The DOI matches its Crossref record; 190 of the 190 references it cites were found in a registry or an index; 4 of the 33 sources its claims cite were checked for support.
Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood
Open accessAbstract
Are teachers' impacts on students' test scores (value-added) a good measure of their quality? This question has sparked debate partly because of a lack of evidence on whether high value-added (VA) teachers improve students' long-term outcomes. Using school district and tax records for more than one million children, we find that students assigned to high-VA teachers are more likely to attend college, earn higher salaries, and are less likely to have children as teenagers. Replacing a teacher whose VA is in the bottom 5 percent with an average teacher would increase the present value of students' lifetime income by approximately $250,000 per classroom. (JEL H75, I21, J24, J45)
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In the paper
“Our first method of estimating teachers' long-term impacts builds on our finding that conditioning on prior test scores and other observables is adequate to obtain unbiased estimates of teachers' causal impacts on test scores (Chetty, Friedman, and Rockoff 2014).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > III. Research Design 1: Cross-Class Comparisons
What the sources say
- Supportedcites Chetty, Friedman, and Rockoff 2014 source
Section III, “Research Design 1: Cross-Class Comparisons,” states the claim verbatim and says the paper’s first method builds on that finding. The paper reports and relies on the finding, even though it cites an earlier work for it. (LLM, conf=0.95)
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In the paper
“We confirm this rapid fade-out in our data”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“we find that students assigned to high-VA teachers are more likely to attend college, earn higher salaries, and are less likely to have children as teenagers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“we find that students assigned to high-VA teachers are more likely to attend college, earn higher salaries, and are less likely to have children as teenagers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“At age 28, the oldest age at which we currently have a sufficiently large sample size to estimate earnings impacts, a one standard deviation increase in teacher quality in a single grade raises annual earnings by 1.3 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“We confirm this rapid fade-out in our data, but find that teachers' impacts on earnings are similar to what one would predict based on the cross-sectional correlation between earnings and contemporaneous test score gains.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“Improvements in average teacher VA also increase the quality of colleges which students attend.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“Improvements in English teacher quality have larger impacts than improvements in math teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“The impacts on college outcomes are statistically significant with p < 0.01.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“we find that students assigned to high-VA teachers are more likely to attend college, earn higher salaries, and are less likely to have children as teenagers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“We also find that improvements in teacher quality significantly reduce the probability of having a child while being a teenager, increase the quality of the neighborhood in which the student lives (as measured by the percentage of college graduates in that zip code) in adulthood, and raise participation rates in 401(k) retirement savings plans.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“We also find that improvements in teacher quality significantly reduce the probability of having a child while being a teenager, increase the quality of the neighborhood in which the student lives (as measured by the percentage of college graduates in that zip code) in adulthood, and raise participation rates in 401(k) retirement savings plans.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We also find that improvements in teacher quality significantly reduce the probability of having a child while being a teenager, increase the quality of the neighborhood in which the student lives (as measured by the percentage of college graduates in that zip code) in adulthood, and raise participation rates in 401(k) retirement savings plans.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“The present value gain from deselecting the bottom 5 percent of teachers using three years of test score data is $185,000 per classroom on average.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“Improvements in teacher quality also raise the quality of the colleges which students attend, as measured by the average earnings of previous graduates of that college.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The long-term impacts of teacher VA are slightly larger for females than males.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“A one standard deviation improvement in teacher VA in a single grade raises the probability of college attendance at age 20 by 0.82 percentage points, relative to a sample mean of 37 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“The impacts of teacher VA are roughly constant in percentage terms by parents' income.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Students who are assigned higher VA teachers have steeper earnings trajectories in their 20s.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“Teachers' impacts are significant and large throughout grades 4-8, showing that improvements in the quality of education can have large returns well beyond early childhood.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
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In the paper
“However, the impacts remain significant even in the mid-20s, perhaps because of increased attendance of graduate or professional schools.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“In contrast, excluding the bottom 1 percent of the VA distribution has little impact on our estimates, consistent with the view that test manipulation is responsible for the results in the upper tail.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
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In the paper
“The impact of teacher quality on earnings rises almost monotonically with age.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“A one standard deviation increase in teacher VA raises the probability of working by 0.38 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“the point estimate of teachers' impacts changes relatively little with this broader income definition”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“a one standard deviation increase in teacher VA increases earnings growth by $286 (2.5 percent) over this period.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“The coefficient at s = 0 is not statistically distinguishable from 1, as shown in our companion paper.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“A one standard deviation increase in student test scores, controlling for the student-and class-level characteristics X it , is associated with a 12 percent increase in earnings at age 28 (online Appendix Table 3, column 3, row 2).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
What the sources say
- Not matchedcites online Appendix Table 3, column 3, row 2
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The null hypothesis that teacher VA has no effect on college attendance is rejected with a t-statistic above 11 ( p < 0.001).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“In the cross section, a one standard deviation increase in test score is associated with a $7,700 (36 percent) increase in earnings at age 28.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Cross-Sectional Correlations
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In the paper
“Conditional on the student-and class-level controls X it which we define in Section IIIA below, a one standard deviation increase in the current test score is associated with a $2,600 (12 percent) increase in earnings on average.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Cross-Sectional Correlations
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As these students enter the labor force, they have steeper earnings trajectories than students who had lower VA teachers in grades 4-8.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“After imposing the sample restrictions described above, the linked analysis sample contains 6.8 million student-subject-year observations (covering 1.1 million students) which we use to study teachers' long-term impacts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Summary Statistics
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In the paper
“Having a one standard deviation higher VA teacher in a single year from grades 4-8 reduces the probability of a teen birth by 0.61 percentage points, a reduction of roughly 4.6 percent”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
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In the paper
“The smallest of the three estimates implies that a one standard deviation increase in teacher VA raises earnings by 1.34 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
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In the paper
“where the earnings impact reaches 1.65 percent, as in Figure 2A.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“This impact is similar to the raw cross-sectional correlation between scores and teenage births”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
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In the paper
“In particular, quasi-experimental estimates of the impacts of teacher quality on test scores and college attendance are very similar to the estimates obtained from (6).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
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In the paper
“A one standard deviation increase in teacher quality raises end-of-year scores by 0.13 standard deviations of the student test score distribution on average across grades and subjects.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
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In the paper
