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What Can We Learn from Student Performance Measures? Identifying Treatment in the Presence of Curves and Letter Grades

Author

Listed:
  • Waddell, Glen R.

    (University of Oregon)

  • Putz, Jenni

    (University of Oregon)

Abstract

Grade-based performance measures are often relied on when considering the efficacy of education-related policy interventions. Yet, it is common for measures of student performance to be subjected to curves and discretized through letter-grade transformations. We show how transformed grades systematically challenge causal identification. Even without explicit curving, transformations to letter grade are particularly problematic and yield treatment estimates that are weighted combinations of inflated responsiveness around letter thresholds and "zeros" away from these thresholds. Curving practices can also introduce false patterns of treatment heterogeneity, attenuating measured responses to treatment among high-performing students, for example, or inflating measured responses among low-performing students.

Suggested Citation

  • Waddell, Glen R. & Putz, Jenni, 2022. "What Can We Learn from Student Performance Measures? Identifying Treatment in the Presence of Curves and Letter Grades," IZA Discussion Papers 15321, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15321
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    References listed on IDEAS

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    1. Bruno Crépon & Esther Duflo & Marc Gurgand & Roland Rathelot & Philippe Zamora, 2013. "Do Labor Market Policies have Displacement Effects? Evidence from a Clustered Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 531-580.
    2. Lisa Barrow & Lashawn Richburg-Hayes & Cecilia Elena Rouse & Thomas Brock, 2014. "Paying for Performance: The Education Impacts of a Community College Scholarship Program for Low-Income Adults," Journal of Labor Economics, University of Chicago Press, vol. 32(3), pages 563-599.
    3. Betts, Julian R. & Grogger, Jeff, 2003. "The impact of grading standards on student achievement, educational attainment, and entry-level earnings," Economics of Education Review, Elsevier, vol. 22(4), pages 343-352, August.
    4. Philip Oreopoulos & Daniel Lang & Joshua Angrist, 2009. "Incentives and Services for College Achievement: Evidence from a Randomized Trial," American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 136-163, January.
    5. Calsamiglia, Caterina & Loviglio, Annalisa, 2019. "Grading on a curve: When having good peers is not good," Economics of Education Review, Elsevier, vol. 73(C).
    6. Joshua Angrist & Philip Oreopoulos & Tyler Williams, 2014. "When Opportunity Knocks, Who Answers?: New Evidence on College Achievement Awards," Journal of Human Resources, University of Wisconsin Press, vol. 49(3), pages 572-610.
    7. Susan Dynarski & Joshua Hyman & Diane Whitmore Schanzenbach, 2013. "Experimental Evidence on the Effect of Childhood Investments on Postsecondary Attainment and Degree Completion," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(4), pages 692-717, September.
    8. 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.
    9. Kristin F. Butcher & Patrick J. McEwan & Akila Weerapana, 2014. "The Effects of an Anti-grade-Inflation Policy at Wellesley College," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 189-204, Summer.
    10. David J. Deming & Sarah Cohodes & Jennifer Jennings & Christopher Jencks, 2016. "School Accountability, Postsecondary Attainment, and Earnings," The Review of Economics and Statistics, MIT Press, vol. 98(5), pages 848-862, December.
    11. Tyler Ransom & Esteban Aucejo & Arnaud Maurel & Peter Arcidiacono, 2014. "College Attrition and the Dynamics of Information Revelation," 2014 Meeting Papers 529, Society for Economic Dynamics.
    12. Alison Evans Cuellar & Dhaval M. Dave, 2015. "Causal Effects of Mental Health Treatment on Education Outcomes for Youth in the Justice System," NBER Working Papers 21206, National Bureau of Economic Research, Inc.
    13. Rebecca Diamond & Petra Persson, 2016. "The Long-term Consequences of Teacher Discretion in Grading of High-stakes Tests," NBER Working Papers 22207, National Bureau of Economic Research, Inc.
    14. Philip J. Cook & Kenneth Dodge & George Farkas & Roland G. Fryer, Jr & Jonathan Guryan & Jens Ludwig & Susan Mayer & Harold Pollack & Laurence Steinberg, 2014. "The (Surprising) Efficacy of Academic and Behavioral Intervention with Disadvantaged Youth: Results from a Randomized Experiment in Chicago," NBER Working Papers 19862, National Bureau of Economic Research, Inc.
    15. Scott Carrell & Bruce Sacerdote, 2017. "Why Do College-Going Interventions Work?," American Economic Journal: Applied Economics, American Economic Association, vol. 9(3), pages 124-151, July.
    16. Dave, Dhaval M., 2016. "Causal effects of mental health treatment on education outcomes for youth in the justice systemAuthor-Name: Cuellar, Alison," Economics of Education Review, Elsevier, vol. 54(C), pages 321-339.
    17. Angrist, Joshua D., 2014. "The perils of peer effects," Labour Economics, Elsevier, vol. 30(C), pages 98-108.
    18. Jonathan M.V. Davis & Jonathan Guryan & Kelly Hallberg & Jens Ludwig, 2017. "The Economics of Scale-Up," NBER Working Papers 23925, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    program evaluation; grades; curves; gpa; education;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models

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