IDEAS home Printed from https://ideas.repec.org/a/eee/injoed/v44y2015icp118-133.html
   My bibliography  Save this article

The urban–rural divide in educational outcomes: Evidence from Russia

Author

Listed:
  • Amini, Chiara
  • Nivorozhkin, Eugene

Abstract

We employ the method of identification through heteroskedasticity to estimate an educational production function using data on Russian secondary school students from 2000 to 2009, drawn from the Programme for International Student Assessment (PISA) surveys. The chosen methodology credibly controls for the endogeneity of school resources and the results show a persistent positive gap between test scores of urban and rural students. The results of the Oaxaca–Blinder decomposition indicate that the better performance of larger settlements can be primarily explained by the differences in the socio-economic backgrounds of students. The regressions and the decomposition analysis indicate that an increase in school resources has no or only marginally positive impact on individual educational performance. Considering Russia's general demographic decline and the increasingly smaller number of school-aged children, which reduced school and class sizes, particularly in rural settlements, we point out severe inefficiencies plaguing the secondary education system in Russia. Our results also have rather general implications for the analysis of educational policies, which should take into account the evolving characteristics of the population they target.

Suggested Citation

  • Amini, Chiara & Nivorozhkin, Eugene, 2015. "The urban–rural divide in educational outcomes: Evidence from Russia," International Journal of Educational Development, Elsevier, vol. 44(C), pages 118-133.
  • Handle: RePEc:eee:injoed:v:44:y:2015:i:c:p:118-133
    DOI: 10.1016/j.ijedudev.2015.07.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0738059315000826
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijedudev.2015.07.006?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Denis Nikolaev & Dmitry Chugunov, 2012. "The Education System in the Russian Federation : Education Brief 2012," World Bank Publications - Books, The World Bank Group, number 6012.
    2. repec:fth:prinin:357 is not listed on IDEAS
    3. Sophia Rabe‐Hesketh & Anders Skrondal, 2006. "Multilevel modelling of complex survey data," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 169(4), pages 805-827, October.
    4. Lucas, Robert E, Jr, 1993. "Making a Miracle," Econometrica, Econometric Society, vol. 61(2), pages 251-272, March.
    5. Anne Case & Angus Deaton, 1999. "School Inputs and Educational Outcomes in South Africa," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 1047-1084.
    6. Henderson, Vernon & Mieszkowski, Peter & Sauvageau, Yvon, 1978. "Peer group effects and educational production functions," Journal of Public Economics, Elsevier, vol. 10(1), pages 97-106, August.
    7. Denny, Kevin & Oppedisano, Veruska, 2013. "The surprising effect of larger class sizes: Evidence using two identification strategies," Labour Economics, Elsevier, vol. 23(C), pages 57-65.
    8. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    9. Card, David & Krueger, Alan B, 1992. "Does School Quality Matter? Returns to Education and the Characteristics of Public Schools in the United States," Journal of Political Economy, University of Chicago Press, vol. 100(1), pages 1-40, February.
    10. Rosalind Levacic & Stephen Machin & David Reynolds & Anna Vignoles & James Walker, 2000. "The Relationship between Resource Allocation and Pupil Attainment: A Review," CEE Discussion Papers 0002, Centre for the Economics of Education, LSE.
    11. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 115-136, Summer.
    12. Ammermuller, Andreas & Heijke, Hans & Wo[ss]mann, Ludger, 2005. "Schooling quality in Eastern Europe: Educational production during transition," Economics of Education Review, Elsevier, vol. 24(5), pages 579-599, October.
    13. Andreas Ammermueller, 2007. "PISA: What makes the difference?," Empirical Economics, Springer, vol. 33(2), pages 263-287, September.
    14. David Card & Alan Krueger, 1996. "Labor Market Effects of School Quality: Theory and Evidence," Working Papers 736, Princeton University, Department of Economics, Industrial Relations Section..
    15. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    16. Enrique L�pez-Bazo & Elisabet Motell�n, 2012. "Human Capital and Regional Wage Gaps," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1347-1365, November.
    17. Sartori, Anne E., 2003. "An Estimator for Some Binary-Outcome Selection Models Without Exclusion Restrictions," Political Analysis, Cambridge University Press, vol. 11(2), pages 111-138, April.
    18. David Brasington, 2002. "Differences in the Production of Education Across Regions and Urban and Rural Areas," Regional Studies, Taylor & Francis Journals, vol. 36(2), pages 137-145.
