移民與非移民子女學習成就差異之後設分析:以參與PISA 2018 國家為例

Meta-Analysis of Differences in Learning Performance between Local and Immigrant Students: Evidence from 2018 PISA Data

張芳全
Fang-Chung Chang

Doi:10.6925/SCJ.202403_20(1).0003


所屬期刊: 第20卷第1期 主編:國立彰化師範大學教育研究所教授
龔心怡
系統編號: vol076_03
主題: 課程與教學
出版年份: 2024
作者: 張芳全
作者(英文): Fang-Chung Chang
論文名稱: 移民與非移民子女學習成就差異之後設分析:以參與PISA 2018 國家為例
論文名稱(英文): Meta-Analysis of Differences in Learning Performance between Local and Immigrant Students: Evidence from 2018 PISA Data
共同作者:
最高學歷:
校院名稱:
系所名稱:
語文別: 中文
論文頁數: 42
中文關鍵字: 學習成就;學習競爭力;家庭財富;情緒支持;後設迴歸分析
英文關鍵字: Emotional support;family wealth;learning achievement;learning competitiveness;meta-regression analysis
服務單位: 國立臺北教育大學教育經營與管理學系教授兼系主任
稿件字數: 25629
作者專長:
投稿日期: 2024/4/23
論文下載: pdf檔案icon
摘要(中文): 移民與非移民子女學習表現差異長期以來受關注。在刻板印象中,移民子女學
習表現低於非移民子女。近年來後設分析探討兩群學生學習成就差異因素,然而僅
限於單一國家或區域分析,資料準確性受限且無法跨國比較。本研究蒐集77 個國
家(包括臺灣)資料有569,782 名樣本,其中非移民與移民子女各為469,533 名與
100,249 名,後設分析顯示:一、各國兩群子女的閱讀、數學及科學學習成就差異
之平均效果量各為.170、.177、.189,屬低度效果量。在77 個國家中,有55 個國
家非移民子女學習成就明顯高於移民子女,然而也有22 個國家移民子女學習成就
高於非移民子女。臺灣的非新移民子女在三項學習成就都明顯高於移民子女。二、
美洲、歐洲及亞洲國家兩群子女閱讀、數學及科學學習成就差異,除了亞洲國家沒
有明顯不同之外,歐洲及美洲國家的兩群子女在閱讀、數學及科學學習成就,非移
民子女比起移民子女學習成就還要高。三、77 個國家兩群子女之家庭財富差異、
家長情緒支持差異及學習競爭力差異愈大,在閱讀、數學與科學學習成就差異效果
量愈大。本研究貢獻在於發現,移民與非移民子女學習競爭力差異大,是學習成就
差異效果量大的重要因素。針對結論深入討論提出建議。
摘要(英文): The differences in learning performance between immigrant and local students have long
attracted attention, and a stereotype has emerged that the learning performance of immigrant
students is lower than that of local students. Although meta-analysis has recently been applied
to investigation of the factors causing differences in learning performance between the two
groups of students, these studies were mostly limited to a single country or region. In
addition, the accuracy of the collected data has been called into question, preventing cross-
country comparisons. This study collected data from 77 countries (including Taiwan) and had
a total of 569,782 samples, of which 469,533 and 100,249 were local and immigrant children
respectively. The following conclusions were obtained from meta-analysis of the data: 1. The
average effect size of differences between the two groups of children in 77 countries was
0.170, 0.177, and 0.189 for reading, mathematics and science learning achievement
respectively, which indicated low-level effect size. Among the 77 countries, local students in
55 countries performed significantly better than immigrant students. However, in 22
countries, immigrant students performed better than local students. Local students in Taiwan
had significantly higher performance in the three academic areas than immigrant students,
however. 2. If analyzed by geographical area, the differences in reading, mathematics and
science learning achievement between the two groups of children in the Americas, Europe,
and Asian countries were not significantly different, except that in Asian countries, local
students have higher academic achievement than immigrant children. 3. Meta-regression
analysis showed that the greater the difference in family wealth, parental emotional support,
and the learning competitiveness of the two groups of students in each country, the greater the
effect size of the difference in performance in reading, mathematics, and science learning
respectively. The major contribution of this study lies in the use of meta-analysis to
understand the difference in learning performance between immigrants and local students on a
global scale. More importantly, the difference in learning competitiveness between the two
groups of students was the most important factor in the large effect size of the differences in
learning performance. This paper also includes in-depth discussion of the foregoing
conclusions and suggestions.
參考文獻: 張芳全、林盈均(2018)。家長教育程度、文化資本、教育期望與學生學習信念對
國語成就影響之研究。臺北市立大學學報:教育類,49(1),1-26。https://
doi.org/10.6336/JUTEE.201806_49(1).0001

