The sensitivity of value -
added teacher effect estimates to different mathematics achievement measures
See: Lockwood, J. R., Daniel F. McCaffrey, Laura S. Hamilton, Brian Stecher, Vi - Nhuan Le, and José Felipe Martinez, «The Sensitivity of Value -
Added Teacher Effect Estimates to Different Mathematics Achievement Measures,» Journal of Educational Measurement 44 (1)(2007): 47 - 67.
Not exact matches
The
effect of the Triborough Amendment is significant: Edmund J. McMahon, senior fellow at the Empire Center for New York State Policy, a conservative research group, has estimated that longevity - based pay increases for
teachers, guaranteed by the amendment even after contracts expire,
add $ 300 million to school budgets annually.
«The appeal process will not go into
effect unless and until Mayor Bloomberg negotiates agreements with the UFT for an overall
teacher evaluation deal... for schools eligible for School Improvement Grants,» Mulgrew said in a statement,
adding that «the Mayor's obsession with closing schools presents a significant barrier to us reaching that overall agreement.»
Finally, researchers discourage the use of value -
added modeling in
teacher evaluation practices due to their low levels of statistical reliability across years and limited validity for detecting individual
teacher effects (Darling - Hammond, 2012).
Models for value -
added modeling of
teacher effects.
Commentary on «Great Teaching: Measuring its
effects on students» future earnings» By Raj Chetty, John N. Friedman and Jonah E. Rockoff The new study by Raj Chetty, John Friedman, and Jonah Rockoff asks whether high - value -
added teachers (i.e.,
teachers who raise student test scores) also have positive longer - term impacts on students, as reflected in college attendance, earnings, -LSB-...]
He concedes, however, that his own research shows that race, gender, and socioeconomic status have little
effect on value -
added measures of
teacher effectiveness.
Researchers have gravitated toward the value -
added approach because, under some assumptions, it provides accurate information on the causal
effects of individual schools or individual
teachers on student performance.
«I hope I have had the
effect on at least a few of my students that both of these
teachers had on me,»
added Newlin, who recently moved from the principalship to a district - level (Kent County Public Schools, Chestertown, Maryland) position as supervisor of mathematics.
The second approach, typically associated with value -
added models (VAMs), controls for student background characteristics and under some conditions can be used to identify the causal
effects of schools and
teachers.
The value -
added measures are designed to provide estimates of the independent
effect of the
teacher on the growth in a student's learning and to separate this from other influences on achievement such as families, peers, and neighborhoods.
These and other findings with respect to the correlates of
teacher effectiveness are obtained from estimations using value -
added models that control for student characteristics as well as school and (where appropriate
teacher) fixed
effects in order to measure
teacher effectiveness in reading and math for Florida students in fourth through eighth grades for eight school years, 2001 - 2002 through 2008 - 2009.
Add the co-morbidity of anxiety and depression, it
effects that student -
teacher relationship, contributes to the lack of retention and big picture learning.
In sum, there is now substantial evidence that value -
added estimates capture important information about the causal
effects of
teachers and schools.
Glazerman et al. (2013) is the only team so far to use random assignment to validate the predictive power of
teacher value -
added effects between schools.
He asked, in
effect, «why do performance pay advocates assume
teachers need
added motivation?
* The value -
added model that the MET project employs, while common in the literature, is also not designed to address how the distribution of
teacher effects varies between high - and low - performing classrooms (e.g.,
teachers of ELL classes are assumed to be of the same average effectiveness as
teachers of gifted / talented classes).
ii ABSTRACT Isolating the
effect of a given
teacher on student achievement (value -
added modeling) is complicated when the student is taught the same subject by more than one
teacher.
In response, Rothstein points out that one can not assess whether value -
added is the «among the strongest predictors» of
teacher effects without comparing it with a broad array of alternative predictors.
Since the initial MET report makes no attempt to adjust methods (especially the survey questions) to see if the stability is truly a
teacher effect, the results, says Rothstein, must be considered inconclusive (the non-random assignment issue also applies to most of the report's other findings on value -
added and student surveys).
The most controversial of them include what is known as value -
added models1 that use data from standardized tests of students as part of the overall measure of the
effect that a
teacher has on student achievement.
«I know well as a
teacher that if I have five or 10 fewer students, it makes a huge difference with what I can do with kids,» said Duncan Clarke, a Washington Middle School
teacher, who
added that smaller classes have an
effect on
teachers as well as students.
Because value -
added measures were so reliable at predicting
teachers» performance, the researchers urged school districts to use it as a «benchmark» for studying the
effect of other measures.
It is much harder to measure principal value -
added because students don't change principals every year, and principals»
effects on students are mostly indirect: principals affect student achievement through
teachers.
Because value -
added measures were so reliable at predicting
teachers» future performance, the researchers urged school districts to use it as a «benchmark» for studying the
effect of other measures.
Yet many stakeholders are concerned that value -
added methodology does not live up to its billing and that
teacher effects from value
added measures will be sensitive to which students a
teacher teaches.
