IDEAS home Printed from https://ideas.repec.org/p/wbk/wbrwps/9597.html
   My bibliography  Save this paper

New Evidence on Learning Trajectories in a Low-Income Setting

Author

Listed:
  • Bau,Natalie
  • Das,Jishnu
  • Yi Chang,Andres

Abstract

Using a unique longitudinal data set collected from primary school students in Pakistan, this paper documents four new facts about learning in low-income countries. First, children’s test scores increase by 1.19 standard deviation between Grades 3 and 6. Second, going to school is associated with greater learning. Children who drop out have the same test score gains prior to dropping out as those who do not but experience no improvements after dropping out. Third, there is significant variation in test score gains across students, but test scores converge over the primary schooling years. Students with initially low test scores gain more than those with initially high scores, even after accounting for mean reversion. Fourth, conditional on past test scores, household characteristics explain little of the variation in learning. To reconcile the findings with the literature, the paper introduces the concept of “fragile learning,†where progression may be followed by stagnation or reversals. The implications of these results are discussed in the context of several ongoing debates in the literature on education in low- and middle-income countries.

Suggested Citation

  • Bau,Natalie & Das,Jishnu & Yi Chang,Andres, 2021. "New Evidence on Learning Trajectories in a Low-Income Setting," Policy Research Working Paper Series 9597, The World Bank.
  • Handle: RePEc:wbk:wbrwps:9597
    as

