Shrinkage of Value-Added Estimates and Characteristics of Students with Hard-to-Predict Achievement Levels
AbstractThis working paper investigates how empirical Bayes shrinkage, an approach commonly used in implementing teacher accountability systems, affects the value-added estimates of teachers of students with hard-to-predict achievement levels, such as students who have low prior achievement and receive free lunch. Teachers of these students tend to have less precise value-added estimates than teachers of other types of students. Shrinkage increases their estimatesâ€™ precision and reduces the absolute value of their value-added estimates. However, this paper found shrinkage has no statistically significant effect on the relative probability that teachers of hard-to-predict students receive value-added estimates that fall in the extremes of the value-added distribution and, as a result, receive consequences in the accountability system.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by Mathematica Policy Research in its series Mathematica Policy Research Reports with number 7748.
Date of creation: 12 Apr 2013
Date of revision:
Contact details of provider:
Postal: Mathematica Policy Research P.O. Box 2393 Princeton, NJ 08543-2393 Attn: Communications
Fax: (609) 799-0005
Web page: http://www.mathematica-mpr.com/
More information through EDIRC
Value-Added; Estimates; Students; Achievement;
Find related papers by JEL classification:
- I - Health, Education, and Welfare
This paper has been announced in the following NEP Reports:
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.:
- 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.
- Koedel Cory & Leatherman Rebecca & Parsons Eric, 2012.
"Test Measurement Error and Inference from Value-Added Models,"
The B.E. Journal of Economic Analysis & Policy,
De Gruyter, vol. 12(1), pages 1-37, November.
- Cory Koedel & Rebecca Leatherman & Eric Parsons, 2012. "Test Measurement Error and Inference from Value-Added Models," Working Papers 1201, Department of Economics, University of Missouri.
- Stacy, Brian & Guarino, Cassandra & Reckase, Mark D. & Wooldridge, Jeffrey M., 2013. "Does the Precision and Stability of Value-Added Estimates of Teacher Performance Depend on the Types of Students They Serve?," IZA Discussion Papers 7676, Institute for the Study of Labor (IZA).
- 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, 2002.
"Teachers and student achievement in the Chicago public high schools,"
Working Paper Series
WP-02-28, Federal Reserve Bank of Chicago.
- 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.
- Heinrich Hock & Eric Isenberg, 2012. "Methods for Accounting for Co-Teaching in Value-Added Models," Mathematica Policy Research Reports 7482, Mathematica Policy Research.
- 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.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Joanne Pfleiderer) or (Joanne Lustig).
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 references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.