Effect of self-regulated learning strategies on students’ achievement in science: A meta-analysis

Abrami, P. C., Bernard, R. M., Borokhovski, E., Wade, A., Surkes, M. A., Tamim, R., & Zhang, D. (2008). Instructional interventions affecting critical thinking skills and dispositions: A stage 1 meta-analysis. Review of Educational Research, 78(4), 1102-1134.

Agustiani, H., Cahyad, S., & Musa, M. (2016). Self-efficacy and self-regulated learning as predictors of students’ academic performance. The Open Psychology Journal, 9(1), 1-6.

Akyol, G., Sungur, S., & Tekkaya, C. (2010). The contribution of cognitive and metacognitive strategy use to students’ science achievement. Educational Research and Evaluation, 16(1), 1-21.

Al Mutawah, M. A., Thomas, R., & Khine, M. S. (2017). Investigation into self-regulation, engagement in learning mathematics and science and achievement among Bahrain secondary school students. International Electronic Journal of Mathematics Education, 12(3), 633-653.

Alpmen, A. (2016). Affective variables as predictors of biology achievement: A study on 11th grade students. SHS Web of Conferences 26 (01032). EDP Sciences.

Anderson, M., Oates, T., Chong, W., & Perlis, D. (2006). Enhancing reinforcement learning with metacognitive monitoring and control for improved perturbation tolerance. Journal of Experimental and Theoretical Artificial Intelligence, 18(3), 387-411.

Aslam, S., & Ali, M. S. (2017). Effect of self-efficacy on students’ achievement in science: A case of secondary school students in Pakistan. European Journal of Education Studies, 3(11), 220-235.

Avargil, S., Lavi, R., & Dori, Y. J. (2018). Students’ metacognition and metacognitive strategies in science education. In Y. J. Dori, Z. R. Mevarech, & D. R. Baker (Eds.), Cognition, Metacognition, and Culture in STEM Education. Innovations in Science Education and Technology, vol 24. (pp. 33-64). Springer, Cham. https://doi.org/10.1007/978-3-319-66659-4_3

Azevedo, R., Witherspoon, A., Chauncey, A., Burkett, C., & Fike, A. (2009, Nov. 5-7). Metatutor: A metacognitive tool for enhancing self-regulated learning. [Paper presentation]. AAAI Fall Symposium, 2009. Arlington, VA, USA.

Benevento, N. (2004). A self-regulated learning approach for children with learning behaviour disorders. Illinois, USA: Charles C Thomas Publisher.

Berger, J. L., & Karabenick, S. A. (2010). Motivation and students’ use of learning strategies: Evidence of unidirectional influences in mathematics classrooms. Learning & Instruction, 21(3), 416-428.

Boekaerts, M. (1992). The adaptable learning process: Initiating and maintaining behavioural change. Applied Psychology, 41(4), 377-397.

Boekaerts, M. (1999). Self-regulated learning: Where we are today. International Journal of Educational Research, 31(6), 445-457. https://doi.org/10.1016/S0883-0355(99)00014-2

Borenstein, M., Hedges, L., Higgins, J., & Rothstein, H. (2007). Comprehensive meta-analysis version 2.0. Englewood, NJ: Biostat.

Borkowski, J. G. (1996). Metacognition: Theory or chapter heading? Learning and Individual Differences, 8(4), 391-402.

Brown, G. T., & Harris, L. R. (2014). The future of self-assessment in classroom practice: Reframing self-assessment as a core competency. Frontline Learning Research, 2(1), 22-30.

Callan, G. L., Marchant, G. J., Finch, W. H., & German, R. L. (2016). Metacognition, strategies, achievement, and demographics: Relationships across countries. Educational Sciences: Theory & Practice, 16(5), 1485-1502.

Cebesoy, Ü. B. (2009). Fen eğitiminde anlamlandırma ve örgütleme stratejileri kullanımının öğrencilerin akademik başarı, tutum ve kavram öğrenmelerine etkisi [The Effect of Using Meaning and Organization Strategies in Science Education on Students' Academic Achievement, Attitude and Concept Learning] [Unpublished master’s thesis]. Marmara University, Institute of Educational Sciences, İstanbul.

Cetin, B. (2017). The influence of Pintrich’s self-regulated learning model on elementary teacher candidates in a life science course. Journal of Education and Training Studies, 5(8), 30-36.

Chang, M. (2007). Enhancing web-based language learning through self-monitoring. Journal of Computer Assisted Learning, 23(3), 187-196.

