Examining Mathematics Achievement: An Analysis of Fourth and Eighth Grade TIMSS U.S. Data by Ethnicity, Gender, and Sociocultural Variables

Chi Yun Moon; Patricia Larke; Marlon James

doi:10.29333/ejecs/942

Authors

Chi Yun Moon Texas A&M University-College Station
Patricia Larke Texas A&M University-College Station
Marlon James Texas A&M University-College Station

DOI:

https://doi.org/10.29333/ejecs/942

Keywords:

Mathematics achievement, African Americans, Asian Americans, Latinx Americans, Sociocultural factors

Abstract

Previous research studies about mathematics performance have continuously reported race/ethnic or gender gaps. Learners have different educational experiences depending on not only their ethnicity or gender, but also grade and sociocultural factors. However, only a few studies have considered all these factors integrally. Hence, the need of examining academic performance differences across ethnicity, gender, grade, and sociocultural variables led this study. The purpose of this study was to examine mathematics academic achievement of 4th and 8th grade African, Latinx, and Asian American students related to students’ ethnicity, gender, grade, and sociocultural variables such as student bullying, parental involvement, and engaging teaching. The guiding research question for this inquire was: Which factors (gender, student bullying, parental involvement, and engaging teaching) do predict the mathematics achievement of 4th and 8th grade African, Latinx, and Asian American students? The participants were total 9,605 fourth (n=4,785) and eighth grade (n=4,820) African, Latinx, and Asian American students in TIMSS 2015 U.S. national public-use data set. According to the results of multiple linear regression analyses, parental involvement was a significant predictor for all students across grade and ethnicity. In addition, engaging teaching from mathematics teachers significantly predicted 4th and 8th grade Latinx American students’ mathematics achievement. This study revealed that gender, student bullying, parental involvement, and engaging teaching had different level of impacts on mathematics achievement of each group of students.

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References

Averett, C., Ferraro, D., Tang, J., Erberber, E., & Stearns, P. (2018). U.S. TIMSS 2015 and TIMSS Advanced 2015 Technical Report and User’s Guide.

Bergin, C. C., & Bergin, D. A. (2018). Child and adolescent development in your classroom. Cengage Learning.

Bohrnstedt, G., Kitmitto, S., Ogut, B., Sherman, D., & Chan, D. (2015). School composition and the Black-White achievement gap. NCES 2015-018. National Center for Education Statistics.

Boonk, L., Gijselaers, H. J. M., Ritzen, H., & Brand-Gruwel, S. (2018). A review of the relationship between parental involvement indicators and academic achievement. Educational Research Review, 24, 10–30. https://doi.org/https://doi.org/10.1016/j.edurev.2018.02.001 DOI: https://doi.org/10.1016/j.edurev.2018.02.001

Bronfenbrenner, U. (1994). Ecological models of human development. Readings on the Development of Children, 2(1), 37–43.

Center for Disease Control and Prevention. (2021). Preventing bullying. Center for Disease Control and Prevention. https://www.cdc.gov/violenceprevention/youthviolence/bullyingresearch/fastfact.html

Chambers, T. V. (2009). The “receivement gap”: School tracking policies and the fallacy of the “achievement gap.” Journal of Negro Education, 78(4), 417–431. http://proxy.library.tamu.edu/login?url=http://search.ebscohost.com/login.aspx?direct=true&db=edsjsr&AN=edsjsr.25676096&site=eds-live

Chang, M., Choi, N., & Kim, S. (2015). School involvement of parents of linguistic and racial minorities and their children’s mathematics performance. Educational Research and Evaluation, 21(3), 209–231. https://doi.org/10.1080/13803611.2015.1034283 DOI: https://doi.org/10.1080/13803611.2015.1034283

Cimpian, J. R., Lubienski, S. T., Timmer, J. D., Makowski, M. B., & Miller, E. K. (2016). Have gender gaps in math closed? Achievement, teacher perceptions, and learning behaviors across two ECLS-K cohorts. AERA Open, 2(4), 233285841667361. https://doi.org/10.1177/2332858416673617 DOI: https://doi.org/10.1177/2332858416673617

Connell, N. M., El Sayed, S., Reingle Gonzalez, J. M., & Schell-Busey, N. M. (2015). The intersection of perceptions and experiences of bullying by race and ethnicity among middle school students in the United States. Deviant Behavior, 36(10), 807–822. https://doi.org/10.1080/01639625.2014.977159 DOI: https://doi.org/10.1080/01639625.2014.977159