“a one standard deviation increase in teacher VA increases the likelihood of saving money in a 401(k) at age 28 by 0.55 percentage points (or 2.8 percent of the mean)”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As one would expect, teacher VA has the largest impacts on college attendance rates before age 22.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Panel A of Figure 1 shows that being assigned to a higher VA teacher in a single grade raises a student's probability of attending college significantly.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“A one standard deviation increase in teacher VA in a single grade increases earnings at age 28 by $350, 1.65 percent of mean earnings in the regression sample.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
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In the paper
“We regress this high-quality college indicator on teacher VA in the full sample, including students who do not attend college, and find that a one standard deviation increase in teacher VA raises the probability of attending a high-quality college by 0.72 percentage points, relative to a mean of 13.41 percent (column 7 of Table 2).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“A one standard deviation increase in teacher quality increases the fraction of students who spend four or more years in college by 0.79 percentage points (3.2 percent of the mean).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“better teachers increase the growth rate of students' earnings in their 20s.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
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In the paper
“A one standard deviation increase in teacher VA raises neighborhood SES by 0.25 percentage points (1.8 percent of the mean) by this metric”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Again, there is a highly significant relationship between the quality of colleges students attend and the quality of the teachers they had in grades 4-8 (t = 14.4,p < 0.001).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“A one standard deviation improvement in teacher VA raises college quality by $299 (or 1.11 percent) on average, as shown in column 4 of Table 2.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“On average across subjects and grades, a one standard deviation increase in a teacher's true test score VA in a single grade increases the probability of college attendance at age 20 by κ = 0.82 percentage points, relative to a mean college attendance rate of 37.2 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
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In the paper
“a one standard deviation improvement in teacher VA raises college quality by $197 (s.e.= $60)”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
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In the paper
“changes in teacher VA again affect college quality in the year of the change rather than in preceding or subsequent years”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
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In the paper
“Changes in mean teacher VA have no effect on predicted college attendance rates”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
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In the paper
“We find that a one standard deviation increase in teacher VA in English has larger impacts on college quality than a one standard deviation improvement in teacher VA in math.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
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In the paper
“Controlling for these variables has little impact on the estimate.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
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In the paper
“We find no evidence that predicted college quality based on parent characteristics is correlated with changes in teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“A one standard deviation improvement in English teacher quality raises college quality by roughly twice as much as a one standard deviation improvement in math teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
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In the paper
“the cross-sectional correlation between scores and college quality is significantly larger for higher SES students”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
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In the paper
“In the sample for which we observe college attendance, the standard deviation of teacher VA estimates is SD( m jt ) = 0.61.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“isolating the variation due purely to teacher switching using an instrumental variables specification yields very similar results (not reported).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We show below that we obtain similar results when restricting to the subset of school-grade-subject-year cells with no missing data on teacher VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This is because the tracking coefficients ρ g, g ′ are small.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although the estimates in each grade have relatively wide confidence intervals, there is no systematic trend in the impacts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“yields a confidence interval of (-$581, $665)”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because a given teacher's math and English VA are highly correlated (r = 0.6), the magnitude of the two subject-specific coefficients drops by an average of 40 percent when included together in a single regression for elementary school.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
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In the paper
“drift accounts for 5.5 percent of the variance in Δ Q sgt”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“a one standard deviation increase in teacher VA raises test scores by approximately 0.13 standard deviations on average in all the subgroups”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because a given teacher's math and English VA are highly correlated (r = 0.6), the magnitude of the two subject-specific coefficients drops by an average of 40 percent when included together in a single regression for elementary school.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“improvements in teachers' test-score VA across cohorts lead to sharp changes in the quality of colleges that students attend across all of the specifications.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“the cross-class and quasi-experimental designs yield very similar estimates of teachers' impacts on test scores, college attendance, and college quality”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“which is not statistically distinguishable from the estimates of $266-$299 obtained using the first research design.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Without estimation error, G C (1) = $340, 000.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The null hypothesis that κ = 0 is rejected with p < 0.01.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the impacts are more similar as a percentage of mean college quality: 0.80 percent for low-income students versus 1.25 percent for high-income students.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We find that teachers' long-term impacts are large and significant in all grades.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This estimate is very similar to the estimates of 0.71-0.82percentage points obtained from the first research design in Table 2.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The coefficient on Δ Q sgt changes very little relative to the baseline estimate that pools all sources of variation.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“a one standard deviation improvement in teacher quality raises college attendance rates by 0.86 percentage points, with a standard error of 0.23.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Changes in the quality of the teaching staff have significant impacts on changes in college attendance rates across consecutive cohorts of students in a school-grade-subject cell.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The differences between the net impacts and reduced-form impacts are modest: the mean difference between κ g and ˜ κ g is 19.6 percent in grades 4-7.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Adding data from prior classes yields relatively little information about current teacher quality both because of decreasing returns to additional observations and drift.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Panel A shows gains for the school year immediately after deselection; panel B shows the gains in subsequent school years, which decay over time due to drift in teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“For instance, selection based on three years of data using VA estimates that do not adjust for drift yields gains that are 98 percent as large as those reported above.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For example, among math teachers in elementary school, 3.2 percent of the teachers whose estimated VA based on three years of test score data ( m j, 4 ) is in the bottom 5 percent have true VA m j, 4 above the median.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We find little or no correlation between match rates and teacher VA in the various subsamples we use in our analysis”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In our data, roughly 9 percent of teachers in their third year do not return to the school district for a fourth year.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Deselection based on VA estimates at the end of year three generates an average gain of $184,000 per classroom per year over the subsequent ten years, the median survival time in the district for teachers who have taught for three years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“and obtain very similar estimates of teachers' impacts on long-term outcomes when restricting the sample to school-grade-subject cells with above-median match rates (see online Appendix Table7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The average present value gain from deselection based on true VA over the subsequent ten years is approximately $250,000 per classroom.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“This corresponds to an undiscounted lifetime earnings gain per classroom of students of approximately $1.4 million.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The magnitude of the four-year attendance impact (0.79 pp) is very similar to the magnitude of the single-year attendance impact (0.82 pp).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“All values in these figures are based on our estimate that a one standard deviation increase in true teacher VA increases earnings by 1.34 percent (column 2 of Table3).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“When the estimation window n is short, drift has little impact on the weights placed on test scores across years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This figure shows the effect of current teacher VA on test scores at the end of the current and subsequent school years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Teachers' impacts are significant and large throughout grades 4-8, showing that improvements in the quality of education can have large returns well beyond early childhood.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Second, students' prior test scores and contemporaneous scores in the other subject are also uncorrelated with changes in the quality of teaching staff in a given subject.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Second, ˜ κ g measures only the portion of teachers' earnings impacts which are correlated with their impacts on test scores.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Comparisons to other data sources indicate that 1098-T forms capture college enrollment accurately (see online Appendix B).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Tax Data
