives: A Study on the Dynamic Model of Educational Effectiveness" Education Sciences 15, no. 5: 598. https://doi.org/10.3390/educsci15050598
APA StyleMusthafa, H. S., Kyriakides, L., & Charalambous, E. (2025). Searching for Stages of Effective Teaching in the Maldives: A Study on the Dynamic Model of Educational Effectiveness. Education Sciences, 15(5), 598. https://doi.org/10.3390/educsci15050598