Assessing the "Rothstein Falsification Test": Does It Really Show Teacher Value-Added Models Are Biased?

被引:30
作者
Goldhaber, Dan [1 ,2 ]
Chaplin, Duncan Dunbar [3 ]
机构
[1] Univ Washington Bothell, Ctr Educ Data & Res, Seattle, WA 98103 USA
[2] CALDER, Amer Inst Res, Washington, DC USA
[3] Mathemat Policy Res, Washington, DC USA
关键词
Value added; teacher evaluation; falsification tests; SPECIFICATION; PERFORMANCE; PROGRAMS;
D O I
10.1080/19345747.2014.978059
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
In an influential paper, Jesse Rothstein (2010) shows that standard value-added models (VAMs) suggest implausible and large future teacher effects on past student achievement. This is the basis of a falsification test that appears to indicate bias in typical VAM estimates of teacher contributions to student learning on standardized tests. We find that the "Rothstein falsification test" generates large and implausible future teacher effects even when students are randomly assigned to classrooms. Importantly, we also show that although the test can determine when students are tracked to teachers, this tracking result does not necessarily imply bias in estimates of teacher effectiveness. The primary reason that the test does not imply bias is that tracking could be based on lagged student achievement, which is usually accounted for in VAMs. Specifically, we show theoretically and through simulations that the test proposed in Rothstein will often falsify VAMs that are unbiased and fail to falsify VAMs that are biased.
引用
收藏
页码:8 / 34
页数:27
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