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“If the impact on earnings remains constant at 1.3 percent over the life cycle, students would gain approximately $39,000 on average in cumulative lifetime income from a one standard deviation improvement in teacher VA in a single grade.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The impact of teacher VA on earnings remains constant at 1.3 percent over the life cycle.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The unweighted correlation between state-level teenage birth rates in our data and the ACS is 0.80.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Tax Data
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Despite these limitations, our proxy for teenage birth is closely aligned with estimates based on the American Community Survey (ACS).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Tax Data
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Unfortunately, the orthogonality condition required to obtain unbiased forecasts of teachers' earnings VA-that other unobservable determinants of students' earnings are orthogonal to earnings VA estimates-does not hold in practice, as we discuss in online Appendix A.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We address this concern by showing that our estimates remain similar in a subsample of school-grade-subject cells with little or no missing data (online Appendix Table 7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. School District Data
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“This gain is still about ten times larger than recent estimates of the additional salary one would have to pay teachers to compensate them for the risk of evaluation based on VA measures (Rothstein 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
What the sources say
- Not matchedcites Rothstein 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Although this is a very strong assumption, the estimates from this approach closely match the quasi-experimental estimates for outcomes where we have adequate precision to implement both designs, supporting its validity.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Unobserved determinants of outcomes in adulthood such as student ability are unrelated to teacher VA conditional on observable characteristics.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The oldest age at which the sample is large enough to obtain informative estimates of teachers' impacts on earnings turns out to be age 28.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Summary Statistics
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Forecast unbiasedness of test-score VA implies that the first stage of this 2SLS regression has a coefficient of 1.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Test-score value-added estimates are forecast unbiased: the covariance between true and estimated VA divided by the variance of estimated VA equals 1.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Reassuringly, we find that these schools do not differ significantly from the sample as a whole on test scores and other observables.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. School District Data
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Third, changes in teacher VA across cohorts have sharp effects on college attendance exactly in the year of the change but not in prior years or subsequent years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Discounting at a 5 percent rate yields a present value gain of $7,000 at age 12, the mean age at which the interventions we study occur.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Replacing a teacher whose VA is in the bottom 5 percent with an average teacher would increase the present value of students' lifetime income by approximately $250,000 per classroom.”
- Also stated in: § Abstract · hedged
“We estimate that replacing a teacher whose current VA is in the bottom 5 percent with an average teacher would increase the mean present value of students' lifetime income by $250,000 per classroom over a teacher's career, accounting for drift in teacher quality over time.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Also stated in: § Abstract · hedged
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As a result, ˜ κ g is a lower bound for the standard deviation of teachers' effects on earnings.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, because VA is estimated with noise, the gains from deselecting teachers based on data from a limited number of classrooms are smaller.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Replacing low-VA teachers may therefore be a more cost effective strategy to increase teacher quality in the short run than paying bonuses to retain high-VA teachers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“First, predetermined student and parent characteristics are uncorrelated with changes in the quality of teaching staff.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This result suggests that VA could potentially be a useful tool for evaluating teacher performance if the signal quality of VA for long-term impacts does not fall substantially when it is used to evaluate teachers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The signal quality of VA for long-term impacts does not fall substantially when it is used to evaluate teachers.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“If teacher VA is correlated with X it , estimates of β Y in a specification without teacher fixed effects are biased because part of the teacher effect is attributed to the covariates.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Our conclusion that teachers have long-lasting impacts may be surprising given evidence that teachers' impacts on test scores fade out very rapidly in subsequent grades (Rothstein 2010; Carrell and West 2010; Jacob, Lefgren, and Sims 2010).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the financial value of having a one standard deviation higher VA teacher (i.e., a teacher at the eightyfourth percentile instead of the median) is 1.34 percent × $522, 000 ≃ $7, 000 per grade.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage gain in earnings remains constant at 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings are discounted at a 3 percent real rate (5 percent discount rate with 2 percent wage growth) back to age 12.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“supporting the identification assumption in (7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Test-score value-added estimates are orthogonal to unobserved determinants of earnings conditional on X.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This finding suggests that teachers' impacts on lifetime earnings could be larger than the 1.34 percent impact observed at age 28.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Having a teacher in the first percentile of the value-added distribution (2.33 standard deviations below the mean) is equivalent to missing 2.33 × 1.34 percent __ 9 percent = one-third of the school year when taught by a teacher of average quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, the fact that controlling for these variables does not significantly affect the estimates of κ supports the identification assumption of selection on observables in (7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Test-score value-added estimates are orthogonal to unobserved determinants of earnings conditional on X.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We return to these results below and show that the causal impacts of teacher VA on earnings and other outcomes are commensurate to what one would predict based on these correlations.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Cross-Sectional Correlations
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“As with college attendance, controlling for these additional observable characteristics has relatively small effects on the point estimates, supporting the identification assumption in (7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The leaveyear-out approach eliminates this correlated estimation error bias because m jt is estimated using a sample which excludes the observations on the left-hand side of (6).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The $299 estimate in column 4 combines intensive and extensive margin responses because it includes the effect of increased college attendance rates on projected earnings.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The estimate in column 2 is quite similar to that in column 1.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“this implies that the extensive margin accounts for at most 81/350 = 23 percent of the total earnings increase due to better teachers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes- The authors state this as an assumption: The marginal entrant into the labor market would take a job paying the mean earnings level in the sample ($21,256).