張紹勳(2019)。Meta 分析實作:使用Excel 與CMA 程式。五南。

陶宏麟、銀慶貞、洪嘉瑜(2015)。臺灣新移民與本國籍子女隨年級的學習成果差
異。人文及社會科學集刊,27(2),289-322。

謝名娟(2019)。大型資料庫與後設分析結果之交互驗證性研究-以新移民與本
土子女學習成就差異為例。教育研究學報,53(1),25-44。https://doi.org/10.
3966/199044282019045301002

謝名娟、謝進昌(2013)。本土與新移民子女學習表現差異之後設分析研究。教育
與心理研究,36(3),119-149。

謝佩蓉、曾建銘、王如哲、郭工賓(2015)。新移民子女國小國語文學習成就大型
評量調查研究。教育科學研究期刊,60(4),63-127。https://doi.org/10.3966/
102498852013093603005

Ahmed, W., Minnaert, A., van der Werf, G., & Kuyper, H. (2010). Perceived social support and early adolescents’ achievement: The mediational roles of motivational beliefs and emotions. Journal of Youth and Adolescence, 39, 36-46. https://doi.org/10.1007/s10964-
008-9367-7

Altschul, I. (2012). Linking socioeconomic status to the academic achievement of Mexican American youth through parent involvement in education. Journal of the Society for Social Work and Research, 3(1), 13-30. https://doi.org/10.5243/jsswr.2012.2

Ammermuller, A. (2007). Poor background or low returns? Why immigrant students in Germany perform so poorly in the Programme for International Student Assessment. Education Economics, 15(2), 215-230. https://doi.org/10.1080/09645290701263161

Anthony, C. J., & Ogg, J. (2019). Parent involvement, approaches to learning, and student achievement: Examining longitudinal mediation. School Psychology, 34(4), 376-385.
https://doi.org/10.1037/spq0000282

Areepattamannil, S., & Kaur, B. (2013). Factors predicting science achievement of immigrant and non-immigrant students: A multilevel analysis. International Journal of Science and Mathematics Education, 11, 1183-1207. https://doi.org/10.1007/s10763-012-9369-5

Benton, T. (2014). Using meta-regression to explore moderating effects in surveys of international achievement. Practical Assessment, Research & Evaluation, 19(3), 1-9. https://doi.org/10.7275/2wnr-h361

Bourdieu, P. (1977). Cultural reproduction and social reproduction. In J. Karabel & A. H. Halsey (Eds.), Power and ideology in education (pp.487-511). Oxford University Press.

Bourdieu, P. (1986). The forms of capital. In J. G. Richardson (Ed.), Handbook of theory and research for the sociology of education (pp.241-258). Greenwood.

Ceballo, R. (2004). From Barrios to Yale: The role of parenting strategies is Latino families. Hispanic Journal of Behavioral Sciences, 26(2), 171-186. https://doi.org/10.1177/
0739986304264572

Ciftci, S. K., & Y?ld?z, P. (2019). The effect of self-confidence on mathematics achievement: The meta-analysis of trends in International Mathematics and Science Study (TIMSS). International Journal of Instruction, 12(2), 683-694. https://doi.org/10.29333/iji.2019.12243a

Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Earlbaum Associates.

Conger, R. D., Ge, X., Elder, G. H., Lorenz, F. O., & Simons, R. L. (1994). Economic stress, coercive family process, and developmental problems of adolescents. Child Development, 65(2), 541-561. https://doi.org/10.2307/1131401

DerSimonian, R., & Laird, N. (1986). Meta-analysis in clinical trials. Controlled Clinical Trials, 7, 177-188. https://doi.org/10.1016/0197-2456(86)90046-2

Duckworth, A. L., Quinn, P. D., Lynam, D. R., Loeber, R., & Stouthamer-Loeber, M. (2011).
Role of test motivation in intelligence testing. Proceedings of the National Academy of Sciences of the United States of America, 108(19), 7716–7720. https://doi.org/10.1073/pnas.1018601108

Eccles, J. S., & Wigfield, A. (2002). Motivational beliefs, values, and goals. Annual review of psychology, 53(1), 109-132. https://www.researchgate.net/publication/281345525_
Motivational_Beliefs_Values_and_Goals

Fredricks, J. A., Blumenfeld, P. C., & Paris, A. H. (2004). School engagement: Potential of the concept, state of the evidence. Review of Educational Research, 74(1), 59-109. https://doi.org/10.3102/00346543074001059

Fuligni, A. J. (1997). The academic achievement of adolescents from immigrant families: The roles of family background, attitudes, and behavior. Child Development, 68(2), 351-363.
https://doi.org/10.2307/1131854

Hampden-Thompson, G., & Pong, S-L. (2005). Does family policy environment moderate the effect of single-parenthood on children’s academic achievement? A study of 14 European countries. Journal of Comparative Family Studies, 36(2), 227-248. https://doi.org/10.3138/jcfs.36.2.227

Ghasemi, E., & Burley, H. (2019). Gender, affect, and math: A cross-national meta-analysis of Trends in International Mathematics and Science Study 2015 outcomes. Large-Scale Assessments in Education, 7, 1-25. https://doi.org/10.1186/s40536-019-0078-1

Grissom, R. J., & Kim, J, J. (2005). Effect sizes for research: A broad practical approach. Lawrence Erlbaum Associates .

