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Retrospective vs. Prospective Analyses of School Inputs: The Case of Flip Charts in Kenya

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Author Info
Paul Glewwe
Michael Kremer
Sylvie Moulin
Eric Zitzewitz

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Abstract

This paper compares retrospective and prospective analyses of the effect of flip charts on test scores in rural Kenyan schools. Retrospective estimates that focus on subjects for which flip charts are used suggest that flip charts raise test scores by up to 20 percent of a standard deviation. Controlling for other educational inputs does not reduce this estimate. In contrast, prospective estimators based on a study of 178 schools, half of which were randomly selected to receive charts, provide no evidence that flip charts increase test scores. One interpretation is that the retrospective results were subject to omitted variable bias despite the inclusion of control variables. If the direction of omitted variable bias were similar in other retrospective analyses of educational inputs in developing countries, the effects of inputs may be even more modest than retrospective studies suggest. Bias appears to be reduced by a differences-in-differences estimator that examines the impact of flip charts on the relative performance of students in flip chart and other subjects across schools with and without flip charts, but it is not clear that this approach is applicable more generally.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 8018.

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Date of creation: Nov 2000
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Handle: RePEc:nbr:nberwo:8018

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Find related papers by JEL classification:
I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
N37 - Economic History - - Labor and Consumers, Demography, Education, Income, and Wealth - - - Africa; Oceania

References listed on IDEAS
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  1. Hanushek, Eric A, 1995. "Interpreting Recent Research on Schooling in Developing Countries," World Bank Research Observer, Oxford University Press, vol. 10(2), pages 227-46, August.
    Other versions:
  2. Alan Krueger & Diane Whitmore, 2000. "The Effect of Attending a Small Class in the Early Grades on College-Test Taking and Middle School Test Results: Evidence from Project STAR," NBER Working Papers 7656, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  3. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-20, September. [Downloadable!] (restricted)
  4. Eric A. Hanushek & Steven G. Rivkin, 1996. "Understanding the 20th Century Growth in U.S. School Spending," NBER Working Papers 5547, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  5. Hanushek, Eric A, 1986. "The Economics of Schooling: Production and Efficiency in Public Schools," Journal of Economic Literature, American Economic Association, vol. 24(3), pages 1141-77, September. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Abhijit Banerjee & Shawn Cole & Esther Duflo & Leigh Linden, 2005. "Remedying Education: Evidence from Two Randomized Experiments in India," NBER Working Papers 11904, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  2. Gignoux Jérémie, 2004. "Evaluations prospective et réstrospective d'allocations scolaires conditionnées au Mexique," Research Unit Working Papers 0501, Laboratoire d'Economie Appliquee, INRA. [Downloadable!]
  3. Machin, Stephen & McNally, Sandra, 2004. "The Literacy Hour," IZA Discussion Papers 1005, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  4. Bruhn, Miriam & McKenzie, David, 2008. "In pursuit of balance : randomization in practice in development field experiments," Policy Research Working Paper Series 4752, The World Bank. [Downloadable!]
  5. Ravallion, Martin, 2005. "Evaluating anti-poverty programs," Policy Research Working Paper Series 3625, The World Bank. [Downloadable!]
    Other versions:
  6. Abhijit V. Banerjee & Esther Duflo, 2008. "The Experimental Approach to Development Economics," NBER Working Papers 14467, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  7. Abhijit Banerjee & Shawn Cole & Esther Duflo & Leigh Linden, 2005. "Remedying Education: Evidence from Two Randomized Experiments in India," Natural Field Experiments 0018, The Field Experiments Website. [Downloadable!]
  8. Martina Björkman, 2007. "Does Money Matter for Student Performance? Evidence from a Grant Program in Uganda," Working Papers 326, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University. [Downloadable!]
  9. David K. Evans & Arkadipta Ghosh, 2008. "Prioritizing Educational Investments in Children in the Developing World," Working Papers 587, RAND Corporation Publications Department. [Downloadable!]
  10. Glewwe, Paul, 2001. "Schools, Skills And Economic Development: Education Policies, Student Learning And Socioeconomic Outcomes In Developing Countries," Bulletins 12969, University of Minnesota, Economic Development Center. [Downloadable!]
  11. White, Howard, 2007. "Evaluating Aid Impact," Working Papers UNU-WIDER Research Paper , World Institute for Development Economic Research (UNU-WIDER). [Downloadable!]
    Other versions:
  12. Abhijit Banerjee, 2006. "Remedying Education: Evidence from Two Randomised Experiments in India," Working Papers id:360, esocialsciences.com. [Downloadable!]
  13. Markus Frölich, 2006. "A Note on Parametric and Nonparametric Regression in the Presence of Endogenous Control Variables," IZA Discussion Papers 2126, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  14. Michael Kremer, 2003. "Randomized Evaluations of Educational Programs in Developing Countries: Some Lessons," American Economic Review, American Economic Association, vol. 93(2), pages 102-106, May. [Downloadable!]
  15. Sharon Bernhardt, 2006. "Participation in a School Incentive Programme in Karnataka," Working Papers id:319, esocialsciences.com. [Downloadable!]
  16. Banerjee, Abhijit & Duflo, Esther, 2008. "The Experimental Approach to Development Economics," CEPR Discussion Papers 7037, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  17. Larru, Jose Maria, 2007. "La evaluación de impacto: qué es, cómo se mide y qué está aportando en la cooperación al desarrollo
    [Impact Assessment and Evaluation: What it is it, how can it be measured and what it is add
    ," MPRA Paper 6928, University Library of Munich, Germany. [Downloadable!]
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