- Rests on an assumption: The marginal entrant into the labor market most likely has lower earnings than the mean.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The undiscounted lifetime earnings gain (assuming a 2 percent growth rate but 0 percent discount rate) is approximately $39,000 per student.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The undiscounted lifetime earnings gain assumes a 2 percent growth rate but 0 percent discount rate.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This result supports the validity of the selection on observables assumption not only for test scores and college attendance but also for other outcomes as well, as any selection effects would presumably be manifested in all of these outcomes.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Rests on an assumption: Any selection effects would be manifested in all outcomes (test scores, college attendance, earnings, etc.).
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“consistent with our finding that higher VA teachers induce their students to go to college.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“If the marginal entrant into the labor market were to take a job that paid the mean earnings level in the sample ($21,256), this extensive margin response would raise mean earnings by $81.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes- The authors state this as an assumption: The marginal entrant into the labor market would take a job paying the mean earnings level in the sample ($21,256).
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because we trim outliers, our baseline estimates should be interpreted as characterizing the relationship between VA and outcomes below the ninety-ninth percentile of VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Although individuals' earnings trajectories remain quite steep at age 28, earnings levels at age 28 are highly correlated with earnings at later ages (Haider and Solon 2006), a finding we confirm within the tax data in online Appendix Figure 4.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
What the sources say
- Not checked — no full text of the sourcecites Haider and Solon 2006 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Again, the coefficient does not change appreciably.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Using a leave-year-out estimate of VA is necessary to obtain unbiased estimates of teachers' long-term impacts because of correlated errors in students' test scores and later outcomes.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“consistent with the view that test manipulation is responsible for the results in the upper tail.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the sharp changes we analyze are likely driven by idiosyncratic shocks such as changes in staffing needs, maternity leaves, or the relocation of spouses.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For a class of average size (28.2), the total NPV (net present value) earnings impact from this replacement is G C = $407, 000.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“our sample size for earnings at age 28 is roughly one-seventh the size of the sample available to study college attendance at age 20.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, as we discuss below, the magnitude of the tracking coefficients is small and hence further adjusting for the variation in shrinkage factors is unlikely to affect our conclusions.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The placebo tests in panel A support strongly the view that the changes in teacher VA have causal effects on college attendance rates.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We do not have adequate power to identify the impacts of these exceptional teachers on college attendance using such event studies.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In practice, student sorting at an annual frequency is minimal because of the costs of changing schools.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“supporting the assumption that changes in the quality of the teaching staff are unrelated to changes in student quality at an annual level.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These results suggest that the vast majority of the reduced-form impacts estimated above reflect a teacher's own direct impact rather than the impacts of being tracked to better teachers in later grades.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Hence, ˜ κ g cannot be interpreted as the structural impact of teacher quality holding fixed all other inputs in a general model of the education production function (e.g., Todd and Wolpin 2003).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
What the sources say
- Not checked — no full text of the sourcecites Todd and Wolpin 2003 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Net impacts do not net out potential changes in other factors besides teachers, such as peer quality or parental inputs.
In the paper
“The marginal gains from obtaining one more year of data are outweighed by the expected cost of having a low VA teacher on the staff even after the first year (Staiger and Rockoff 2010).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
What the sources say
- Not checked — no full text of the sourcecites Staiger and Rockoff 2010 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
None of the sources cited for this claim have been checked yet.
In the paper
“Hence, the returns to better performance in English are especially large, although it is much harder for teachers to improve students' achievement in English (e.g., Hanushek and Rivkin 2010; Kane et al. 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
What the sources say
- Not checked — no full text of the sourcecites Hanushek and Rivkin 2010 source
- Not matchedcites Kane et al. 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Intuitively, when math VA is included by itself in elementary school, it partly picks up the effect of having better teaching in English as well.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Therefore, replacing a teacher in the bottom 5 percent of the VA distribution with an average teacher generates a present value lifetime earnings gain per student of G = 2.063 × $522, 000 × 1.34% = $14, 500.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This is despite the fact that the variance of teacher effects in terms of test scores is larger in math than English.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Using the estimates from column 3 of panel B in Table 6, this implies that an English teacher who raises her students' test scores by one standard deviation raises college quality by 189/0.124_ 106/0.163= 2.3 times as much as a math teacher who generates a commensurate test score gain.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This result shows that fluctuations in teacher quality relative to trend in specific grades generate significant changes in the affected students' college attendance rates.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“This generates downward bias in our estimates because we mismeasure the change in teacher quality Δ Q sgt across cohorts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, the fact that high-VA math and English teachers continue to have substantial impacts in middle school indicates that education has substantial returns well beyond early childhood.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The gains from deselecting teachers based on estimated VA are significantly smaller because of noise in VA estimates and drift in teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“these findings suggest that the heterogeneity in teachers' long term impacts is driven by the second mechanism, namely that high SES students' earnings are more sensitive to test score gains.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“teacher quality-at least as measured by test-score VA-is complementary to family inputs and resources.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“this leave-out technique ensures that changes in Δ Y sgt are not spuriously correlated with Δ Q sgt due to estimation error in VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“This simple approach to correcting for the attenuation bias is an approximation because the shrinkage factor does vary across observations.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“in our first paper, we present direct evidence supporting (10) by showing that both prior scores and contemporaneous scores in the other subject (e.g., English) are uncorrelated with changes in mean teacher quality in a given subject (e.g., math).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