Hackman, D. A., Farah, M. J., & Meaney, M. J. (2010). Socioeconomic status and the brain: Mechanistic insights from human and animal research. Nature Reviews Neuroscience, 11, 651-659. https://doi.org/10.1038/nrn2897

Hedges, L. V., & Olkin, I. (1985). Statistical methods for meta-analysis. Academic.

Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003). Measuring inconsistency in meta-analyses. British Medical Journal, 327(6), 557-560. https://doi.org/10.1136/bmj.327.7414.557

Hugo, G. (2002). Effects of international migration on the family in Indonesia. Asian and Pacific Migration Journal, 11(1), 13-46. https://doi.org/10.1177/011719680201100102

Irving, M. A., & Hudley, C. (2005). Cultural mistrust, academic outcome expectations, and outcome values among African American adolescent men. Urban Education, 40(5), 476-496. https://doi.org/10.1177/0042085905278019

Irving, M. A., & Hudley, C. (2008). Cultural identification and academic achievement among African American males. Journal of Advanced Academics, 19(4), 676-698. https://doi.org/10.4219/jaa-2008-833

Jheng, Y.-J., Lin, C.-W., & Liao, Y.-K. (2023). The way cultural capital works: A meta-analysis of the effects of cultural capital on student’s reading performance. International Journal of Educational Research, 122. https://doi.org/10.1016/j.ijer.2023.102259

Kao, G., & Tienda, M. (1998). Educational aspirations of minority youth. American Journal of Education, 106(3), 349-384.

King, V. T., Nguyen, P. A., & Minh, N. H. (2008). Professional middle class youth in post-reform Vietnam: Identity, continuity and change. Modern Asian Studies, 42(4), 783-813.
https://doi.org/10.1017/S0026749X06002551

Kumi-Yeboah, A., Tsevi, L., & Addai-Mununkum, R. (2018). Parental aspirations and investments in the educational achievements of African immigrant students.Multicultural Learning and Teaching, 13(2). https://doi.org/10.1515/mlt-2016-0009

Lackner, M. (2021). Gender differences in competitiveness. IZA World of Labor, 236(2). http://doi.org.10.15185/izawol.236.v2

Leung, G. S. M., Yeung, K. C., & Wong, D. F. K. (2010). Academic stressors and anxiety in children: The role of paternal support. Journal of Child and Family Studies, 19, 90-100.
https://doi.org/10.1007/s10826-009-9288-4

Levin, T., & Shohamy, E. (2008). Achievement of immigrant students in mathematics and academic Hebrew in Israeli school: A large-scale evaluation study. Studies in Educational Evaluation, 34(1), 1-14. https://doi.org./10.1016/j.stueduc.2008.01.001

Ma, X. (2003). Measuring up: Academic performance of Canadian immigrant children in reading, mathematics, and science. Journal of International Migration and Integration, 4, 541-576. https://doi.org/10.1007/s12134-003-1014-2

Marquez, J., Lambert, L., Ridge, N. Y., & Walker, S. (2022). The PISA performance gap between national and expatriate students in the United Arab Emirates. Journal of Research in International Education, 21(1), 22-45. https://doi.org/10.1177/14752409221090440

Martin, A. J., Liem, G. A. D., Mok, M. M. C., & Xu, J. (2012). Problem solving and immigrant student mathematics and science achievement: Multination findings from the Programme for International Student Assessment (PISA). Journal of Educational Psychology, 104(4), 1054-1073. https://doi.org/10.1037/a0029152

Mata, L., Pedro, I., & Peixoto, F. J. (2018). Parental support, student motivational orientation and achievement: The impact of emotions. International Journal of Emotional Education, 10(2), 77-92.
Murano, D., Sawyer, J. E., & Lipnevich, A. A. (2020). A meta-analytic review of preschool social and emotional learning interventions. Review of Educational Research, 90(2), 227-263. https://doi.org/10.3102/0034654320914743

Noah, H. J., & Eckstein, M. A. (1969). Towards a science of comparative education. Macmillan.

