A Meta-analysis for the Effectiveness of Metacognitive Strategies Use in Achieving some Biological Sciences Learning Outcomes among Public School Students

Document Type : Original Article

Authors

قسم المناهج وطرق التدريس، کلية التربية، جامعة الأزهر

Abstract

This study aimed to reach a general conclusion about the effectiveness of metacognitive strategies use in achieving some biological sciences learning outcomes among public school students utilizing the meta-analysis approach. The study population included 323 primary research and studies that were undertaken between 2000-2020. These studies were analysed based on a list of inclusion and exclusion criteria, as well as a list of quality standards. Based on these criteria and standards, 35 studies were selected to be analysed and reassuring their validity and reliability. They included 51 effect sizes, nine of them were excluded being extremes, and 42 of them were the final effect sizes to be included in the study. According to the results of data analysis, the meta-analysis sample revealed that the results of these studies are heterogeneous. To get deep analysis, the mean effect size was calculated according to the random effects model, and it was found that it is equal to (1.094, 1.186, 1.232, 1.133) for (conceptual achievement, thinking skills, attitudes towards the subject, and learning outcomes as a whole), respectively.  The results also revealed that the distribution of effect sizes for sample studies is not completely symmetrical around the mean effect size, which confirms the publication bias. To correct this bias, deletion and addition were used. This method showed that by adding the missing studies (9), the value of the mean effect size changed to (0.85), which indicates a significant effectiveness of metacognitive strategies on biological science learning outcomes. On the other hand, the results of subgroup analysis showed that the impact of metacognitive strategies on biological science learning outcomes does not change according to the field of study, the study stage of the participants, and the type of metacognitive strategy.
 

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Abdlsabour, M. M.  (2000). The effect of using metacognitive strategies on the achievement of science and the development of the skills of integrative science processes and innovative thinking among the third-year preparatory students. The Egyptian Journal of Scientific Education, 3(4), 1-40.
Abdulhameed, M. G. (1987). Meta-analysis method for the results of previous research and studies. Yearbook of the Faculty of Education, Qatar University, 5(5), 317-357.
Abdullah, A. S. M.  (2017). Indicators of meta-analysis of the results of some studies related to the use of active learning in science teaching in Egypt between 2000 and 2015. Journal of Arabic Studies in Education and Psychology, (86), 60-149.
Abdulwahab, F. M.  (2005). The effectiveness of using some meta-cognitive strategies in the achievement of physics and the development of reflective thinking and the attitudes towards their use among second-year Al-Azhar secondary school students. The Egyptian Journal of Scientific Education, 8(4), 159 - 212.
Abu Hatab, F. and Sadek, A.  (1991). Research and statistical analysis methods in psychological, educational and social sciences. Anglo-Egyptian Library.
*Abu Jahgouh, Y. M. (2016). The interaction between thinking maps and the control center to develop achievement, reflective thinking, and attitudes in science among six graders in Palestine. Journal of Jazan University, Humanities Branch, (20), 543-569.
 
 
 
 
Ahmad, A. M.  (2008) A training program using metacognitive strategies to develop creative teaching skills for science teachers and its impact on developing divergent thinking among their students in basic education [paper presentation]. Twelfth Scientific Conference - Scientific Education and Social Reality: A two-way influence. Egyptian Association for Scientific Education, Guest House, Ain Shams University, Cairo, Egypt, 229-272.
Ahmad, E. A., Alattar, M. A., and Ivrahim, A. M.  (2018). The effect of using metacognitive strategies in developing critical thinking skills in science for preparatory stage students. Journal of Education, Faculty of Education, Banha University, 116, 65-100.
Alaarfag, M. M.  (2015). The affective aspects in the science teaching process: A meta-analysis.  Specialized International Educational Journal in Jordan, 4 (12), 15-23.
Al-Asar, S. Y.  (1998). Education for thinking. Dar Qubaa for printing, publishing and distribution.
Alatoum, A. Y.  (2004). Cognitive psychology between theory and practice. Dar Al Masirah for Publishing and Distribution.
*Albahrya, N. S. (2015). The effect of reciprocal teaching strategies on developing critical thinking and academic achievement for eleventh grade female students in biology [MA thesis, Sultan Qaboos University]. Dar Almandhoma  database.
Ali, M. E.  (2002). Scientific education and science teaching. Dar Elfekr Elaraby.
*Ali, R. M.  (2013). The effect of using the cooperative concept maps strategy on acquiring scientific concepts for fourth-grade students in science and health education [MA thesis, Tishreen University]. Dar Shamaa database.
*Al-Jawalda, F. E., Al-Qamsh, M. N., Al-Tal, .S. M. (2013). The effectiveness of a training program based on brainstorming in developing critical thinking among seventh grade students. Al-Quds Open University Journal for Human and Social Research, (31), 11-50.
*Alkhawalda, S. A. (2007). The effectiveness of the modified learning cycle and concept map strategies in the achievement of first year secondary science students in biology and their acquisition of science processes skills. Umm Al-Qura University Journal of Educational, Social and Human Sciences, 19 (1), 328-392.
 