Accordingly, and also per the research, this is not getting much better in that, as per the authors of this article as well as many other scholars, (1) «the variance in value -
added scores that can be attributed to
teacher performance rarely exceeds 10 percent; (2) in many ways «gross» measurement errors that in many ways come, first, from the tests being used to calculate value -
added; (3) the restricted ranges in
teacher effectiveness scores also given these test scores and their limited stretch, and depth, and instructional insensitivity — this was also at the heart of a recent post whereas in what demonstrated that «the entire range from the 15th percentile of effectiveness to the 85th percentile of [
teacher] effectiveness [using the EVAAS] cover [ed] approximately 3.5 raw score points [given the tests used to measure value -
added];» (4) context or student, family, school, and community background
effects that simply can not be controlled for, or factored out; (5) especially at the classroom /
teacher level when students are not randomly assigned to classrooms (and
teachers assigned to teach those classrooms)... although this will likely never happen for the sake of improving the sophistication and rigor of the value -
added model over students» «best interests.»
We estimated
teacher value -
added ignoring students» tracks and courses, as is typically done, and then we re-estimated with track / course
effects.
If that translates into everybody doing their own thing, we'll go backward because the
effect of the school is not the
added effect of the individual
teachers.
As I shared in my previous blog, a new study (Gershenson, Hold, & Papageore, 2015)
adds to the growing body of evidence about the
effect of racial mismatch on
teacher expectations.
(Larsen
adds that for poor children, whose schooling is often plagued by change, either in their home lives or by
teacher turnover, this looping and being around older kids offers a vital stabilizing
effect.)
I should
add, though, and in all fairness given the Review of Paper # 3 — on VAMs» potentials here, many of these aforementioned assertions are somewhat hypothetical in the sense that they are based on the grander literature surrounding
teachers» working conditions, versus the direct, unintended
effects of VAMs, given no research yet exists to examine the above, or other unintended
effects, empirically.
The end result of value -
added assessment is an estimate of
teacher quality, referred to as a
teacher effect in the value -
added literature (Ballou, Sanders, & Wright, 2004).
Isenberg agrees: «I haven't seen anything to date that suggests peer
effects make a large difference» in the context of value -
added teacher evaluations.
In the process, they are confronting the technical challenges involved in value -
added analysis, which attempts to estimate a
teacher's
effect on student learning by measuring each student's year - to - year progress.
«Value
added» is a statistical method of estimating the
effect of a
teacher's instruction on his or her students» test scores.
«
Teacher effects and teacher effectiveness: A validity investigation of TVAAS (Tennessee Value - Added Assessment System).
Teacher effects and
teacher effectiveness: A validity investigation of TVAAS (Tennessee Value - Added Assessment System).
teacher effectiveness: A validity investigation of TVAAS (Tennessee Value -
Added Assessment System).»
Researchers find that no VAM «accurately captures true
teacher effects in all scenarios, and the potential for misclassifying
teachers as high - or low - performing can be substantial [emphasis
added].»
In this case, the argument is that value -
added estimates can and should be used to make decisions about where to position high value -
added teachers so that they might have greater
effects, as well as greater potentials to «
add» more «value» to student learning and achievement over time.
One
teacher asked for more details about a complex algorithm the state will use to measure a
teacher's
effect on student test score growth known as value -
added measurement.
Creating an integrated resource information system to assess student,
teacher, classroom, and school
effects on value -
added student learning gains and to support more cost - effective budgeting
Hence, this study was not about using «value -
added» as the arbiter of all that is good and objective in measuring
teacher effects, it was about selecting
teachers who were distinctly different than the
teachers to whom they were compared and attributing the predictable results back to the «value -
added» selections that were made.
We see small but statistically significant
effects of
teacher value -
added on college attendance and college quality.
For example, it might be that high - value -
added teachers work in particularly effective schools, and that students who attend these schools for sustained periods see not only high initial test scores but also favorable long - term
effects.
This ignores the fact that students are not randomly assigned to
teachers, that some students are much more difficult to teach than others, that small changes in student composition can have a large
effect on the average scores a
teacher achieves, and that recent analyses of value -
added models have shown that as many as 20 % of the
teachers in the top group one year are in the bottom group the next year.
At least part of the variation in
teacher value -
added may have reflected differences in school organization effectiveness or differences in community and peer
effects.
In this paper we report on work estimating the stability of value -
added estimates of
teacher effects, an important area of investigation given public interest in workforce policies that implicitly
The state might follow the MET Project and use a composite estimate with less weight on value -
added, or if the
effects of the new test are concentrated on the value -
added for a subset of
teachers, the state might give these
teachers» value -
added less weight or allow districts greater flexibility in how they use value -
added for performance evaluations.
In a provocative and influential paper, Jesse Rothstein (2010) finds that standard value -
added models (VAMs) suggest implausible future
teacher effects on past student achievement, a finding that