Cooper, C. E., Crosnoe, R., Suizzo, M.-A., & Pituch, K. A. (2009). Poverty, race, and parental involvement during the transition to elementary school. Journal of Family Issues, 31(7), 859–883. https://doi.org/10.1177/0192513X09351515 DOI: https://doi.org/10.1177/0192513X09351515

Crosby, S. A., Rasinski, T., Padak, N., & Yildirim, K. (2015). A 3-Year study of a school-based parental involvement program in early literacy. The Journal of Educational Research, 108(2), 165–172. https://doi.org/10.1080/00220671.2013.867472 DOI: https://doi.org/10.1080/00220671.2013.867472

Dotterer, A. M., & Wehrspann, E. (2016). Parent involvement and academic outcomes among urban adolescents: examining the role of school engagement. Educational Psychology, 36(4), 812–830. https://doi.org/10.1080/01443410.2015.1099617 DOI: https://doi.org/10.1080/01443410.2015.1099617

El Nokali, N. E., Bachman, H. J., & Votruba‐Drzal, E. (2010). Parent involvement and children’s academic and social development in elementary school. Child Development, 81(3), 988–1005. DOI: https://doi.org/10.1111/j.1467-8624.2010.01447.x

Elliot, D. L., Reid, K., & Baumfield, V. (2016). Beyond the amusement, puzzlement and challenges: an enquiry into international students’ academic acculturation. Studies in Higher Education, 41(12), 2198–2217. https://doi.org/10.1080/03075079.2015.1029903 DOI: https://doi.org/10.1080/03075079.2015.1029903

Esbensen, F. A., & Carson, D. C. (2009). Consequences of being bullied: Results from a longitudinal assessment of bullying victimization in a multisite sample of American students. Youth and Society, 41(2), 209–233. https://doi.org/10.1177/0044118X09351067 DOI: https://doi.org/10.1177/0044118X09351067

Evans-winters, V. E., & Esposito, J. (2010). Other people’s daughters: Critical race feminism and black girls’ education. Educational Foundations, 24(1–2), 11–25. http://ezproxy.twu.edu:2048/login?url=http://ezproxy.twu.edu:2060/login.aspx?

direct=true&db=eric&AN=EJ885912&site=ehost-live&scope=site

Evans, J. A. (2015). Gender, self-efficacy, and mathematics achievement: An analysis of fourth grade and eighth grade TIMSS data from the United States (Issue August). Lesley University.

Finn, J. D. (1989). Withdrawing from school. Review of Educational Research, 59(2), 117–142. DOI: https://doi.org/10.3102/00346543059002117

Finn, J D. (1993). School engagement and students at risk (No. NCES-93-470). National Center for Education Statistics.

Foy, P. (2017). TIMSS 2015 user guide for the international database. TIMSS & PIRLS International Study Center.

Gándara, P. (2010). The Latino education crisis. Educational Leadership, 67(5), 24–30. DOI: https://doi.org/10.2307/j.ctv13qftm4

Gándara, P. (2017). The potential and promise of Latino students. American Educator, 41(1), 4–11.

Glew, G. M., Fan, M. Y., Katon, W., Rivara, F. P., & Kernic, M. A. (2005). Bullying, psychosocial adjustment, and academic performance in elementary school. JAMA Pediatrics, 159(11), 1026–1031. DOI: https://doi.org/10.1001/archpedi.159.11.1026

Glew, G. M., Fan, M. Y., Katon, W., & Rivara, F. P. (2008). Bullying and school safety. Journal of Pediatrics, 152(1), 123-128. DOI: https://doi.org/10.1016/j.jpeds.2007.05.045

Gremmen, M. C., Dijkstra, J. K., Steglich, C., & Veenstra, R. (2017). First selection, then influence: Developmental differences in friendship dynamics regarding academic achievement. In Developmental Psychology (Vol. 53, Issue 7, pp. 1356–1370). American Psychological Association. https://doi.org/10.1037/dev0000314 DOI: https://doi.org/10.1037/dev0000314