 
Alsayed, M. H. A., Hamed, N. and Amer, A. E. (2021). The effect of a program based on metacognition strategies on the academic achievement of preparatory stage students. Reading and Knowledge Journal, Faculty of Education, Ain Shams University, (231), 319-339.
*Alshalaby, E. A.  (2010). The effect of using the conceptual map strategy on ninth grade students' achievement of scientific concepts in biology, their achievement motivation and their ability to think creatively. Journal of Educational Sciences, 11(2), 117-150.
Bahloul, I.  (2004). Recent trends in metacognitive strategies in teaching reading. Journal of Reading and Knowledge, Faculty of Education, Ain Shams University, (30), 148_280.
Belbeisi, E. A. S., Afifi, Y. A., Al-Mouji, A. M. S. and Ahmed, O. M. A. (2018). The effectiveness of a proposed program based on metacognitive strategies in developing achievement and problem-solving skills among eighth graders in Gaza. Arab Research Journal in Specific Education, Minia University, (12), 13-70.
Derzoua, A. N.  (2004). Fundamentals of educational psychology, cognitive strategies and their activities as a basis for instructional design. Dar Alshorouq for Publishing and Distribution.
Drandry, E. Z. (2010). Learning Outcomes Assessment:  Towards a modern conceptual framework in light of contemporary trends in assessment and education quality. King Fahd National Library for Scientific Publishing.
El-Sherbiny, F. and El-Tanawy, E. (2005). Metacognitive strategies between theory and practice. Modern Library for Publishing and Distribution.
Gaber, A. G.  (1999). Teaching and learning strategies. Dar Elfekr Elaraby.
Garwan, F. A.  (2007). Teaching Thinking: Concepts and Applications (3rd ed.). Dar Al Fikr Publishers and Distributors.
Ghoneim, D. A.  (2014) Meta-analysis of science education outcomes using digital technologies. A paper presentation. Sixteenth Scientific Conference - Scientific Education: Guidelines for Excellence, Egyptian Association for Scientific Education, Guest House, Ain Shams University, Cairo, Egypt, 131-168.
Hasab Alnabi, Y. M.  (2014). A meta-analysis of the results of studies using metacognitive strategies in mathematics teaching and learning [unpublished MA thesis]. Faculty of Education, Alexandria University
Hasan, A. A.  (2021). Consistency of Coding Results [pdf document] Unpublished lecture. Faculty of Education, Al-Azhar University
Husseing, A. R.  (2019). The effect of using some metacognitive strategies on science achievement and the development of innovative thinking among first-grade intermediate students. The Journal of Graduate Studies, Al-Neelain University, 14(53), 200-220.
Ibrahim, S. H. and Shalabi, N. M.  (2003). Meta-Analysis of some scientific education research and studies during the last quarter of the 20th century in Egypt. Journal of Educational Research, National Center for Educational Research and Development.2(1)، 202 - 283.
Kamel, Y. A.  (2018). Meta-analysis of the impact of formative assessment strategies on science learning outcomes [Unpublished MA Thesis]. Faculty of Education, Tanta University
*Madany, M. A. M.  (2015). The effectiveness of the concept maps strategy in teaching scientific concepts in biology to third-year secondary school students:  Al-Qabas Schools in Omdurman Locality [ MA Thesis, Omdurman Islamic University]. Dar Almandhoma  database.
Mahdy, R. A. (2019). The efficiency of metacognitive strategies in the light of the meta-analysis of the results of studies published in some Arab periodicals during the period from 2000 to 2017. Journal of the Faculty of Education, Assiut University, 35(2), 1-33.
Qatamy, Y.  (1990). Children's thinking: its development and learning methods. AlAhlyia for Publishing and Distribution.
Qourani, Z. M.  (2004). The effectiveness of using metacognitive strategies in developing reading comprehension skills and overcoming difficulties in learning physical concepts among first year secondary school students. Journal of the Faculty of Education, Kafr El-Sheikh University, (56), 274-301.
