Modeling mathematics achievement using hierarchical linear models

Yıl: 2020 Cilt: 19 Sayı: 2 Sayfa Aralığı: 944 - 957 Metin Dili: İngilizce DOI: 10.17051/ilkonline.2020.695837 İndeks Tarihi: 11-04-2020

Modeling mathematics achievement using hierarchical linear models

Öz:
The purpose of this study was to investigate the effects of student-level and school-levelvariables on mathematics achievement in four countries including Finland, South Korea, Taiwan, andTurkey. Based on eighth grade students’ responses to a student questionnaire and a mathematics test,and school principals’ responses to a school questionnaire, the Trends in International Mathematics andScience Study (TIMSS) 2011 dataset was analyzed using Hierarchical Linear Models. The results revealedthat students’ having educational resources at home, their self-confidence in mathematics, and schools’emphasis on academic standards were the common variables that influenced mathematics achievementin all four countries. On the other hand, no significant effects of education levels of parents (excepteducation levels of mothers in Turkey), fights or physical injuries to other students, and lack of resourcesfor mathematics instruction on students’ mathematics achievement were found in these countries.Implications of the results are discussed.
Anahtar Kelime:

Konular: Eğitim, Eğitim Araştırmaları
Belge Türü: Makale Makale Türü: Araştırma Makalesi Erişim Türü: Erişime Açık
  • Aksu, G., Guzeller, C. O., & Eser, M. T. (2017). Analysis of maths literacy performances of students with hierarchical linear modeling: The case of PISA 2012 Turkey. Education and Science, 42(191), 247–266.
  • Akyuz, G. (2014). The effects of student and school factors on mathematics achievement in TIMSS 2011. Education and Science, 39(172), 15–162.
  • Akyuz, G., & Berberoglu, G. (2010). Teacher and classroom characteristics and their relations to mathematics achievement of the students in the TIMSS. New Horizons in Education, 58(1), 77–95.
  • Arikan, S., van de Vijver, F., & Yagmur, K. (2016). Factors contributing to mathematics achievement differences of Turkish and Australian students in TIMSS 2007 and 2011. Eurasia Journal of Mathematics, Science, and Technology Education, 12, 2039–2059.
  • Berberoglu, G., Celebi, O., Ozdemir, E., Uysal, E., & Yayan, B. (2003). Factors effecting achievement level of Turkish students in the Third International Mathematics and Science Study (TIMMS). Educational Sciences and Practice, 2(3), 3–14.
  • Chiu, M. M. (2010). Effects of inequality, family and school on mathematics achievement: Country and student differences. Social Forces, 88(4), 1645–1176.
  • Edmonds, R. (1979). Effective schools for urban poor. Educational Leadership, 37, 15-24.
  • Engelhard, G. (1990). Math anxiety, mother's education, and the mathematics performance of adolescent boys and girls: Evidence from the U.S. and Thailand. Journal of Psychology, 124(3), 289–298.
  • Foy, P., Martin, M. O., Mullis, I. V. S., & Stanco, G. (2012). Reviewing the TIMSS and PIRLS 2011 achievement item characteristics. In M. O. Martin & I. V. S. Mullis (Eds.), TIMSS & PIRLS – Methods and procedures in TIMSS and PIRLS 2011 (pp. 1–27). Chestnut Hill, Mass: International Study Center, Lynch School of Education, Boston College.
  • Hoy, W. K., Tarter, C. J., & Kottkamp, R. B. (1991). Open schools/healthy schools: Measuring organizational climate. Beverly Hills, CA: Sage. Johansson, S. (2016). International large-scale assessments: What uses, what consequences? Educational research, 58(2), 139–148.
  • Kalender, I., & Berberoglu, G. (2009). An assessment of factors related to science achievement of Turkish students. International Journal of Science Education, 31(10), 1379–1394.
  • Ker, H. W. (2016). The effects of motivational constructs and engagements on mathematics achievements: a comparative study using TIMSS 2011 data of Chinese Taipei, Singapore, and the USA. Asia Pacific Journal of Education, 37(2), 1–15.