Harbour, K. E., Evanovich, L. L., Sweigart, C. A., & Hughes, L. E. (2015). A brief review of effective teaching practices that maximize student engagement. Preventing School Failure, 59(1), 5–13. https://doi.org/10.1080/1045988X.2014.919136 DOI: https://doi.org/10.1080/1045988X.2014.919136

Hemphill, F. C., & Vanneman, A. (2010). Achievement gaps : How Hispanic and White students in public schools perform in mathematics and reading on the National Assessment of Educational Progress. Assessment, NCES 2011-459, iii–66.

http://eric.ed.gov/ERICWebPortal/recordDetail?accno=ED505903

Hsin, A., & Xie, Y. (2014). Explaining Asian Americans’ academic advantage over whites. Proceedings of the National Academy of Sciences, 111(23), 8416 LP – 8421. https://doi.org/10.1073/pnas.1406402111 DOI: https://doi.org/10.1073/pnas.1406402111

Jeynes, W. H. (2003). A meta-analysis: The effects of parental involvement on minority children’s academic achievement. Education and Urban Society, 35(2), 202–218. DOI: https://doi.org/10.1177/0013124502239392

Jeynes, W. H. (2005). A meta-analysis of the relation of parental involvement to urban elementary school student academic achievement. Urban Education, 40(3), 237–269. DOI: https://doi.org/10.1177/0042085905274540

Jeynes, W. H. (2007). The relationship between parental involvement and urban secondary school student academic achievement: A meta-analysis. Urban Education, 42(1), 82–110. DOI: https://doi.org/10.1177/0042085906293818

Johnson, M. K., Crosnoe, R., & Elder, G. H. (2001). Students’ attachment and academic engagement: The role of race and ethnicity. Sociology of Education, 74(4), 318–340. https://doi.org/10.2307/2673138 DOI: https://doi.org/10.2307/2673138

Joncas, M., & Foy, P. (2016). Sample design in TIMSS and PIRLS. In I. V. Martin, S. Mullis, & M. Hoope (Eds.), Methods and procedures in TIMSS and PIRLS (pp. 1–21). International Association for the Evaluation of Educational Achievement (IEA).

Kimbark, K., Peters, M. L., & Richardson, T. (2017). Effectiveness of the student success course on persistence, retention, academic achievement, and student engagement. Community College Journal of Research and Practice, 41(2), 124–138. https://doi.org/10.1080/10668926.2016.1166352 DOI: https://doi.org/10.1080/10668926.2016.1166352

Klem, A. M., & Connell, J. P. (2004). Relationships matter: Linking teacher support to student engagement and achievement. Journal of School Health, 74(7), 262–273. https://doi.org/10.1111/j.1746-1561.2004.tb08283.x DOI: https://doi.org/10.1111/j.1746-1561.2004.tb08283.x

Kokkinos, C. M., Baltzidis, E., & Xynogala, D. (2016). Prevalence and personality correlates of Facebook bullying among university undergraduates. Computers in Human Behavior, 55, 840–850. https://doi.org/https://doi.org/10.1016/j.chb.2015.10.017 DOI: https://doi.org/10.1016/j.chb.2015.10.017

Ladd, G. W., & Dinella, L. M. (2009). Continuity and change in early school engagement: Predictive of children’s achievement trajectories from first to eighth grade? Journal of Educational Psychology, 101(1), 190–206. https://doi.org/10.1037/a0013153 DOI: https://doi.org/10.1037/a0013153

Ladson-Billings, G. (1995). Toward a theory of culturally relevant pedagogy. American Educational Research Journal, 32(3), 465–491. https://doi.org/10.3102/00028312032003465 DOI: https://doi.org/10.3102/00028312032003465

Larke, P. J., Webb-Hasan, G., Jimarez, T., & Li, Y. (2014). Analysis of Texas achievement data for elementary African American and Latino females. Journal of Case Studies in Education, 6, 16.

https://search.proquest.com/docview/1697485686?accountid=12528

Leahey, E., & Guo, G. (2001). Gender Differences in Mathematical Trajectories*. Social Forces, 80(2), 713–732. https://doi.org/10.1353/sof.2001.0102 DOI: https://doi.org/10.1353/sof.2001.0102

Lee, C. (2012). Conceptual and methodological challenges to a cultural and ecological framwork for studying human learning and development. In W. F. Tate (Ed.), Research on schools, neighborhoods and communities : Toward civic responsibility. Lanham, Md: Rowman & Littlefield Publishers.

