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The Main Determinants of Moroccan Students' Outcomes

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  • Liouaeddine, Mariem
  • Bijou, Mohammed
  • Naji, Faïrouz

Abstract

The main purpose of the present article is to highlight the major factors affecting Moroccan students’ outcomes in the second year of college (8th grade) and the sixth year of primary school (6th grade) using the Trends in International Mathematics and Science Study (TIMSS) and Progress in International Reading Literacy Study (PIRLS) (2011) databases compiled by the International Association for the Evaluation of Educational Achievement (IEA). The use of a multilevel approach is appropriate in our case study because it enables us to deal with the hierarchical structure of the data at two levels. The two levels in our case study are the student level and the school level. The method of Multiple imputation by chained equations (MICE) was applied to impute missing values contained in the student background, home, and school data files, and the endogeneity problem that results from the use of multilevel modeling was solved using the Hausman–Taylor instrumental variables estimator. The results show that Moroccan students’ outcomes are impacted by individual as well as contextual characteristics. More precisely, the index “school emphasis on academic success,” which is related to information about the student, parents, teachers, curricula, and educational goals, seems to play a key role in explaining Moroccan students’ academic performance.

Suggested Citation

  • Liouaeddine, Mariem & Bijou, Mohammed & Naji, Faïrouz, 2017. "The Main Determinants of Moroccan Students' Outcomes," MPRA Paper 80247, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:80247
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    as
    1. Arnaud Chevalier & Colm Harmon & Vincent O’ Sullivan & Ian Walker, 2013. "The impact of parental income and education on the schooling of their children," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 2(1), pages 1-22, December.
    2. Jacob M. Markman & Eric A. Hanushek & John F. Kain & Steven G. Rivkin, 2003. "Does peer ability affect student achievement?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(5), pages 527-544.
    3. Wo[ss]mann, Ludger & West, Martin, 2006. "Class-size effects in school systems around the world: Evidence from between-grade variation in TIMSS," European Economic Review, Elsevier, vol. 50(3), pages 695-736, April.
    4. Mary A. Burke & Tim R. Sass, 2013. "Classroom Peer Effects and Student Achievement," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 51-82.
    5. van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
    6. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    7. Gordon B. Dahl & Lance Lochner, 2012. "The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit," American Economic Review, American Economic Association, vol. 102(5), pages 1927-1956, August.
    8. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 37-89.
    9. Randall K. Q. Akee & William E. Copeland & Gordon Keeler & Adrian Angold & E. Jane Costello, 2010. "Parents' Incomes and Children's Outcomes: A Quasi-experiment Using Transfer Payments from Casino Profits," American Economic Journal: Applied Economics, American Economic Association, vol. 2(1), pages 86-115, January.
    10. Peter Ebbes & Ulf Böckenholt & Michel Wedel, 2004. "Regressor and random‐effects dependencies in multilevel models," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 58(2), pages 161-178, May.
    11. Carneiro, Pedro & Heckman, James J., 2003. "Human Capital Policy," IZA Discussion Papers 821, Institute of Labor Economics (IZA).
    12. Barbara Grave, 2011. "The effect of student time allocation on academic achievement," Education Economics, Taylor & Francis Journals, vol. 19(3), pages 291-310.
    13. Baltagi, Badi H. & Bresson, Georges & Pirotte, Alain, 2003. "Fixed effects, random effects or Hausman-Taylor?: A pretest estimator," Economics Letters, Elsevier, vol. 79(3), pages 361-369, June.
    14. Nadir Altinok & Geeta Kingdon, 2012. "New Evidence on Class Size Effects: A Pupil Fixed Effects Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(2), pages 203-234, April.
    15. Matt Dickson & Paul Gregg & Harriet Robinson, 2016. "Early, Late or Never? When Does Parental Education Impact Child Outcomes?," Economic Journal, Royal Economic Society, vol. 126(596), pages 184-231, October.
    16. Berlinski, Samuel & Galiani, Sebastian & Manacorda, Marco, 2008. "Giving children a better start: Preschool attendance and school-age profiles," Journal of Public Economics, Elsevier, vol. 92(5-6), pages 1416-1440, June.