  • Kim, S. J., Park, J. H., Park, S. W., & Kim, S. S. (2013). The effects of school and students’ educational contexts in Korea, Singapore, and Finland. Retrieved from http://iea.nl/fileadmin/user_upload/IRC/IRC_2013/ Papers/IRC-2013_Kim_etal.pdf
  • Kloosterman, P. (1991). Beliefs and achievement in seventh-grade mathematics. Focus on Learning Problems in Mathematics, 13, 3–15.
  • Lee, Y., Park, Y. S., & Taylan, D. (2011). A cognitive diagnostic modeling of attribute mastery in Massachusetts, Minnesota, and the U.S. national sample using the TIMSS 2007. International Journal of Testing, 11, 144–177.
  • Liu, Y., Wu, A. D., & Zumbo, B. D. (2006). The relationship between outside of school factors and mathematics achievement: a cross-country study among the U.S. and five top-performing Asian countries. Journal of Educational Research & Policy Studies, 6(1), 1–35.
  • Ma, X., & Kishor, N. (1997). Assessing the relationship between attitude toward mathematics and achievement in mathematics: A meta-analysis. Journal for Research in Mathematics Education, 28(1), 26–47.
  • McCoach, B. D. (2010). Hierarchical linear modeling. In G. R. Hancock & R. O. Mueller (Eds.), The reviewer’s guide to quantitative methods in the social sciences: Revise, accept, reject (pp. 123–140). New York, NY: Routledge.
  • Mullis, I. V. S., Martin, M. O., & Foy, P. (2008). TIMSS 2007 international mathematics report: Findings from IEA’s trends in international mathematics and science study at the fourth and eighth grades. Chestnut Hill, MA: TIMSS & PIRLS International Study Center, Boston College.
  • Mullis, I. V. S., Martin, M. O., Foy, P., & Arora, A. (2012). TIMSS 2011 international results in mathematics. Chestnut Hill, MA: TIMSS & PIRLS International Study Center, Boston College.
  • Ozberk, E. H., Atalay Kabasakal, K., & Boztunc Ozturk, N. (2017). Investigating the factors affecting Turkish students’ PISA 2012 mathematics achievement using hierarchical linear modeling. Hacettepe University Journal of Education, 32(3), 544–559.
  • Ölmez, İ. B., & Cohen, A. S. (2018). A Mixture Partial Credit analysis of math anxiety. International Journal of Assessment Tools in Education, 5(4), 611–630.
  • Pahlke, E., Hyde, J. S., & Mertz, J. E. (2013). The effects of single-sex compared with coeducational schooling on mathematics and science achievement: Data from Korea. Journal of Educational Psychology, 105(2), 444–452.
  • Papanastasiou, C. (2002). Effects of background and school factors on the mathematics achievement. Educational Research and Evaluation, 8, 55–70.
  • Papanastasiou, E. C., & Zembylas, M. (2002). The effect of attitudes on science achievement: A study conducted among high school students in Cyprus. International Review of Education, 48(6), 469–484.
  • Peugh, J. L. (2010). A practical guide to multilevel modeling. Journal of School Psychology, 48, 85–112.
  • Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical linear models: Applications and data analysis methods (2nd ed.). Newbury Park, CA: Sage Publications.
  • Raudenbush, S. W., Bryk, A. S., & Congdon, R. (2011). HLM 7.00 for Windows [Computer software]. Lincolnwood, IL: Scientific Software International, Inc.
  • Roman, M., & Murillo, F. J. (2011). Latin America: school bullying and academic achievement. Cepal Review, 104, 37–53.
  • Sandefur, G. F., Meier, A. M., & Campbell, M. E. (2006). Family resources, social capital, and college attendance. Social Science Research, 35, 525–533.
  • Sulku, S. N., & Abdioglu, Z. (2015). Public and private school distinction, regional developmental differences, and other factors influencing the success of primary school students in Turkey. Educational Sciences: Theory & Practice, 15(2), 419–431.