Chiu, C. W. T. (1998, April 13-17). Synthesizing metacognitive interventions: What training characteristics can improve reading performance? [Paper presentation]. The Annual Meeting of The American Educational Research Association, San Diego, CA, USA. https://files.eric.ed.gov/fulltext/ED420844.pdf

Cohen, J. (1988). Statistical power analysis. Current Directions in Psychological Science, 1(3), 98-101.

Cook, E., Kennedy, E., & McGuire, S. Y. (2013). Effect of teaching metacognitive learning strategies on performance in general chemistry courses. Journal of Chemical Education, 90(8), 961-967.

De Boer, H., Donker-Bergstra, A. S., Kostons, D. D. N. M., Korpershoek, H., & Van der Werf, M. P. (2013). Effective strategies for self-regulated learning: A meta-analysis. Groningen, NL: GION/RUG.

DeCoster, J. (2004). Meta-analysis notes. Retrieved September 27, 2019 from http:// www.state-help.com/notes.html.

Dettori, G. (2010). Fostering self-regulation learning through ICT. Hershey, NY: IGI Global.

DiBenedetto, M. K., & Bembenutty, H. (2013). Within the pipeline: Self-regulated learning, self-efficacy, and socialization among college students in science courses. Learning and Individual Differences, 23(1), 218-224. https://doi.org/10.1016/j.lindif.2012.09.015

Dignath, C., Buettner, G., & Langfeldt, H. (2008). How can primary school students learn self-regulated learning strategies most effectively? A meta-analysis on self-regulation training programmes. Educational Research Review, 3(2), 101-129.

Dike, J. W. (2017). Thinking aloud and self-assessment metacognitive strategies and chemistry students’ achievement in organic compounds nomenclature. Worokwu International Journal of Multidisciplinary Research and Development Online, 4(8), 2349-4182.

Dike, J. W., Mumuni, A. A. O., & Worokwu, C. (2017). Metacognitive teaching strategies on secondary school students’ academic performance. International Journal of Computational Engineering Research, 7(01), 14-20.

Dinsmore, D., Alexander, P., & Loughlin, S. (2008). Focusing the conceptual lens on metacognition, self-regulation, and self-regulated learning. Educational Psychology Review, 20, 391-409.

Edomwonyi, L., & Avaa, A. (2011). The challenge of effective teaching of chemistry: A case study. Leonardo Electronic Journal of Practices and Technologies, 10(18), 1-8.

Esen, U. K. (2013). Predicting critical thinking skills of university students through metacognitive self-regulation skills and chemistry self-efficacy. Educational Sciences: Theory and Practice, 13(1), 666-670.

Farah, M. H. (2017). Self-regulated learning strategies [Doctoral dissertation, Al-Qadisiya University]. Al-Qadisya University Repository. http://qu.edu.iq/repository/wp-content/uploads/2017/05/engs-41.pdf

Fenghua, L., & Chen, H. (2010). A study of metacognitive-strategies-based writing instruction for vocational college students. English Language Teaching, 3(3), 136- 144.

Flavell, J. H. (1979). Metacognition and cognitive monitoring: A new area of cognitive developmental inquiry. American Psychologist, 34(10), 906-911.

Fouche, J., & Mark, A. (2011). Do metacognitive strategies improve student achievement in secondary science classrooms? Christian Perspectives in Education, 4(2), Article 4.

Fries, S., Schmid, S., Dietz, F., & Hofer, M. (2005). Conflicting values and their impact on learning. European Journal of Psychology of Education, 20, 259-274.

Gengle, H., Abel, M., & Mohammed, B. (2016). Effective teaching and learning strategies in science and mathematics to improve students’ academic performance in Nigeria. Journal of Education, Society and Behavioral Science, 19(1), 1-7. https://doi.org/10.9734/BJESBS/2017/26509

Glass, G. V. (1976). Primary, secondary, & meta-analysis of research. Educational Researcher, 5, 3-8.

Glass, G. V. (1977). Integrating findings: The meta-analysis of research. Review of Research in Education, 5(1977), 351-379.

Greene, J., Moos, D., & Azevedo, R. (2011). Self-regulation of learning with computer-based learning environments. New Directions for Teaching and Learning, 2011(126), 107–115. https://doi. org/10.1002/tl, 449

Haller, E. P., Child, D. A., & Walberg, H. J. (1988). Can comprehension be taught? A quantitative synthesis of metacognitive studies. Educational Researcher, 17(9), 5-8.

Hao, Q., Barnes, B., Wright, E., & Branch, R. M. (2017). The influence of achievement goals on online help seeking of computer science students. British Journal of Educational Technology, 48(6), 1273-1283.