Organisation for Economic Co-operation and Development. (2010). Closing the gap for immigrant students: Policies, practice and performance. OECD Publishing. https://doi.org/10.1787/9789264075788-en

Organisation for Economic Co-operation and Development. (2013). PISA 2012 Results: Ready to learn (volume III): Students’ engagement, drive and self-beliefs. OECD Publishing. https://doi.org/10.1787/9789264201170-en

Organisation for Economic Co-operation and Development. (2015). Immigrant students at school: Easing the journey towards integration. OECD Publishing. https://doi.org/10.1787/9789264249509-en

Organisation for Economic Co-operation and Development. (2019). PISA 2018 results (volume I): What students know and can do. https://doi.org/10.1787/5f07c754-en

Ogbu, J. U. (1983). Minority status and schooling in plural societies. Comparative Education Review, 27(2), 168-190.

Portes, A., & MacLeod, D. (1996). Educational progress of children of immigrants: The roles of class, ethnicity, and school context. Sociology of Education, 69(4), 255-275. https://doi.org/10.2307/2112714

Portes, A., & MacLeod, D. (1999). Educating the second generation: Determinants of academic achievement among children of immigrants in the United States. Journal of Ethnic and Migration Studies, 25(3), 373-396. https://doi.org/10.1080/1369183X.1999.9976693

Ramirez, L., Machida, S. K., Kline, L., & Huang, L. (2014). Low-income Hispanic and Latino high school students’ perceptions of parent and peer academic support. Contemporary School Psychology, 18(4), 214-221. https://doi.org/10.1007/s40688-014-0037-3

Rangvid, B. S. (2007). Sources of immigrants’ underachievement: Results from PISA—Copenhagen. Education Economics,15(3), 293-326. https://doi.org/10.1080/ 09645290701273558

Rangvid, B. S. (2010). Source country differences in test score gaps: Evidence from Denmark. Education Economics,18(3), 269-295. https://doi.org/10.1080/ 09645290903094117

Reardon, S. F. (2011). The widening academica achievement gap between the rich and the poor: New evidence and possible explanations. In G. J. Duncan & R. J. Murnane (Eds.),Whither Opportunity?: Rising Inequality, Schools, and Children’s Life Chances (pp.
91-116). Russell Sage Foundation. http://www.jstor.org/stable/10.7758/9781610447515.10

Robila, M. (2011). Parental migration and children’s outcomes in Romania. Journal of Child and Family Studies, 20(3), 326-333. https://doi.org/10.1007/s10826-010-9396-1

Rosenthal, R. (1991). Meta-analytic procedures for social research. Sage.

Rothon, C. (2007). Can achievement differentials be explained by social class alone? An examination of minority ethnic educational performance in England and Wales at the end of compulsory schooling. Ethnicities, 7(3), 306-322. https://doi.org/10.1177/ 1468796807080231

Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68-78.
https://doi.org/10.1037/0003-066X.55.1.68

Sirin, S. R. (2005). Socioeconomic status and academic achievement: A meta-analytic review of research. Review of Educational Research, 75(3), 417-453. https://doi.org/10.3102/00346543075003417

Song, J., Bong, M., Lee, K., & Kim, S.-i. (2015). Longitudinal investigation into the role of perceived social support in adolescents’ academic motivation and achievement. Journal
of Educational Psychology, 107(3), 821-841. https://doi.org/10.1037/edu0000016

Sori, I., Susteric, N., & Gaber, S. (2011). Immigrant students’ achievements in Croatia, Serbia and Slovenia in context. Center for Educational Policy Studies Journal, 1(3), 31-51.
https://doi.org/10.26529/cepsj.413

Strube, M. J. (1981). Meta-analysis and cross-cultural comparison: Sex differences in child competitiveness. Journal of Cross-Cultural Psychology, 12(1), 3-20. https://doi.org/10.1177/0022022181121001

Teachman, J. D. (1987). Family background, educational resources, and educational attainment. American Sociological Review, 52(4), 548-557. https://doi.org/10.2307/2095300

Teachman, J. D., Paasch, K., & Carver, K. (1996). Social capital and dropping out of school early. Journal of Marriage and Family, 58(3), 773-783. https://doi.org/10.2307/353735

Tella, A. (2007). The impact of motivation on student’s academic achievement and learning outcomes in mathematics among secondary school students in Nigeria. Eurasia Journal of Mathematics, Science & Technology Education, 3(2), 149-156. https://doi.org/10.12973/ejmste/75390

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

Yeung, W. J., Linver, M. R., & Brooks-Gunn, J. (2002). How money matters for young children’s development: Parental investment and family processes. Child Development, 73(6), 1861–1879. https://doi.org/10.1111/1467-8624.t01-1-00511