What the sources say
- Not matchedcites our first paper
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We cannot identify complementarities in teacher VA across grades because our identification strategy forces us to condition on lagged test scores, which are endogenous to the prior teacher's quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Teacher effects are additive across grades.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“we obtain very imprecise and fragile estimates of the impacts of teacher quality on earnings using the quasi-experimental design.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, the returns to better performance in English are especially large, although it is much harder for teachers to improve students' achievement in English (e.g., Hanushek and Rivkin 2010; Kane et al. 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“we expect the cross-class design to yield unbiased estimates of earnings impacts as well.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For the same reason, we also cannot identify the substitutability or complementarity of teachers' impacts across grades.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, the most important lesson of this study is that improving the quality of teaching-whether via the use of value-added metrics or other policy levers-is likely to have substantial economic and social benefits.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes? Checkable: unclear✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because teacher quality drifts over time, the gains fall in subsequent school years, as some of the teachers who were deselected based on their predicted VA in school year n would have reverted toward the mean in subsequent years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, the estimated gains from this policy are more than ten times larger than the costs.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We have inadequate precision to estimate wage earnings impacts separately by subject and grade level.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In our sample, mean teacher salaries were approximately $50,000, implying that annual salaries would have to be raised by approximately $700 for all teachers to compensate them for the additional risk.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Clotfelter et al. (2008) estimate that a $1,800 bonus payment in North Carolina reduces attrition rates by 17 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
What the sources say
- Not checked — no full text of the sourcecites Clotfelter et al. (2008) source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, drift and estimation error each account for roughly half of the difference between G C (1) and G C .”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Since the students who are on the margin of attending for one year presumably do not all attend for four years, this suggests that better teachers increase the number of years that students spend in college on the intensive margin.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The expected benefit of offering a bonus to even an excellent (ninety-fifth percentile) teacher is only modestly larger than the cost because one must pay bonuses to (100 -9)/1.5 ≈ 60 additional teachers for every extra teacher retained.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We do not have adequate precision to implement the quasi-experimental design for earnings or within specific subgroups, which is why the cross-sectional estimates remain valuable.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“With an annual discount rate of 5 percent, the parents of a classroom of average size should be willing to pay this teacher $200,000 ($7,000 per parent) to stay and teach their children during the next school year.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
- Probably not a substantial claim. 31
- It may state two separate claims as one. 49
- The quote only partly states this claim. 3
Every source the paper cites for this claim was checked and supports it.
In the paper
“We addressed the first question in the previous paper in this volume (Chetty, Friedman, and Rockoff 2014) and concluded that VA measures which control for lagged test scores exhibit little or no bias.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
What the sources say
- Supportedcites Chetty, Friedman, and Rockoff 2014 source
The opening passage explicitly states that the authors concluded VA measures controlling for lagged test scores exhibit little or no bias. The Methodology section also says this paper uses the same VA estimates and controls as the companion paper. Although the finding originated in the previous paper, this source reports and relies on it. (LLM, conf=0.94)
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Supported
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“First, using VA measures to evaluate teachers could induce responses such as teaching to the test or cheating, eroding the signal in VA measures (e.g., Jacob 2005, Neal and Schanzenbach 2010).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
What the sources say
- Partly supportedcites Jacob 2005 sourceExperimental — accuracy not yet measured
The Introduction reports that Chicago’s high-stakes testing produced gains largely in test-specific skills rather than comparable gains on a state exam; it also discusses cheating as a possible response, while noting that estimated cheating explained very little of the score gains. The paper supports the concern that testing incentives can distort scores, but it does not specifically examine using value-added measures to evaluate teachers or the signal in those measures. (LLM, conf=0.85)
- Not checked — no full text of the sourcecites Neal and Schanzenbach 2010 source
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Partly supported
Every source the paper cites for this claim was checked and supports it.
In the paper
“Our first paper (Chetty, Friedman, and Rockoff 2014) showed that existing testscore value-added measures are a good proxy for a teacher's ability to raise students' test scores.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
What the sources say
- Supportedcites Chetty, Friedman, and Rockoff 2014 source
The Conclusion states the claim directly, explaining that the authors’ first paper showed existing test-score value-added measures to be a good proxy for a teacher’s ability to raise test scores. The Abstract also reports that the earlier paper found little or no bias in value-added measures that control for lagged test scores. The supplied passages do not give page numbers. (LLM, conf=0.94)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Supported
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Using this design, we find that a one standard deviation improvement in teacher VA raises the probability of college attendance at age 20 by 0.86 percentage points, nearly identical to the estimate obtained from our first research design.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: High-frequency teacher turnover within school-grade cells is uncorrelated with student and school characteristics.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The qualitative conclusion that teacher VA has long-term impacts is not sensitive to trimming, but including teachers in the top 1 percent reduces our estimates of teachers' impacts on long-term outcomes by 10-30 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The mean college quality conditional on attending college is $41,756, while the quality for all those who do not attend college is $17,920.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Both parent characteristics and twice-lagged test scores are strong predictors of college attendance rates even conditional on the baseline controls X ct , with F-statistics exceeding 300.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Being assigned to a higher value-added teacher has a significant impact on earnings, with the null hypothesis of κ = 0 rejected with p < 0.01.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“At early ages, the impact of higher VA is negative and statistically significant”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Extensive Margin
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“similar to the observed impact of 1.34 percent.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe quote only partly states this claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The unconditional relationship between scores and outcomes is S-shaped, while the relationship conditional on prior scores and other covariates is almost perfectly linear.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Cross-Sectional Correlations