Horowitz, G., Rabin, L. A., & Brodale, D. L. (2013). Improving student performance in organic chemistry: Help seeking behaviors and prior chemistry aptitude. Journal of the Scholarship of Teaching and Learning, 13(3), 120-133.

Hattie, J. (1996). Effects of learning skills interventions on student learning: A meta-analysis. Review of Educational Research, 66(2), 99-136.

Hattie, J. (2009). The contributions from teaching approaches-part 1. In J. Hattie (Ed.), Visible learning: A Synthesis of Over 800 Meta-Analyses Relating to Achievement (pp. 161-199). Routledge.

Hattie, J., Rogers, H. J., & Swaminathan, H. (2014). The role of meta-analysis in educational research. In Reid A., Hart E., & Peters M. (Eds.), A Companion to Research in Education (pp. 197-207). Dordrecht: Springer. https://doi.org/10.1007/978-94-007-6809-3_26

Hacieminoglu, E. (2016). Elementary school students’ attitude toward science and related variables. International Journal of Environmental and Science Education, 11(2), 35-52.

Hedges, L. V., & Olkin, I. (1985). Statistical methods for meta-analysis. San Diego, CA: Academic Press.

Higgerson, H. (2005). Evaluation of violence prevention programs for adolescents: A meta-analysis [Unpublished doctoral dissertation]. The University of Alabama, Birmingham.

Hunter, J. E., & Schmidt, F. L. (2004). Methods of meta-analysis: Correcting error and bias in research findings. Sage.

Ibe, H. N. (2009). Metacognitive strategies on classroom participation and student achievement in senior secondary school science classrooms. Science Education International, 20(1/2), 25-31.

Ismail, M. E., Samsudin, M. A., Amin, N. F. M., Kamarudin, N., Daud, K. A. M., & Halim, L. (2018). Contributing factors to science achievement in TIMSS Malaysia: Direct model and indirect model. International Journal of Engineering & Technology, 7(4.30), 423-428.

Jayapraba, G. (2013). Metacognitive instruction and co-operative learning-strategies for promoting insightful learning in science. International Journal on New Trends in Education and Their Implications, 4(1), 165-172.

Jayawardena, K., Van Kraayenoord, C. E., & Carroll, A. (2017). Promoting self-regulated learning in science: A case study of a Sri Lankan secondary school science teacher. International Journal of Information and Education Technology, 7(3), 195-198.

Jerstice, M. (2017). Can exposure to self-regulatory strategies help boys to improve attainment in Dual Award Science at GCSE level? [Unpublished doctoral dissertation]. University of Oxford.

Johnson, B., & Christensen, L. (2008). Educational research: Quantitative, qualitative, and mixed approaches. Thousand Oaks, CA: Sage.

Joo, Y. J., Bong, M., & Choi, H. J. (2000). Self-efficacy for self-regulated learning, academic self-efficacy, and internet self-efficacy in web-based instruction. Educational Technology Research and Development, 48(2), 5-17.

Kaberman, Z., & Dori, Y. J. (2009). Metacognition in chemical education: Question posing in the case-based computerized learning environment. Instructional Science, 37(5), 403-436.

Kaya, S., & Kablan, Z. (2013). Assessing the relationship between learning strategies and science achievement at the primary school level. Journal of Baltic Science Education, 12(4), 525-534.

Kihwele, J. (2014). Students’ perception of science subjects and their attitude in Tanzanian secondary schools. World Journal of Educational Research, 1(1), 1–8.

Klauer, K. J., & Phye, G. D. (2008). Inductive reasoning: A training approach. Review of Educational Research, 78(1), 85-123.

Lan, W. (2005). Self-monitoring and its relationship with educational level and task importance. Educational Psychology, 25(1), 109-127.

Lau, K. L., & Ho, E. S. C. (2016). Reading performance and self-regulated learning of Hong Kong students: What we learnt from PISA 2009. The Asia-Pacific Education Researcher, 25(1), 159-171.

Laureano, R. A., Espinosa, A. A., & Avilla, R. A. (2015). Effects of “Grade 9 science learner’s material” on students’ self-regulation and achievement in Chemistry. Electronic Journal of Science Education, 19(8), 28-58.

Lawanto, O., & Santoso, H. (2013). Self-regulated learning strategies of engineering college students while learning electric circuit concepts with enhanced guided notes. International Education Studies, 6(3), 88-104.

Leon, J., Nunez, J. L., & Liew, J. (2015). Self-determination and STEM education: Effects of autonomy, motivation, and self-regulated learning on high school math achievement. Learning and Individual Differences, 43, 156-163.

Levinson, S. (1981). The essential inadequacies of speech act models of dialogue. In Parret, H., Sbisa, M., & Vershueren, J. (Eds.), Possibilities and Limitations of Pragmatics (pp. 473–492). Amsterdam: Benjamins.