    Download full text from publisher

    File URL: http://documents.worldbank.org/curated/en/742091616678503240/pdf/New-Evidence-on-Learning-Trajectories-in-a-Low-Income-Setting.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Abhijit Banerjee & Rukmini Banerji & James Berry & Esther Duflo & Harini Kannan & Shobhini Mukerji & Marc Shotland & Michael Walton, 2017. "From Proof of Concept to Scalable Policies: Challenges and Solutions, with an Application," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 73-102, Fall.
    2. Marianne Bertrand & Jessica Pan, 2013. "The Trouble with Boys: Social Influences and the Gender Gap in Disruptive Behavior," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 32-64, January.
    3. Abhijit Banerjee & Rukmini Banerji & James Berry & Esther Duflo & Harini Kannan & Shobhini Mukherji & Marc Shotland & Michael Walton, 2016. "Mainstreaming an Effective Intervention: Evidence from Randomized Evaluations of “Teaching at the Right Level” in India," NBER Working Papers 22746, National Bureau of Economic Research, Inc.
    4. Bau, Natalie, 2019. "Estimating an Equilibrium Model of Horizontal Competition in Education," CEPR Discussion Papers 13924, C.E.P.R. Discussion Papers.
    5. Karthik Muralidharan & Abhijeet Singh & Alejandro J. Ganimian, 2019. "Disrupting Education? Experimental Evidence on Technology-Aided Instruction in India," American Economic Review, American Economic Association, vol. 109(4), pages 1426-1460, April.
    6. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    7. Tahir Andrabi & Jishnu Das & Asim Ijaz Khwaja & Tristan Zajonc, 2011. "Do Value-Added Estimates Add Value? Accounting for Learning Dynamics," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 29-54, July.
    8. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates," American Economic Review, American Economic Association, vol. 104(9), pages 2593-2632, September.
    9. Esther Duflo & Pascaline Dupas & Michael Kremer, 2011. "Peer Effects, Teacher Incentives, and the Impact of Tracking: Evidence from a Randomized Evaluation in Kenya," American Economic Review, American Economic Association, vol. 101(5), pages 1739-1774, August.
    10. Roland G. Fryer & Steven D. Levitt, 2013. "Testing for Racial Differences in the Mental Ability of Young Children," American Economic Review, American Economic Association, vol. 103(2), pages 981-1005, April.
    11. Yi Chang,Andres, 2019. "Test Score Gap Robustness to Scaling : The Scale Transformation Command," Policy Research Working Paper Series 8986, The World Bank.
    12. Timothy N. Bond & Kevin Lang, 2013. "The Evolution of the Black-White Test Score Gap in Grades K–3: The Fragility of Results," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1468-1479, December.
    13. Nakajima, Maki & Kijima, Yoko & Otsuka, Keijiro, 2018. "Is the learning crisis responsible for school dropout? A longitudinal study of Andhra Pradesh, India," International Journal of Educational Development, Elsevier, vol. 62(C), pages 245-253.
    14. Miriam Bruhn & David McKenzie, 2009. "In Pursuit of Balance: Randomization in Practice in Development Field Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 1(4), pages 200-232, October.
    15. Pritchett, Lant & Beatty, Amanda, 2015. "Slow down, you’re going too fast: Matching curricula to student skill levels," International Journal of Educational Development, Elsevier, vol. 40(C), pages 276-288.
    16. Roland G. Fryer & Steven D. Levitt, 2010. "An Empirical Analysis of the Gender Gap in Mathematics," American Economic Journal: Applied Economics, American Economic Association, vol. 2(2), pages 210-240, April.
    17. Duflo, Esther & Banerjee, Abhijit & Banerji, Rukmini & Berry, James & Mukerji, Shobhini & Shotland, Marc & Walton, Michael & Kannan, Harini, 2016. "Mainstreaming an Effective Intervention: Evidence from Randomized Evaluations of “Teaching at the Right Level†in India," CEPR Discussion Papers 11530, C.E.P.R. Discussion Papers.
    18. Kaffenberger, Michelle & Pritchett, Lant, 2020. "Aiming higher: Learning profiles and gender equality in 10 low- and middle-income countries," International Journal of Educational Development, Elsevier, vol. 79(C).
    19. Joshua D. Angrist & Peter D. Hull & Parag A. Pathak & Christopher R. Walters, 2017. "Leveraging Lotteries for School Value-Added: Testing and Estimation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 871-919.
    20. Roland G. Fryer & Steven D. Levitt, 2006. "The Black-White Test Score Gap Through Third Grade," American Law and Economics Review, American Law and Economics Association, vol. 8(2), pages 249-281.
    21. Das, Jishnu & Zajonc, Tristan, 2010. "India shining and Bharat drowning: Comparing two Indian states to the worldwide distribution in mathematics achievement," Journal of Development Economics, Elsevier, vol. 92(2), pages 175-187, July.
    22. Pelin Akyol & Kala Krishna & Jinwen Wang, 2021. "Taking PISA Seriously: How Accurate are Low-Stakes Exams?," Journal of Labor Research, Springer, vol. 42(2), pages 184-243, June.
    23. Roland G. Fryer & Steven D. Levitt, 2004. "Understanding the Black-White Test Score Gap in the First Two Years of School," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 447-464, May.
    24. Charles T. Clotfelter & Helen F. Ladd & Jacob L. Vigdor, 2009. "The Academic Achievement Gap in Grades 3 to 8," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 398-419, May.
    25. Eric A. Hanushek & Victor Lavy & Kohtaro Hitomi, 2008. "Do Students Care about School Quality? Determinants of Dropout Behavior in Developing Countries," Journal of Human Capital, University of Chicago Press, vol. 2(1), pages 69-105.
    26. Zuilkowski, Stephanie Simmons & Jukes, Matthew C.H. & Dubeck, Margaret M., 2016. "“I failed, no matter how hard I tried”: A mixed-methods study of the role of achievement in primary school dropout in rural Kenya," International Journal of Educational Development, Elsevier, vol. 50(C), pages 100-107.
    27. Deon Filmer & Amer Hasan & Lant Pritchett, 2006. "A Millennium Learning Goal: Measuring Real Progress in Education," Working Papers 97, Center for Global Development.
    28. Luhur Bima & Daniel Suryadarma & Menno Pradhan & Amanda Beatty & Emilie Berkhout, "undated". "Indonesia Got Schooled: 15 Years of Rising Enrolment and Flat Learning Profiles," Working Papers 3337, Publications Department.
    29. Natalie Bau & Jishnu Das, 2020. "Teacher Value Added in a Low-Income Country," American Economic Journal: Economic Policy, American Economic Association, vol. 12(1), pages 62-96, February.
    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. Monroy-Gómez-Franco, Luis & Vélez-Grajales, Roberto & López-Calva, Luis F., 2022. "The potential effects of the COVID-19 pandemic on learnings," International Journal of Educational Development, Elsevier, vol. 91(C).
    2. Singh, Abhijeet & Romero, Mauricio & Muralidharan, Karthik, 2024. "COVID-19 Learning loss and recovery," University of California at San Diego, Economics Working Paper Series qt3jj1b8hb, Department of Economics, UC San Diego.
    3. Iqbal,Syedah Aroob & Patrinos,Harry Anthony, 2023. "Learning during the Pandemic : Evidence from Uzbekistan," Policy Research Working Paper Series 10474, The World Bank.
    4. Crouch, Luis & Kaffenberger, Michelle & Savage, Laura, 2021. "Using learning profiles to inform education priorities: An editors’ overview of the Special Issue," International Journal of Educational Development, Elsevier, vol. 86(C).
    5. Das, Jishnu & Singh, Abhijeet & Yi Chang, Andres, 2022. "Test scores and educational opportunities: Panel evidence from five low- and middle-income countries," Journal of Public Economics, Elsevier, vol. 206(C).
    6. Beatty, Amanda & Berkhout, Emilie & Bima, Luhur & Pradhan, Menno & Suryadarma, Daniel, 2021. "Schooling progress, learning reversal: Indonesia’s learning profiles between 2000 and 2014," International Journal of Educational Development, Elsevier, vol. 85(C).
    7. Monroy-Gómez-Franco, Luis Angel, 2021. "Modelling the learning impacts of educational disruptions in the short and long run," SocArXiv z6x5s, Center for Open Science.
    8. Danon, Alice & Das, Jishnu & de Barros, Andreas & Filmer, Deon, 2024. "Cognitive and socioemotional skills in low-income countries: Measurement and associations with schooling and earnings," Journal of Development Economics, Elsevier, vol. 168(C).