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Both math and English test scores are highly positively correlated with earnings, college attendance, and neighborhood quality, and are negatively correlated with teenage births.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Cross-Sectional Correlations
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Mean individual earnings at age 28 is $20,885, while mean total income is $21,272 (in 2010 US$).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Summary Statistics
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“a one standard deviation increase in VA raises college quality by $190 for children whose parents have below-median income, compared with $380 for those whose parents have above-median income.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the t-statistic for college attendance is 3.78”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“A one standard deviation increase in current teacher quality typically raises future teacher quality by about 0.05 standard deviations or less in elementary school and by about 0.25 standard deviations in middle school (online Appendix Table 12).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The gains grow fairly rapidly with more data in the first three years, but the marginal value of additional information is small.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“With three years of test score data, the gain is $266,000, but the gain increases to only $279,000 after ten years.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The corresponding t-statistic for test scores is 34.0”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“contemporaneous changes in teacher quality have significant effects on college attendance rates, but past or future changes have no impact”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The undiscounted cumulative lifetime earnings gains from deselection are 5.5 times larger than these present value gains ($80,000 per student and $2.25 million per classroom), as shown in online Appendix Table 13.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“After three years, waiting for one more year would increase the gain by $4,000 but has an expected cost of $266,000.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“With one year of data, the expected gain per class is $226,000, 56 percent of the gain from selecting on true VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the impacts are larger for higherincome and non-minority households in absolute terms.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the point estimate of a one standard deviation increase in teacher quality increases, but the confidence interval is significantly wider because the sample size is considerably smaller.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“κ 0 is positive and highly significant while all the other coefficients are near 0 and statistically insignificant.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the point estimates of the impacts of teacher VA are larger for females than males, although we cannot reject equality of the impacts ( p = 0.102).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Based on our calculations above, the deselection policy would generate NPV gains of $184,000 per teacher deselected, or $9,250 for all teachers on average (because only 1 out of 20 teachers would actually be deselected).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The estimated total undiscounted earnings gains from this policy are approximately $50,000 per child and $1.4 million for the average classroom.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: A one standard deviation improvement in teacher VA raises earnings by 1.34 percent in all subjects and grade levels.
- The authors state this as an assumption: Teachers teach one class per year.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Measuring parent income at other points in time yields very similar results (not reported).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“The attrition rate is unrelated to teacher VA, consistent with the findings of Boyd et al. (2008).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
What the sources say
- Not checked — no full text of the sourcecites Boyd et al. (2008)
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“As a result, drift-unadjusted measures yield rankings of teacher quality that are very highly correlated with our measures and thus produce similar gains.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The within-grade variation in achievement in the district we examine is comparable to the within-grade variation nationwide, so our results can be compared to estimates from other samples.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. School District Data
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“Intuitively, some teachers may be effective at raising students' earnings even if they are not effective at raising test scores, for instance by directly instilling other skills which have long-term payoffs (Jackson 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
What the sources say
- Not matchedcites Jackson 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although κ g does not correspond directly to earnings VA, it reveals the extent to which the test-score-based VA measures currently used by school districts are informative about teachers' long-term impacts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The gains from such policies are only slightly larger than their costs because most bonus payments end up going to high-VA teachers who would have stayed even without the additional payment.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“First, the reduced-form impact combines two effects: the direct impact of having a higher-VA teacher in grade g and the indirect impact of endogenous changes in other educational inputs.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“In our core sample, 15.8 percent of women have teenage births, compared with 14.6 percent in the 2003 ACS.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Tax Data
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We find that rankings of college quality are very stable across cohorts and are robust to alternative specifications provided that earnings are measured after age 28 (online Appendix Figure 1, online Appendix Table 2).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Tax Data
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Importantly, we estimate β Y using within-teacher variation to account for the potential sorting of students to teachers based on VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > I. Conceptual Framework
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
None of the sources cited for this claim have been checked yet.
In the paper
“This pattern of fade-out and re-emergence echoes the findings of recent studies of early childhood interventions (Deming 2009; Heckman et al. 2010b; Chetty et al. 2011).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
What the sources say
- Not checked — no full text of the sourcecites Deming 2009 source
- Not matchedcites Heckman et al. 2010b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Chetty et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“While we cannot directly measure college completion in our data, this finding suggests that higher-quality teachers increase not just attendance but also college completion rates.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one. The quote only partly states this claim.
None of the sources cited for this claim have been checked yet.
In the paper
“A second benchmark is the increase in earnings from an additional year of schooling, which is around 9 percent (Gunderson and Oreopoulos 2010, Oreopoulos and Petronijevic 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
What the sources say
- Not checked — no full text of the sourcecites Gunderson and Oreopoulos 2010 source
- Not matchedcites Oreopoulos and Petronijevic 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This suggests that at most (41, 756 -17, 920) × 0.82 percent = $195 of the $299 impact is due to the extensive margin response, confirming that teachers improve the quality of colleges which students attend.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: Those who are induced to attend college attend a college of average quality.
None of the sources cited for this claim have been checked yet.