Lipsey, M. W., & Wilson, D. B. (2001). Practical meta-analysis. SAGE Publications, Inc.

Lopez, E. J., Nandagopal, K., Shavelson, R. J., Szu, E., & Penn, J. (2013). Self-regulated learning study strategies and academic performance in undergraduate organic chemistry: An investigation examining ethnically diverse students. Journal of Research in Science Teaching, 50(6), 660–676.

Martínez-Bernal, J., Sanabria Rodríguez, L. B., & López-Vargas, O. (2016). Relationships between learning achievement, self-monitoring, cognitive style, and learning style in medical students. Praxis & Saber, 7(14), 141-164.

Mayer, R. E. (2008). Learning and instruction (2nd ed.). Upper Saddle River, NJ: Pearson.

Mazorodze, R. (2012). The use of cognitive and metacognitive strategies in problem-solving in GCSE physics in a London comprehensive school. Retrieved from http://www.academia.edu/download/42558605/Metacogntive_Strategies_in_Physics_problem_solving.pdf.

Medina-Martínez, M., & Pagán-Maldonado, N. (2016). Teaching cognitive and metacognitive SRL strategies in the science class: An experimental design to determine effect on academic achievement. International Journal, 2(2), 77-105.

Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. Annals of Internal Medicine, 151(4), 264-269.

Nbina, J. B., & Viko, B. (2010). Effect of instruction in metacognitive self-assessment strategy on chemistry students’ self-efficacy and achievement. Academia Arena, 2(1), 1-10.

Nilson, L. B. (2013). Creating self-regulated learners: Strategies to strengthen student’s self-awareness and learning skills. Virginia: Stylus Publishing.

Nodoushan, M. A. S. (2012). Self-regulated learning (SRL): Emergence of the RSRLM model. International Journal of Language Studies, 6(3), 1-16.

Nongtodu, S., & Bhutia, Y. (2017). Metacognition and its relation with academic achievement among college going students of Meghalaya. International Journal of Education and Psychological Research, 6(2), 54-60.

OECD (2012). Assessment and analytical framework: Mathematics, reading, science, problem solving and financial literacy. Programme for International Student Assessment, Organisation for Economic Co-operation and Development, 2013.

Olakanmi, E. E., & Gumbo, M. T. (2017). The effects of self-regulated learning training on students’ metacognition and achievement in chemistry. International Journal of Innovation in Science and Mathematics Education, 25(2), 34-48.

Panadero, E. (2017). A review of self-regulated learning: Six models and four directions for research. Frontiers in Psychology, 8, 422.

Pedaste, M., Leijen, A., Saks, K., De Jong, T., & Gillet, D. (2017). How to link pedagogy, technology and STEM learning? In Hayashi, Y., et al. (Eds.) (2017), Workshop Proceedings of the 25th International Conference on Computers in Education (579-586). New Zealand: Asia-Pacific Society for Computers in Education.

Peters, E. E., & Kitsantas, A. (2010). Self-regulation of student epistemic thinking in science: The role of metacognitive prompts. Educational Psychology, 30, 27-52.

Pintrich, P. R. (2000). Multiple goals, multiple pathways: The role of goal orientation in learning and achievement. Journal of Educational Psychology, 92(3), 544.

Pintrich, P. R., Smith, D. A., García, T., & McKeachie, W. J. (1991). A manual for the use of the motivational strategies for learning questionnaire (MSLQ). Ann Arbor, MI: University of Michigan, National Center for Research to Improve Postsecondary Teaching and Learning.

PISA (2018). Insights and interpretations. Programme for International Student Assessment, Organisation for Economic Co-operation and Development, 2019.

Powers, M. N. (2016). Self-regulated design learning: A foundation and framework for teaching and learning design. London and New York: Routledge Group.

Rahman, S., Yasin, R. M., Jusoff, K., Ariffin, S. R., Hayati, N., & Yusof, S. (2011). The promotion of metacognitive development in the classroom. World Applied Sciences Journal, 13(1), 95-99.

Rajabi, S. (2012). Towards self-regulated learning in school curriculum. Procedia-Social and Behavioral Sciences, 47, 344-350.

Rovers, S. F., Stalmeijer, R. E., Van Merriënboer, J. J., Savelberg, H. H., & De Bruin, A. B. (2018). How and why do students use learning strategies? A mixed methods study on learning strategies and desirable difficulties with effective strategy users. Frontiers in Psychology, 9, 2501.