    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. Karthik Muralidharan & Abhijeet Singh & Alejandro J. Ganimian, 2019. "Disrupting Education? Experimental Evidence on Technology-Aided Instruction in India," American Economic Review, American Economic Association, vol. 109(4), pages 1426-1460, April.
    2. Abhijeet Singh & Mauricio Romero & Karthik Muralidharan, 2022. "Covid-19 Learning Loss and Recovery: Panel Data Evidence from India," NBER Working Papers 30552, National Bureau of Economic Research, Inc.
    3. Tahir Andrabi & Jishnu Das & Asim I. Khwaja & Selcuk Ozyurt & Niharika Singh, 2020. "Upping the Ante: The Equilibrium Effects of Unconditional Grants to Private Schools," American Economic Review, American Economic Association, vol. 110(10), pages 3315-3349, October.
    4. Johnston, Jamie & Ksoll, Christopher, 2022. "Effectiveness of interactive satellite-transmitted instruction: Experimental evidence from Ghanaian primary schools," Economics of Education Review, Elsevier, vol. 91(C).
    5. Kaffenberger, Michelle & Pritchett, Lant, 2021. "A structured model of the dynamics of student learning in developing countries, with applications to policy," International Journal of Educational Development, Elsevier, vol. 82(C).
    6. Angrist, Noam & de Barros, Andreas & Bhula, Radhika & Chakera, Shiraz & Cummiskey, Chris & DeStefano, Joseph & Floretta, John & Kaffenberger, Michelle & Piper, Benjamin & Stern, Jonathan, 2021. "Building back better to avert a learning catastrophe: Estimating learning loss from COVID-19 school shutdowns in Africa and facilitating short-term and long-term learning recovery," International Journal of Educational Development, Elsevier, vol. 84(C).
    7. Maggie Jones & Michael Barber, 2019. "Inequalities in Test Scores between Indigenous and Non-Indigenous Youth in Canada," Department Discussion Papers 1904, Department of Economics, University of Victoria.
    8. Richard J. Murnane, 2013. "U.S. High School Graduation Rates: Patterns and Explanations," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 370-422, June.
    9. Hull, Marie & Norris, Jonathan, 2020. "The skill development of children of immigrants," Economics of Education Review, Elsevier, vol. 78(C).
    10. Das, Jishnu & Singh, Abhijeet & Yi Chang, Andres, 2022. "Test scores and educational opportunities: Panel evidence from five low- and middle-income countries," Journal of Public Economics, Elsevier, vol. 206(C).
    11. Barber, Michael & Jones, Maggie E.C., 2021. "Inequalities in test scores between Indigenous and non-Indigenous youth in Canada," Economics of Education Review, Elsevier, vol. 83(C).
    12. Singh, Abhijeet & Romero, Mauricio & Muralidharan, Karthik, 2024. "COVID-19 Learning loss and recovery," University of California at San Diego, Economics Working Paper Series qt3jj1b8hb, Department of Economics, UC San Diego.
    13. Rodriguez-Segura, Daniel & Campton, Cole & Crouch, Luis & Slade, Timothy S., 2021. "Looking beyond changes in averages in evaluating foundational learning: Some inequality measures," International Journal of Educational Development, Elsevier, vol. 84(C).
    14. McDonough, Ian K., 2015. "Dynamics of the black–white gap in academic achievement," Economics of Education Review, Elsevier, vol. 47(C), pages 17-33.
    15. Buhl-Wiggers, Julie & Kerwin, Jason T. & Muñoz-Morales, Juan & Smith, Jeffrey & Thornton, Rebecca, 2024. "Some children left behind: Variation in the effects of an educational intervention," Journal of Econometrics, Elsevier, vol. 243(1).
    16. Nirav Mehta, 2019. "Measuring quality for use in incentive schemes: The case of “shrinkage” estimators," Quantitative Economics, Econometric Society, vol. 10(4), pages 1537-1577, November.
    17. Eduard Marinov, 2019. "The 2019 Nobel Prize in Economics," Economic Thought journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 6, pages 78-116.
    18. Nguyen, Ha Trong & Connelly, Luke & Le, Huong Thu & Mitrou, Francis & Taylor, Catherine L. & Zubrick, Stephen R., 2019. "Sources of ethnicity differences in non-cognitive development in children and adolescents," EconStor Preprints 205801, ZBW - Leibniz Information Centre for Economics.
    19. Oketch, Moses & Rolleston, Caine & Rossiter, Jack, 2021. "Diagnosing the learning crisis: What can value-added analysis contribute?," International Journal of Educational Development, Elsevier, vol. 87(C).

    More about this item

    Keywords

    Educational Sciences; Education Finance; Economics of Education; Adolescent Health; Gender and Development; Crime and Society;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:wbk:wbrwps:9597. 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: Roula I. Yazigi (email available below). General contact details of provider: https://edirc.repec.org/data/dvewbus.html .

    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.