Sherief, N. M. (1993). Meta-analysis as a method for following up the results of psychological and educational research and studies. The Egyptian Journal of Educational Evaluation, 1(2), 153-188.
Zaitoun, A. H.  (2003). Teaching thinking: an applied vision in the development of thinking minds. Alam Elkotob.
Zekri, L. B.  (1997). Meta-analysis method to statistically integrate the results of previous research and studies. The Egyptian Journal of Educational Evaluation, 1(5), 5-44.
ثالثاً: المراجع الأجنبية
Appelbaum, M., Cooper, H., Kline, R. B., Mayo-Wilson, E., Nezu, A. M., & Rao, S. M. (2018). Journal article reporting standards for quantitative research in psychology: The APA Publications and Communications Board task force report. American Psychologist73(1), 3-25.
Banda, D. R., & Therrien, W. J. (2008). A teacher's guide to meta-analysis. Teaching Exceptional Children41(2), 66-71.‏
Bayraktar, S. (2001). A meta-analysis of the effectiveness of computer-assisted instruction in science education. Journal of research on technology in education34(2), 173-188.‏
Becker, K., & Park, K. (2011). Effects of integrative approaches among science, technology, engineering, and mathematics (STEM) subjects on students' learning: A preliminary meta-analysis. Journal of STEM Education: Innovations & Research12(5), 23-37.‏
Borenstein, M., Hedges, L., Higgins, J. & Rothstein, H. (2009). Introduction to meta-analysis .Wiley.
Borenstein, M., Hedges, L., Higgins, J., & Rothstein, H. (2005).     Comprehensive meta-analysis (Trial Version) [Computer software]. Biostat. https://www.meta-analysis.com
Broyon, A. M. (2004). Metacognition and spatial development: effects of modern and sanskrit schooling (Unpublishing Master’s Thesis). University of Geneva, Switzerland.‏
Carson, K. P., Schriesheim, C. A., & Kinicki, A. J. (1990). The usefulness of the" fail-safe" statistic in meta-analysis. Educational and psychological measurement50(2), 233-243.‏
De Boer, H., Donker, A. S., Kostons, D. D., & van der Werf, G. P. (2018). Long-term effects of metacognitive strategy instruction on student academic performance: A meta-analysis. Educational Research Review24, 98-115.‏
DeCoster, J. (2009). Meta-Analysis Notes, http://www.stat-help.com/notes.html.
Eller, K. T. H. B. F., & Henson, K. T. (2005). Educational Psychology for Effective Teaching. Foreign Language Teaching and Research Press.‏
Ellis, A. K., Denton, D. W., & Bond, J. B. (2014). An analysis of research on metacognitive teaching strategies. Procedia-Social and Behavioral Sciences116, 4015-4024.‏
Ellis, P. D. (2010). The essential guide to effect sizes: Statistical power, meta-analysis, and the interpretation of research results. Cambridge university press.‏
Flavell, J. H. (1979). Metacognition and cognitive monitoring: A new area of cognitive–developmental inquiry. American psychologist34(10), 906.‏
Fleur, D. S., Bredeweg, B., & van den Bos, W. (2021). Metacognition: ideas and insights from neuro-and educational sciences. npj Science of Learning6(1), 1-11.‏
Furtak, E. M., Seidel, T., Iverson, H., & Briggs, D. C. (2012). Experimental and quasi-experimental studies of inquiry-based science teaching: A meta-analysis. Review of educational research82(3), 300-329.‏
Glass, G. V. (1976). Primary, secondary, and meta-analysis of research. Educational researcher5(10), 3-8.‏
Glass, G. V. (1982). Meta-analysis: An Approach to the Synthesis of Research Results. Journal of research in science teaching19(2), 93-112.‏
Gökmen, A. (2021). The effect of gender on environmental attitude: A meta-analysis study. Journal of Pedagogical Research5(1), 243-257.‏
Green, B. F., & Hall, J. A. (1984). Quantitative methods for literature reviews. Annual review of psychology35(1), 37-54.‏
Gunstone, R. F. (2013). The importance of specific science content in the enhancement of metacognition. In The content of science: A constructivist approach to its teaching and learning (pp. 143-158). Routledge.‏
Guzzo, R. A., Jackson, S. E., & Katzell, R. A. (1987). Meta-analysis analysis. Research in organizational behavior9(1), 407-442.‏