    17. Alan B. Krueger, 2003. "Economic Considerations and Class Size," Economic Journal, Royal Economic Society, vol. 113(485), pages 34-63, February.
    18. Ozkan Eren & Daniel J. Henderson, 2008. "The impact of homework on student achievement," Econometrics Journal, Royal Economic Society, vol. 11(2), pages 326-348, July.
    19. Badi H. Baltagi & Georges Bresson, 2012. "A Robust Hausman–Taylor Estimator," Advances in Econometrics, in: Essays in Honor of Jerry Hausman, pages 175-214, Emerald Group Publishing Limited.
    20. Akee, Randall K. Q. & Copeland, William & Keeler, Gordon & Angold, Adrian & Costello, Jane E., 2008. "Parents’ Incomes and Children’s Outcomes: A Quasi-Experiment," IZA Discussion Papers 3520, Institute of Labor Economics (IZA).
    21. Kim, Youngmi & Sherraden, Michael, 2011. "Do parental assets matter for children's educational attainment?: Evidence from mediation tests," Children and Youth Services Review, Elsevier, vol. 33(6), pages 969-979, June.
    22. Stephen Gibbons & Shqiponja Telhaj, 2016. "Peer Effects: Evidence from Secondary School Transition in England," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(4), pages 548-575, August.
    23. Hakkinen, Iida & Kirjavainen, Tanja & Uusitalo, Roope, 2003. "School resources and student achievement revisited: new evidence from panel data," Economics of Education Review, Elsevier, vol. 22(3), pages 329-335, June.
    24. Chevalier, Arnaud & Harmon, Colm & O'Sullivan, Vincent & Walker, Ian, 2013. "The Impact of Parental Income and Education on the Schooling of Children," Papers WP468, Economic and Social Research Institute (ESRI).
    25. Joshua D. Angrist & Victor Lavy, 1999. "Using Maimonides' Rule to Estimate the Effect of Class Size on Scholastic Achievement," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 533-575.
    26. Liu, Ting & Holmes, Kathryn & Albright, James, 2015. "Predictors of mathematics achievement of migrant children in Chinese urban schools: A comparative study," International Journal of Educational Development, Elsevier, vol. 42(C), pages 35-42.
    27. James S. Coleman, 1968. "Equality of Educational Opportunity: Reply to Bowles and Levin," Journal of Human Resources, University of Wisconsin Press, vol. 3(2), pages 237-246.
    28. Matt Dickson & Paul Gregg & Harriet Robinson, 2016. "Early, Late or Never? When Does Parental Education Impact Child Outcomes?," Economic Journal, Royal Economic Society, vol. 126(596), pages 184-231.
    29. Haegeland, Torbjørn & Raaum, Oddbjørn & Salvanes, Kjell G., 2005. "Pupil Achievement, School Resources and Family Background," IZA Discussion Papers 1459, Institute of Labor Economics (IZA).
    30. Jonah E. Rockoff, 2004. "The Impact of Individual Teachers on Student Achievement: Evidence from Panel Data," American Economic Review, American Economic Association, vol. 94(2), pages 247-252, May.
    31. Eric A. Hanushek & Steven G. Rivkin, 2010. "Generalizations about Using Value-Added Measures of Teacher Quality," American Economic Review, American Economic Association, vol. 100(2), pages 267-271, May.
    32. Royston, Patrick & White, Ian R., 2011. "Multiple Imputation by Chained Equations (MICE): Implementation in Stata," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i04).
    33. Bruce Sacerdote, 2001. "Peer Effects with Random Assignment: Results for Dartmouth Roommates," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 681-704.
    34. Caroline Hoxby, 2000. "Peer Effects in the Classroom: Learning from Gender and Race Variation," NBER Working Papers 7867, National Bureau of Economic Research, Inc.
    35. Becker, Gary S & Tomes, Nigel, 1979. "An Equilibrium Theory of the Distribution of Income and Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 87(6), pages 1153-1189, December.
    36. Arnaud Chevalier & Gauthier Lanot, 2002. "The Relative Effect of Family Characteristics and Financial Situation on Educational Achievement," Education Economics, Taylor & Francis Journals, vol. 10(2), pages 165-181.
    37. Patrick Royston, 2009. "Multiple imputation of missing values: Further update of ice, with an emphasis on categorical variables," Stata Journal, StataCorp LP, vol. 9(3), pages 466-477, September.
    38. Robert Haveman & Barbara Wolfe & James Spaulding, 1991. "Childhood events and circumstances influencing high school completion," Demography, Springer;Population Association of America (PAA), vol. 28(1), pages 133-157, February.
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    More about this item

    Keywords

    Morocco; eduction; student’s outcomes; TIMSS; PIRLS; multilevel modeling.;
    All these keywords.

    JEL classification:

    • C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality

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