Sadi, O. (2017). Relational analysis of high school students’ cognitive self-regulated learning strategies and conceptions of learning biology. Eurasia Journal of Mathematics Science and Technology Education, 13(6), 1701-1722.

Sansone, C., Thoman, D., & Fraughton, T. (2015). The relation between interest and self-regulation in mathematics and science. In K.A. Renninger, M. Neiswandt, & S. Hidi (Eds.), Interest in Mathematics and Science Learning (pp. 111-131). Washington, DC: American Educational Research Association.

Schraw, G., Crippen, K. J., & Hartley, K. (2006). Promoting self-regulation in science education: Metacognition as part of a broader perspective on learning. Research in Science Education, 36(1-2), 111-139.

Shahali, M., Hafizan, E., Halim, L., Rasul, S., Osman, K., Ikhsan, Z., & Rahim, F. (2015). Bitara-STEM training of trainers’ programme: Impact on trainers’ knowledge, beliefs, attitudes and efficacy towards integrated stem teaching. Journal of Baltic Science Education, 14(1), 85-95.

Shahali, E. H. M., Halim, L., Rasul, M. S., Osman, K., & Zulkifeli, M. A. (2016). STEM learning through engineering design: Impact on middle secondary students’ interest towards STEM. EURASIA Journal of Mathematics, Science and Technology Education, 13(5), 1189-1211.

Shahali, E. H. M., Halim, L., Rasul, M. S., Osman, K., & Mohamad Arsad, N. (2019). Students’ interest towards STEM: A longitudinal study. Research in Science & Technological Education, 37(1), 71-89.

Schunk, D. H. (2008). Metacognition, self-regulation, and self-regulated learning: Research recommendations. Educational Psychology Review, 20(4), 463-467.

Sebesta, A. J., & Speth, B. E. (2017). How should I study for the exam? Self-regulated learning strategies and achievement in introductory biology. CBE - Life Sciences Education, 16(2).

Selcuk, G. S. (2010). The effects of problem-based learning on pre-service teachers’ achievement, approaches and attitudes towards learning physics. International Journal of the Physical Sciences, 5(6), 711-723.

Shuy, T., & Staff, T. E. A. L. (2010). TEAL Center fact sheet No. 3: Self-regulated learning. The Teaching Excellence in Adult Literacy (TEAL) Center, US Department of Education.

Tas, Y., Subaşı, M., & Yerdelen, S. (2019). The role of motivation between perceived teacher support and student engagement in science class. Educational Studies, 45(5), 582-592.

Udofia, M.T., & Uduak, P. E. (2019). Meta-cognitive strategy and secondary school students’ achievement and retention in Chemistry. Chemistry and Materials Research, 11(3), 22-25.

Veloo, A., Hong, L. H., & Lee, S. C. (2015). Gender and ethnicity differences manifested in chemistry achievement and self-regulated learning. International Education Studies, 8(8), 1-12.

Winne, P. H. (1996). A metacognitive view of individual differences in self-regulated learning. Learning and Individual Differences, 8(4), 327-353.

Winne, P. H., & Hadwin, A. F. (1998). Studying as self-regulated engagement in learning. In D.J. Hacker, J. Dunlosky, & A.C. Graesser (Eds.), Metacognition in Educational Theory and Practice (1st ed., pp. 277-304). Routledge. https://doi.org/10.4324/9781410602350

Yumusak, N. (2006). Predicting academic achievement with cognitive and motivational variables. Ankara: Middle East Technical University.

Zimmerman, B., & Schunk, D. (2001). Self-regulated learning and academic achievement: Theoretical perspectives. Mahwah, NJ: Lawrence Erlbaum Associates.

Zimmerman, B. J. (1990). Self-regulated learning and academic achievement: An overview. Educational Psychologist, 25(1), 3-17.

Zimmerman, B. J. (1998). Academic studying and the development of personal skill: A self-regulatory perspective. Educational Psychologist, 33(2-3), 73-86.

Zimmerman, B. J. (2000). Attaining self-regulation: A social-cognitive perspective. In M. Bokaerts, P. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation: The theory, research, and application (pp. 13-39). San Diego, CA: Academic Press.

Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory into Practice, 41(2), 64-70.

Zimmerman, B. J., & Risemberg, R. (1997). Becoming a self-regulated writer: A social cognitive perspective. Contemporary Educational Psychology, 22, 73-101.

Zheng, J., Xing, W., Zhu, G., Chen, G., Zhao, H., & Xie, C. (2020). Profiling self-regulation behaviors in STEM learning of engineering design. Computers & Education, 143, 103669.

Zohar, A., & Dori, Y. J. (2011). Metacognition in science education: Trends in current research (Vol. 40). Springer Science & Business Media.