Hacker, D. J., Dunlosky, J., & Graesser, A. C. (Eds.). (1998). Metacognition in educational theory and practice. Routledge.‏
Hamer, M.,R., & Simpson, M.,P. (2010). Tools for meta-analysis. Statistics and Data Analysis, SAS Institute INC. USA. http://www2.sas.com/proceedings/sugi27/p250-27.pdf
Hayes, A. F., & Krippendorff, K. (2007). Answering the call for a standard reliability measure for coding data. Communication methods and measures1(1), 77-89.‏
Hedges, L. V., & Olkin, I. (2014). Statistical methods for meta-analysis. Academic press.‏
Hu, R., Gao, H., Ye, Y., Ni, Z., Jiang, N., & Jiang, X. (2018). Effectiveness of flipped classrooms in Chinese baccalaureate nursing education: A meta-analysis of randomized controlled trials. International journal of nursing studies79, 94-103.‏
Ilic, I. (2009). Meta-analysis. Acta Med Med48, 28-31.‏
Lan, Y. C., Lo, Y. L., & Hsu, Y. S. (2014). The effects of meta-cognitive instruction on students' reading comprehension in computerized reading contexts: A quantitative meta-analysis. Journal of Educational Technology & Society, 17(4), 186-202.‏
Marzano, R. J., Pickering, D., & Pollock, J. E. (2001). Classroom instruction that works: Research-based strategies for increasing student achievement. Ascd.‏
Muncer, G., Higham, P., Gosling, C., Cortese, S., Wood-Downie, H., & Hadwin, J. A. (2021). A Meta-Analysis Investigating the Association Between Metacognition and Math Performance in Adolescence. Educational Psychology Review, 1-84.‏
Ohtani, K., & Hisasaka, T. (2018). Beyond intelligence: a meta-analytic review of the relationship among metacognition, intelligence, and academic performance. Metacognition and Learning13(2), 179-212.‏
Öztop, F., & Nayci, Ö. (2021). Does the Digital Generation Comprehend Better from the Screen or from the Paper?: A Meta-Analysis. International Online Journal of Education and Teaching8(2), 1206-1224.‏
Rickey, D., & Stacy, A. M. (2000). The role of metacognition in learning chemistry. Journal of Chemical Education77(7), 915.‏
Schroeder, C. M., Scott, T. P., Tolson, H., Huang, T. Y., & Lee, Y. H. (2007). A meta‐analysis of national research: Effects of teaching strategies on student achievement in science in the United States. Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching44(10), 1436-1460.‏
Shi, L., & Lin, L. (2019). The trim-and-fill method for publication bias: practical guidelines and recommendations based on a large database of meta-analyses. Medicine98(23). https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6571372/.
‏Sungur, S., & Senler, B. (2009). An analysis of Turkish high school students' metacognition and motivation. Educational Research and Evaluation15(1), 45-62.
Suurmond, R., Rhee, H., & Hack, T. (2017). Introduction, comparison, and validation om Meta Essentials: A free tool for meta- analysis. Research Synthesis methods, 8 (4), 537- 553. https://doi.org/ 10.1002/jrsm.1260
Talan, T. (2020). The Effect of Mobile Learning on Learning Performance: A Meta-Analysis Study. Educational Sciences: Theory and Practice20(1), 79-103.‏
Talan, T. (2021). The Effect of Simulation Technique on Academic Achievement: A Meta-Analysis Study. International Journal of Technology in Education and Science5(1), 17-36.‏
Thamraksa, C. (2005). Metacognition: A key to success for EFL learners. BU Academic Review4(1), 95-99.‏
Turhan, N. S. (2020). Gender differences in academic motivation: A meta-analysis. International Journal of Psychology and Educational Studies7(2), 211-224.‏
Warian, C. (2003). Metacognition, Metacognitive Skills and Strategies in young Readers (Unpublishing Master’s Thesis).‏ Kean University.
Wilson, M., & Scalise, K. (2006). Assessment to improve learning in higher education: The BEAR Assessment System. Higher education52(4), 635-663.
Yücelyiğit, S., & Toker, Z. (2021). A meta-analysis on STEM studies in early childhood education. Turkish Journal of Education10(1), 23-36.‏
Zohar, A., & Barzilai, S. (2013). A review of research on metacognition in science education: Current and future directions. Studies in Science education49(2), 121-169.