In the paper
“This result aligns with existing evidence that improvements in education raise contemporaneous scores, then fade out in later scores, only to reemerge in adulthood (Deming 2009; Heckman et al. 2010b; Chetty et al. 2011).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > D. Other Outcomes
What the sources say
- Not checked — no full text of the sourcecites Deming 2009 source
- Not matchedcites Heckman et al. 2010b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Chetty et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“As with college attendance, the inclusion of these controls has only a modest effect on the point estimates.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe quote only partly states this claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, the impacts remain significant even in the mid-20s, perhaps because of increased attendance of graduate or professional schools.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This increase is most consistent with an intensive margin effect, as students would be unlikely to jump from not going to college at all to attending a high-quality college.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. College Attendance
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, higher income households, whose children have higher earnings on average, should be willing to pay larger amounts for higher teacher VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Abstract
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Given this result, one may expect that comparing the long-term outcomes of students assigned to different teachers conditional on the same control vector will yield unbiased estimates of teachers' long-term impacts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > III. Research Design 1: Cross-Class Comparisons
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The more conservative approach of clustering by school increases standard errors by 30 percent (for earnings), but does not affect our hypothesis tests at conventional levels of statistical significance (online Appendix Table 7).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the mean present value of lifetime earnings at age 12 in the US population is approximately $522,000.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Earnings
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
- The authors state this as an assumption: The percentage gain in earnings remains constant at 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings are discounted at a 3 percent real rate (5 percent discount rate with 2 percent wage growth) back to age 12.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We instead cluster standard errors at the school by cohort level when estimating (8) at the class level, which adjusts for correlated errors across classrooms and repeat student observations within a school.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Methodology
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In Table 2 of our companion paper, we estimated that the standard deviation of teacher effects on student test scores in elementary school is 0.124 in English and 0.163 in math.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Under the assumption that m jt is normally distributed, a teacher in the bottom 5 percent of the true VA distribution is on average 2.063 standard deviations below the mean teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- The authors state this as an assumption: Teacher value-added is normally distributed.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We estimate one-year persistence using more than 5.6 million studentyear-subject observations and four-year persistence using more than 1.3 million student-year-subject observations.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > IV. Research Design 2: Teacher Switching Quasi-Experiments
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“which as noted above relies on a stronger identification assumption but is bolstered by generating results which are similar to the quasi-experimental design in the full sample.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > V. Heterogeneity of Teachers' Impacts
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This result implies that higher income families should be willing to pay more for high-VA teachers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > A. Demographic Groups
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“the quasi-experimental estimate is much less precise because it exploits less variation.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We have much less power here both because the college attendance is only observed for the older half of our sample and because college is a much noisier outcome than end-of-grade test scores.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > Full sample
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Even though teachers have much smaller impacts on English test scores than math test scores, the small improvements that good teachers generate in English are associated with substantial long-term impacts.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > B. Subjects: Math versus English
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This pattern is consistent with the cross-sectional correlations between test scores and adult outcomes, which are also relatively stable across grades (online Appendix Table 6).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The greater degree of tracking in middle school is consistent with the availability of subject-specific honors classes in grades 7 and 8.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > C. Impacts of Teachers by Grade
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Unfortunately, this is not feasible because our primary research design requires conditioning on lagged test scores and lagged scores are endogenous to teacher quality in the previous grade.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Nevertheless, because VA estimates are not perfect predictors of m jt , there is still substantial room to use other measures-such as principal evaluations or student surveys-to complement VA estimates and improve predictions of teacher quality.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Replacing ineffective teachers is more cost-effective than attempting to retain high-VA teachers because most teachers stay for the following school year and are relatively inelastic to salary increases.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Based on these estimates, a one-time bonus payment of $1,800 to high-VA teachers who return for a fourth year would increase retention rates in the next year by 1.5 percentage points and generate an average benefit of $3,180.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
- The authors state this as an assumption: Earnings gains are discounted at a 3 percent real annual rate back to age 12.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Whether or not VA is ultimately used as a policy tool, our results show that parents should place great value on having their child in the classroom of a high valueadded teacher.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“Recent work has shown that early childhood education has significant long-term impacts (e.g.,Heckman et al. 2010a, 2010b, Chetty et al. 2011)”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
What the sources say
- Not matchedcites Heckman et al. 2010a
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Heckman et al. 2010b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Chetty et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The reason that estimation error and drift do not heavily erode the gains from deselection of low VA teachers is that very few of the teachers rated in the bottom 5 percent turn out to be high-VA teachers.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, while accounting for drift is important for evaluating out-of-sample forecasts accurately, it may not be critical for practical policy applications for VA.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“For instance, classroom observations have significant noise and may capture transitory fluctuations in teacher quality(Kane et al. 2013).”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
What the sources say
- Not matchedcites Kane et al. 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The remaining students are likely to have parents who did not file tax returns in the early years of the sample when they could have claimed their child as a dependent, making it impossible to link the children to their parents.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“Rothstein estimates that a policy which fires teachers if their estimated VA after three years falls below the fifth percentile would require a mean salary increase of 1.4 percent to equilibrate the teacher labor market.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
What the sources say
- Not matchedcites Rothstein (2013)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Of course, these other measures will also be affected by drift and estimation error.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VII. Conclusion
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Together with the preceding results, Rothstein's (2013) findings imply that deselecting low-VA teachers could be a very cost effective policy if the signal quality of VA does not fall substantially when used for personnel evaluation.”
§ Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood † > VI. Policy Analysis
What the sources say
- Not matchedcites Rothstein (2013)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
The authors state this as an assumption.
Unobserved determinants of outcomes in adulthood such as student ability are unrelated to teacher VA conditional on observable characteristics.
“The identification assumption underlying this research design is selection on observables: unobserved determinants of outcomes in adulthood such as student ability must be unrelated to teacher VA conditional on the observable characteristics.”
The authors state this as an assumption.
High-frequency teacher turnover within school-grade cells is uncorrelated with student and school characteristics.
“Our quasi-experimental results rest on the identification assumption that high-frequency teacher turnover within school-grade cells is uncorrelated with student and school characteristics.”
The authors state this as an assumption.
Test-score value-added estimates are forecast unbiased: the covariance between true and estimated VA divided by the variance of estimated VA equals 1.
“ASSUMPTION 1 (Forecast Unbiasedness of Test-Score VA): Test-score value-added estimates μ jt are forecast unbiased: Cov ( μ jt , μ jt ) _ Var ( μ jt ) = Cov ( m jt , m jt ) _ Var ( m jt ) = 1.”
The authors state this as an assumption.
The impact of teacher VA on earnings remains constant at 1.3 percent over the life cycle.
“If the impact on earnings remains constant at 1.3 percent over the life cycle, students would gain approximately $39,000 on average in cumulative lifetime income from a one standard deviation improvement in teacher VA in a single grade.”
The authors state this as an assumption.