  • Tomul, E., & Savasci, H. S. (2012). Socioeconomic determinants of academic achievement. Educational Assessment, Evaluation and Accountability, 24(3), 175–187.
  • Wang, Z., Osterlind, S. J., & Bergin, D. A. (2012). Building mathematics achievement models in four countries using TIMSS 2003. International Journal of Science and Mathematics Education, 10, 1215–1242.
  • Yavuz, M. (2009). Factors that affect Mathematics-Science (MS) scores in the Secondary Education Institutional Exam: An application of structural equation modeling. Educational Sciences: Theory & Practice, 9(3), 1557–1572.
  • Yavuz, H. C., Demirtasli, R. N., Yalcin, S., & Dibek, M. I. (2017). The effects of student and teacher level variables on TIMSS 2007 and 2011 mathematics achievement of Turkish students. Education and Science, 42(189), 27–47.
  • Yayan, B., & Berberoglu, G. (2004). A re-analysis of the TIMMS 1999 mathematics assessment data of the Turkish students. Studies in Educational Evaluation, 30, 87–104.
  • Zeldin, A. L., Britner, S. L., & Pajares, F. (2008). A comparative study of the self-efficacy beliefs of successful men and women in mathematics, science, and technology careers. Journal of Research in Science Teaching, 45(9), 1036–1058.
APA ӦLMEZ İ (2020). Modeling mathematics achievement using hierarchical linear models. , 944 - 957. 10.17051/ilkonline.2020.695837
Chicago ӦLMEZ İbrahim Burak Modeling mathematics achievement using hierarchical linear models. (2020): 944 - 957. 10.17051/ilkonline.2020.695837
MLA ӦLMEZ İbrahim Burak Modeling mathematics achievement using hierarchical linear models. , 2020, ss.944 - 957. 10.17051/ilkonline.2020.695837
AMA ӦLMEZ İ Modeling mathematics achievement using hierarchical linear models. . 2020; 944 - 957. 10.17051/ilkonline.2020.695837
Vancouver ӦLMEZ İ Modeling mathematics achievement using hierarchical linear models. . 2020; 944 - 957. 10.17051/ilkonline.2020.695837
IEEE ӦLMEZ İ "Modeling mathematics achievement using hierarchical linear models." , ss.944 - 957, 2020. 10.17051/ilkonline.2020.695837
ISNAD ӦLMEZ, İbrahim Burak. "Modeling mathematics achievement using hierarchical linear models". (2020), 944-957. https://doi.org/10.17051/ilkonline.2020.695837
APA ӦLMEZ İ (2020). Modeling mathematics achievement using hierarchical linear models. İlköğretim Online (elektronik), 19(2), 944 - 957. 10.17051/ilkonline.2020.695837
Chicago ӦLMEZ İbrahim Burak Modeling mathematics achievement using hierarchical linear models. İlköğretim Online (elektronik) 19, no.2 (2020): 944 - 957. 10.17051/ilkonline.2020.695837
MLA ӦLMEZ İbrahim Burak Modeling mathematics achievement using hierarchical linear models. İlköğretim Online (elektronik), vol.19, no.2, 2020, ss.944 - 957. 10.17051/ilkonline.2020.695837
AMA ӦLMEZ İ Modeling mathematics achievement using hierarchical linear models. İlköğretim Online (elektronik). 2020; 19(2): 944 - 957. 10.17051/ilkonline.2020.695837
Vancouver ӦLMEZ İ Modeling mathematics achievement using hierarchical linear models. İlköğretim Online (elektronik). 2020; 19(2): 944 - 957. 10.17051/ilkonline.2020.695837
IEEE ӦLMEZ İ "Modeling mathematics achievement using hierarchical linear models." İlköğretim Online (elektronik), 19, ss.944 - 957, 2020. 10.17051/ilkonline.2020.695837
ISNAD ӦLMEZ, İbrahim Burak. "Modeling mathematics achievement using hierarchical linear models". İlköğretim Online (elektronik) 19/2 (2020), 944-957. https://doi.org/10.17051/ilkonline.2020.695837