    19. D. Pfeffermann & C. J. Skinner & D. J. Holmes & H. Goldstein & J. Rasbash, 1998. "Weighting for unequal selection probabilities in multilevel models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(1), pages 23-40.
    20. David Card & Alan B. Krueger, 1996. "Labor Market Effects of School Quality: Theory and Evidence," NBER Working Papers 5450, National Bureau of Economic Research, Inc.
    21. Fiona Steele & Anna Vignoles & Andrew Jenkins, 2007. "The effect of school resources on pupil attainment: a multilevel simultaneous equation modelling approach," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 170(3), pages 801-824, July.
    22. Ludger Wößmann, 2003. "Schooling Resources, Educational Institutions and Student Performance: the International Evidence," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(2), pages 117-170, May.
    23. Glewwe, Paul & Kremer, Michael, 2006. "Schools, Teachers, and Education Outcomes in Developing Countries," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 2, chapter 16, pages 945-1017, Elsevier.
    24. Alan B. Krueger, 1999. "Experimental Estimates of Education Production Functions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 497-532.
    25. Maria Iacovou, 2002. "Class Size in the Early Years: Is Smaller Really Better?," Education Economics, Taylor & Francis Journals, vol. 10(3), pages 261-290.
    26. Dronkers, J. & van der Velden, R.K.W. & Dunne, A., 2011. "The effects of educational systems, school-composition, track-level, parental background and immigrants' origin on the achievement of 15-years old native and immigrant students : a reanalysis of PISA ," ROA Research Memorandum 006, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    27. Figlio, David N., 1997. "Did the "tax revolt" reduce school performance?," Journal of Public Economics, Elsevier, vol. 65(3), pages 245-269, September.
    28. Summers, Anita A & Wolfe, Barbara L, 1977. "Do Schools Make a Difference?," American Economic Review, American Economic Association, vol. 67(4), pages 639-652, September.
    29. Amini, Chiara & Commander, Simon, 2012. "Educational scores: How does Russia fare?," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 508-527.
    30. Gary S. Becker, 1975. "Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education, Second Edition," NBER Books, National Bureau of Economic Research, Inc, number beck75-1.
    31. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    32. Kochar, Anjini, 2004. "Urban influences on rural schooling in India," Journal of Development Economics, Elsevier, vol. 74(1), pages 113-136, June.
    33. 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.
    34. Christopher J. Gerry & Eugene Nivorozhkin & John A. Rigg, 2008. "The great divide: 'ruralisation' of poverty in Russia," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 32(4), pages 593-607, July.
    35. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    36. Myeong-Su Yun, 2005. "A Simple Solution to the Identification Problem in Detailed Wage Decompositions," Economic Inquiry, Western Economic Association International, vol. 43(4), pages 766-772, October.
    37. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    38. Caroline M. Hoxby, 2000. "The Effects of Class Size on Student Achievement: New Evidence from Population Variation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1239-1285.
    39. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    40. Patrick Mcewan & Jeffery Marshall, 2004. "Why does academic achievement vary across countries? Evidence from Cuba and Mexico," Education Economics, Taylor & Francis Journals, vol. 12(3), pages 205-217.
    41. Patacchini, Eleonora & Zenou, Yves, 2007. "The Racial Test Score Gap and Parental Involvement in Britain," IZA Discussion Papers 2613, Institute of Labor Economics (IZA).
    42. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    43. Hanushek, Eric A. & Luque, Javier A., 2003. "Efficiency and equity in schools around the world," Economics of Education Review, Elsevier, vol. 22(5), pages 481-502, October.
    44. Eric A. Hanushek, 2003. "The Failure of Input-Based Schooling Policies," Economic Journal, Royal Economic Society, vol. 113(485), pages 64-98, February.
    45. Schultz, Theodore W, 1975. "The Value of the Ability to Deal with Disequilibria," Journal of Economic Literature, American Economic Association, vol. 13(3), pages 827-846, September.
    46. McEwan, Patrick J., 2003. "Peer effects on student achievement: evidence from Chile," Economics of Education Review, Elsevier, vol. 22(2), pages 131-141, April.
    47. Kitty Stewart, 2000. "Fiscal Federalism in Russia," Books, Edward Elgar Publishing, number 2090.
    48. Jonathan Sandy & Kevin Duncan, 2010. "Examining the achievement test score gap between urban and suburban students," Education Economics, Taylor & Francis Journals, vol. 18(3), pages 297-315.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zheng, Lei & Qi, Xiang & Zhang, Chongjiu, 2023. "Can improvements in teacher quality reduce the cognitive gap between urban and rural students in China?," International Journal of Educational Development, Elsevier, vol. 100(C).