Lee, J., & Zhou, M. (2017). Why class matters less for Asian-American academic achievement. Journal of Ethnic and Migration Studies, 43(14), 2316–2330. https://doi.org/10.1080/1369183X.2017.1315851 DOI: https://doi.org/10.1080/1369183X.2017.1315851

Lee, J., Moon, S., & Hegar, R. L. (2011). Mathematics skills in early childhood: Exploring gender and ethnic patterns. Child Indicators Research, 4(3), 353–368. DOI: https://doi.org/10.1007/s12187-010-9088-9

Lietaert, S., Roorda, D., Laevers, F., Verschueren, K., & De Fraine, B. (2015). The gender gap in student engagement: The role of teachers’ autonomy support, structure, and involvement. British Journal of Educational Psychology, 85(4), 498–518. DOI: https://doi.org/10.1111/bjep.12095

Lynch, A. D., Lerner, R. M., & Leventhal, T. (2013). Adolescent academic achievement and school engagement: An examination of the role of school-wide peer culture. Journal of Youth and Adolescence, 42(1), 6–19. DOI: https://doi.org/10.1007/s10964-012-9833-0

Marks, H. M. (2000). Student engagement in instructional activity: Patterns in the elementary, middle, and high school years. American Educational Research Journal, 37(1), 153–184. DOI: https://doi.org/10.3102/00028312037001153

Mills, J. D., & Holloway, C. E. (2013). The development of statistical literacy skills in the eighth grade: exploring the TIMSS data to evaluate student achievement and teacher characteristics in the United States. Educational Research and Evaluation, 19(4), 323–345. https://doi.org/10.1080/13803611.2013.771110 DOI: https://doi.org/10.1080/13803611.2013.771110

Moon, C. Y., & Larke, P. (2020). Meta-Analysis of Asian students’ acculturative stress in U.S. higher education. Journal of Multicultural Affairs, 5(1), 3.

Moon, C., Zhang, S., Larke, P., & James, M. (2020). We are not all the same: A qualitative analysis of the nuanced differences between Chinese and South Korean international graduate students’ experiences in the United States. Journal of International Students, 10(1), 28–49. https://doi.org/10.32674/jis.v0i0 DOI: https://doi.org/10.32674/jis.v10i1.770

Mullis, I. V. S., Martin, M. O., Foy, P., & Arora, A. (2016). TIMSS 2015 international results in mathematics. International Association for the Evaluation of Educational Achievement (IEA).

Mullis, I. V. S., Martin, M. O., Ruddock, G., O’Sullivan, C., & Preuschoff, C. (2013). TIMSS 2015 assessment frameworks. TIMSS & PIRLS International Study Center.

Nansel, T. R., Overpeck, M., Pilla, R. S., Ruan, W. J., Simons-Morton, B., & Scheidt, P. (2001). Bullying behaviors among US youth: Prevalence and association with psychosocial adjustment. Jama, 285(16), 2094–2100. DOI: https://doi.org/10.1001/jama.285.16.2094

Paschall, K. W., Gershoff, E. T., & Kuhfeld, M. (2018). A two decade examination of historical race/ethnicity disparities in academic achievement by poverty status. Journal of Youth and Adolescence, 47(6), 1164–1177. DOI: https://doi.org/10.1007/s10964-017-0800-7

Pomerantz, E. M., Altermatt, E. R., & Saxon, J. L. (2002). Making the grade but feeling distressed: Gender differences in academic performance and internal distress. Journal of Educational Psychology, 94(2), 396–404. https://doi.org/10.1037/0022-0663.94.2.396 DOI: https://doi.org/10.1037/0022-0663.94.2.396

Quin, D. (2017). Longitudinal and contextual associations between teacher–student relationships and student engagement: A systematic review. Review of Educational Research, 87(2), 345–387. DOI: https://doi.org/10.3102/0034654316669434

Reardon, S. F., Fahle, E. M., Kalogrides, D., Podolsky, A., & Zárate, R. C. (2019). Gender achievement gaps in U.S. school districts. American Educational Research Journal, 56(6), 2474–2508. https://doi.org/10.3102/0002831219843824 DOI: https://doi.org/10.3102/0002831219843824

