Test Measurement Error and Inference from Value-Added Models
It is widely known that standardized tests are noisy measures of student learning, but value added models (VAMs) rarely account for test measurement error (TME). We incorporate information about TME directly into VAMs, focusing on TME that derives from the testing instrument itself. Our analysis is divided into two parts – one based on simulated data and the other based on administrative micro data from Missouri. In the simulations we control the data generating process, which ensures that we obtain accurate TME metrics. In the real-data portion of our analysis we use estimates of TME provided by a major test publisher. In both the simulations and real-data analyses, we find that inference from VAMs is improved by making simple TME adjustments to the models. The improvement is larger in the simulations, but even in the real-data analysis the improvement is on the order of what one could expect if teacher-level sample sizes were increased by 11 to 17 percent.
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Volume (Year): 12 (2012)
Issue (Month): 1 (November)
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- Thomas J. Kane & Douglas O. Staiger, 2008. "Estimating Teacher Impacts on Student Achievement: An Experimental Evaluation," NBER Working Papers 14607, National Bureau of Economic Research, Inc.
- Thomas J. Kane & Douglas O. Staiger, 2002. "The Promise and Pitfalls of Using Imprecise School Accountability Measures," Journal of Economic Perspectives, American Economic Association, vol. 16(4), pages 91-114, Fall.
- Daniel Aaronson & Lisa Barrow & William Sander, 2007.
"Teachers and Student Achievement in the Chicago Public High Schools,"
Journal of Labor Economics,
University of Chicago Press, vol. 25, pages 95-135.
- Daniel Aaronson & Lisa Barrow & William Sander, 2002. "Teachers and student achievement in the Chicago public high schools," Working Paper Series WP-02-28, Federal Reserve Bank of Chicago.
- Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2011. "The Long-Term Impacts of Teachers: Teacher Value-Added and Student Outcomes in Adulthood," NBER Working Papers 17699, National Bureau of Economic Research, Inc.
- Andrabi, Tahir & Das, Jishnu & Khwaja, Asim Ijaz & Zajonc, Tristan, 2009.
"Do Value-Added Estimates Add Value? Accounting for Learning Dynamics,"
Working Paper Series
rwp09-034, Harvard University, John F. Kennedy School of Government.
- 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.
- Andrabi, Tahir & Das, Jishnu & Khwaja, Asim Ijaz & Zajonc, Tristan, 2009. "Do value-added estimates add value ? accounting for learning dynamics," Policy Research Working Paper Series 5066, The World Bank.
- Khwaja, Asim Ijaz & Andrabi, Tahir & Das, Jishnu & Zajonc, Tristan, 2009. "Do Value-Added Estimates Add Value? Accounting for Learning Dynamics," Scholarly Articles 4435671, Harvard Kennedy School of Government.
- Douglas O. Staiger & Jonah E. Rockoff, 2010. "Searching for Effective Teachers with Imperfect Information," Journal of Economic Perspectives, American Economic Association, vol. 24(3), pages 97-118, Summer.
- Kane, Thomas J. & Rockoff, Jonah E. & Staiger, Douglas O., 2008.
"What does certification tell us about teacher effectiveness? Evidence from New York City,"
Economics of Education Review,
Elsevier, vol. 27(6), pages 615-631, December.
- Thomas J. Kane & Jonah E. Rockoff & Douglas O. Staiger, 2006. "What Does Certification Tell Us About Teacher Effectiveness? Evidence from New York City," NBER Working Papers 12155, National Bureau of Economic Research, Inc.
- Michael J. Podgursky & Matthew G. Springer, 2007. "Teacher performance pay: A review," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 26(4), pages 909-950.
- Sass, Tim R. & Semykina, Anastasia & Harris, Douglas N., 2014. "Value-added models and the measurement of teacher productivity," Economics of Education Review, Elsevier, vol. 38(C), pages 9-23.
- Cory Koedel & Julian R. Betts, 2011.
"Does Student Sorting Invalidate Value-Added Models of Teacher Effectiveness? An Extended Analysis of the Rothstein Critique,"
Education Finance and Policy,
MIT Press, vol. 6(1), pages 18-42, January.
- Cory Koedel & Julian Betts, 2009. "Does Student Sorting Invalidate Value-Added Models of Teacher Effectiveness? An Extended Analysis of the Rothstein Critique," Working Papers 0902, Department of Economics, University of Missouri.
- Heather C. Hill, 2009. "Evaluating value-added models: A validity argument approach," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 28(4), pages 700-709.
- Donald Boyd & Hamilton Lankford & Susanna Loeb & James Wyckoff, 2011. "Teacher Layoffs: An Empirical Illustration of Seniority versus Measures of Effectiveness," Education Finance and Policy, MIT Press, vol. 6(3), pages 439-454, July.
- Jesse Rothstein, 2008.
"Teacher Quality in Educational Production: Tracking, Decay, and Student Achievement,"
NBER Working Papers
14442, National Bureau of Economic Research, Inc.
- Jesse Rothstein, 2010. "Teacher Quality in Educational Production: Tracking, Decay, and Student Achievement," The Quarterly Journal of Economics, MIT Press, vol. 125(1), pages 175-214, February.
- Barlevy, Gadi & Neal, Derek, 2009.
"Pay for Percentile,"
IZA Discussion Papers
4383, Institute for the Study of Labor (IZA).
- 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 267-71, May.
- Dale Ballou, 2009. "Test Scaling and Value-Added Measurement," Education Finance and Policy, MIT Press, vol. 4(4), pages 351-383, October.
- repec:mpr:mprres:7019 is not listed on IDEAS
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