    2. Hui Zhu & Fumin Deng & Xuedong Liang, 2017. "Overall Urban–Rural Coordination Measures—A Case Study in Sichuan Province, China," Sustainability, MDPI, vol. 9(2), pages 1-20, January.
    3. Gregory Brock & Constantin Ogloblin, 2018. "Russian 1998–2007 TFP decomposed: some inspiration emerging from inherited Soviet legacy," Economic Change and Restructuring, Springer, vol. 51(2), pages 135-151, May.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ammermuller, Andreas & Heijke, Hans & Wo[ss]mann, Ludger, 2005. "Schooling quality in Eastern Europe: Educational production during transition," Economics of Education Review, Elsevier, vol. 24(5), pages 579-599, October.
    2. Yamauchi, Futoshi, 2011. "School quality, clustering and government subsidy in post-apartheid South Africa," Economics of Education Review, Elsevier, vol. 30(1), pages 146-156, February.
    3. Hanushek, Eric A. & Luque, Javier A., 2003. "Efficiency and equity in schools around the world," Economics of Education Review, Elsevier, vol. 22(5), pages 481-502, October.
    4. O'Shaughnessy, Terry, 2007. "Parental choice and school quality when peer and scale effects matter," Economics of Education Review, Elsevier, vol. 26(4), pages 501-515, August.
    5. Stephen Gibbons & Sandra McNally, 2013. "The Effects of Resources Across School Phases: A Summary of Recent Evidence," CEP Discussion Papers dp1226, Centre for Economic Performance, LSE.
    6. 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.
    7. Fertig, Michael, 2003. "Educational Production, Endogenous Peer Group Formation and Class Composition - Evidence From the PISA 2000 Study," RWI Discussion Papers 2, RWI - Leibniz-Institut für Wirtschaftsforschung.
    8. Ludger Wößmann, 2003. "European education production functions: what makes a difference for student achievement in Europe?," European Economy - Economic Papers 2008 - 2015 190, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    9. West, Martin R. & Woessmann, Ludger, 2006. "Which school systems sort weaker students into smaller classes? International evidence," European Journal of Political Economy, Elsevier, vol. 22(4), pages 944-968, December.
    10. Adrien Montalbo, 2019. "Education and economic development. The influence of primary schooling on municipalities in nineteenth-century France," Working Papers halshs-02286126, HAL.
    11. Gary-Bobo, Robert J. & Mahjoub, Mohamed Badrane, 2006. "Estimation of Class-Size Effects, Using 'Maimonides' Rule': The Case of French Junior High Schools," CEPR Discussion Papers 5754, C.E.P.R. Discussion Papers.
    12. Denny, Kevin & Oppedisano, Veruska, 2013. "The surprising effect of larger class sizes: Evidence using two identification strategies," Labour Economics, Elsevier, vol. 23(C), pages 57-65.
    13. Yamauchi, Futoshi & Parandekar, Suhas, 2014. "School Resource and Performance Inequality : evidence from the Philippines," Policy Research Working Paper Series 6748, The World Bank.
    14. Geeta Kingdon & Nicolas Theopold, 2006. "Do returns to education matter to schooling participation?," Economics Series Working Papers GPRG-WPS-052, University of Oxford, Department of Economics.
    15. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    16. Tom Coupe & Anna Olefir & Juan Diego Alonso, 2011. "Is Optimization an Opportunity? An Assessment of the Impact of Class Size and School Size on the Performance of Ukrainian Secondary Schools," Discussion Papers 44, Kyiv School of Economics.
    17. Yamauchi, Futoshi, 2004. "Race, equity, and public schools in post-apartheid South Africa," FCND discussion papers 182, International Food Policy Research Institute (IFPRI).
    18. Ammermuller, Andreas & Heijke, Hans & Wo[ss]mann, Ludger, 2005. "Schooling quality in Eastern Europe: Educational production during transition," Economics of Education Review, Elsevier, vol. 24(5), pages 579-599, October.
    19. Geovanny Castro Aristizabal & Marcela Diaz Rosero & Jairo Tobar Bedoya, 2016. "Causas de las diferencias en desempeño escolar entre los colegios públicos y privados: Colombia en las pruebas SABER11 2014," Working Papers 26, Faculty of Economics and Management, Pontificia Universidad Javeriana Cali.
    20. Behrman, Jere R., 2010. "Investment in Education Inputs and Incentives," Handbook of Development Economics, in: Dani Rodrik & Mark Rosenzweig (ed.), Handbook of Development Economics, edition 1, volume 5, chapter 0, pages 4883-4975, Elsevier.

    More about this item

    Keywords

    Education quality; Russia; Urban–rural divide;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:injoed:v:44:y:2015:i:c:p:118-133. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/international-journal-of-educational-development .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.