Rimm-Kaufman, S. E., Baroody, A. E., Larsen, R. A. A., Curby, T. W., & Abry, T. (2015). To what extent do teacher–student interaction quality and student gender contribute to fifth graders’ engagement in mathematics learning? Journal of Educational Psychology, 107(1), 170–185. https://doi.org/10.1037/a0037252 DOI: https://doi.org/10.1037/a0037252

Robinson, J. P., & Lubienski, S. T. (2011). The development of gender achievement gaps in mathematics and reading during elementary and middle school: Examining direct cognitive assessments and teacher ratings. American Educational Research Journal, 48(2), 268–302. https://doi.org/10.3102/0002831210372249 DOI: https://doi.org/10.3102/0002831210372249

Schulting, A. B., Malone, P. S., & Dodge, K. A. (2005). The Effect of School-Based Kindergarten Transition Policies and Practices on Child Academic Outcomes. In Developmental Psychology (Vol. 41, Issue 6, pp. 860–871). American Psychological Association. https://doi.org/10.1037/0012-1649.41.6.860 DOI: https://doi.org/10.1037/0012-1649.41.6.860

Shelton, L. (2018). The Bronfenbrenner primer: A guide to develecology. Routledge. DOI: https://doi.org/10.4324/9781315136066

Sinatra, G. M., Heddy, B. C., & Lombardi, D. (2015). The challenges of defining and measuring student engagement in science. Educational Psychologist, 50(1), 1–13. https://doi.org/10.1080/00461520.2014.1002924 DOI: https://doi.org/10.1080/00461520.2014.1002924

Sokol, J. T. (2009). Identity development throughout the lifetime: An examination of Eriksonian theory. Graduate Journal of Counseling Psychology, 1(2), 1-9.

Stewart, E. B. (2007). Individual and school structural effects on African American high school students’ academic achievement. The High School Journal, 91(2), 16–34. https://doi.org/10.1353/hsj.2008.0002 DOI: https://doi.org/10.1353/hsj.2008.0002

Stopbullying. (2021). Bullying. U.S. Department of Health and Human Services. https://www.stopbullying.gov/bullying/groups

Syed, M., Azmitia, M., & Cooper, C. R. (2011). Identity and academic success among underrepresented ethnic minorities: An interdisciplinary review and integration. Journal of Social Issues, 67(3), 442–468. DOI: https://doi.org/10.1111/j.1540-4560.2011.01709.x

Tella, A. (2017). Teacher variables as predictors of academic achievement of primary school pupils mathematics. International Electronic Journal of Elementary Education, 1(1), 16–33.

U.S. Department of Education (2020). 2019 mathematics and reading assessments, National Assessment of Educational Progress (NAEP). Retrieved from https://www.nationsreportcard.gov/ndecore/xplore/NDE

Valencia, R. R. (2015). Students of color and the achievement gap: Systemic challenges, systemic transformations. Routledge. DOI: https://doi.org/10.4324/9781315776637

Wang, M.-T., Degol, J., & Ye, F. (2015). Math achievement is important, but task values are critical, too: examining the intellectual and motivational factors leading to gender disparities in STEM careers. Frontiers in Psychology, 6 (36), 1-9. DOI: https://doi.org/10.3389/fpsyg.2015.00036

Wang, M.-T., Kiuru, N., Degol, J. L., & Salmela-Aro, K. (2018). Friends, academic achievement, and school engagement during adolescence: A social network approach to peer influence and selection effects. Learning and Instruction, 58, 148–160.

https://doi.org/https://doi.org/10.1016/j.learninstruc.2018.06.003 DOI: https://doi.org/10.1016/j.learninstruc.2018.06.003

Wentzel, K. R., Russell, S., & Baker, S. (2016). Emotional support and expectations from parents, teachers, and peers predict adolescent competence at school. Journal of Educational Psychology, 108(2), 242–255. https://doi.org/10.1037/edu0000049 DOI: https://doi.org/10.1037/edu0000049

Woolfolk, A., & Perry, N. E. (2015). Child and adolescent development: Pearson new international edition. Pearson Higher Ed.

Zhao, H., & Akiba, M. (2009). School expectations for parental involvement and student mathematics achievement: a comparative study of middle schools in the US and South Korea. Compare: A Journal of Comparative and International Education, 39(3), 411–428. https://doi.org/10.1080/03057920701603347 DOI: https://doi.org/10.1080/03057920701603347