The signal quality of VA for long-term impacts does not fall substantially when it is used to evaluate teachers.
“This result suggests that VA could potentially be a useful tool for evaluating teacher performance if the signal quality of VA for long-term impacts does not fall substantially when it is used to evaluate teachers.”
The authors state this as an assumption.
Test-score value-added estimates are orthogonal to unobserved determinants of earnings conditional on X.
“ASSUMPTION 2 (Selection on Observables): Test-score value-added estimates are orthogonal to unobserved determinants of earnings conditional on X it : (7) Cov ( m jt , η it ′ ) = 0.”
The authors state this as an assumption.
Those who are induced to attend college attend a college of average quality.
“Second, we derive a lower bound on the intensive margin effect by assuming that those who are induced to attend college attend a college of average quality.”
The paper relies on this without support.
Any selection effects would be manifested in all outcomes (test scores, college attendance, earnings, etc.).
“as any selection effects would presumably be manifested in all of these outcomes.”
The authors state this as an assumption.
The unobserved determinants of students' long-term outcomes are uncorrelated with teacher quality conditional on observables.
“The estimates in the previous section rely on the assumption that the unobserved determinants of students' long-term outcomes are uncorrelated with teacher quality conditional on observables.”
The authors state this as an assumption.
The distribution of unobserved determinants of students' long-term outcomes does not change between adjacent cohorts; student quality is stable over time.
“provided that student quality is stable over time.”
The authors state this as an assumption.
Changes in teacher quality across cohorts within a school-grade are orthogonal to changes in other determinants of student outcomes across cohorts.
“ASSUMPTION 3 (Teacher Switching as a Quasi-Experiment): Changes in teacher quality across cohorts within a school-grade are orthogonal to changes in other determinants of student outcomes Δ η sgt ′ across cohorts: (10) Cov ( Δ Q sgt , Δ η sgt ′ ) = 0.”
The authors state this as an assumption.
The percentage gain in earnings remains constant at 1.34 percent over the life cycle.
“Assume that the percentage gain in earnings remains constant at 1.34 percent over the life cycle”
The authors state this as an assumption.
Earnings are discounted at a 3 percent real rate (5 percent discount rate with 2 percent wage growth) back to age 12.
“and that earnings are discounted at a 3 percent real rate (i.e., a 5 percent discount rate with 2 percent wage growth) back to age 12”
The authors state this as an assumption.
The undiscounted lifetime earnings gain assumes a 2 percent growth rate but 0 percent discount rate.
“assuming a 2 percent growth rate but 0 percent discount rate”
The authors state this as an assumption.
The marginal entrant into the labor market would take a job paying the mean earnings level in the sample ($21,256).
“If the marginal entrant into the labor market were to take a job that paid the mean earnings level in the sample ($21,256)”
The paper relies on this without support.
The marginal entrant into the labor market most likely has lower earnings than the mean.
“Since the marginal entrant most likely has lower earnings than the mean”
The authors state this as an assumption.
All tracking to future teachers occurs exclusively via teachers' test-score value-added.
“First, it assumes that all tracking to future teachers occurs exclusively via teachers' test-score VA.”
The authors state this as an assumption.
Net impacts do not net out potential changes in other factors besides teachers, such as peer quality or parental inputs.
“Second, ˜ κ g does not net out potential changes in other factors besides teachers, such as peer quality or parental inputs.”
The authors state this as an assumption.
Teacher effects are additive across grades.
“Finally, our approach assumes that teacher effects are additive across grades.”
The authors state this as an assumption.
The percentage impact of a one standard deviation improvement in teacher value-added on earnings observed at age 28 is constant at b = 1.34 percent over the life cycle.
“First, we assume that the percentage impact of a one standard deviation improvement in teacher VA on earnings observed at age 28 is constant at b = 1.34 percent (Table 3, column 2) over the life cycle.”
The authors state this as an assumption.
General equilibrium effects which may reduce wage rates if all children are better educated are ignored.
“Second, we ignore general equilibrium effects which may reduce wage rates if all children are better educated.”
The authors state this as an assumption.
Earnings gains are discounted at a 3 percent real annual rate back to age 12.
“Third, we follow Krueger (1999) and discount earnings gains at a 3 percent real annual rate (consistent with a 5 percent discount rate and 2 percent wage growth) back to age 12, the average age in our sample.”
The authors state this as an assumption.
Teacher value-added is normally distributed.
“Finally, we assume that teacher VA m jt is normally distributed.”
The authors state this as an assumption.
Teachers are evaluated based purely on their value-added in one subject, and value-added in the other subject is ignored.
“For simplicity, we assume that teachers are evaluated based purely on their VA in one subject (say math) and VA in the other subject is ignored.”
The authors state this as an assumption.
The calculations ignore downstream costs that may be required to generate earnings gains, most notably the cost associated with higher college attendance rates.
“First, they ignore downstream costs that may be required to generate earnings gains, most notably the cost associated with higher college attendance rates.”
The authors state this as an assumption.
The calculations ignore the fact that teachers need to be compensated for the added employment risk they face from such an evaluation system.
“Second, and more importantly, they ignore the fact that teachers need to be compensated for the added employment risk they face from such an evaluation system.”
The paper relies on this without support.
There is no evidence to date on the long-term impacts of teacher quality as measured by value-added.
“but there is no evidence to date on the long-term impacts of teacher quality as measured by value-added.”
The authors state this as an assumption.
A one standard deviation improvement in teacher VA raises earnings by 1.34 percent in all subjects and grade levels.
“We therefore assume that a one standard deviation improvement in teacher VA raises earnings by 1.34 percent in all subjects and grade levels in the calculations that follow.”
The authors state this as an assumption.
Teachers teach one class per year.
“All calculations assume that teachers teach one class per year and report mean values for math and English teachers, which are calculated separately.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“To put these observed effects into perspective, Chetty et al. (2014) observe that raising student achievement by 0.2 standard deviations results, on average, in a 2.6% increase in annual lifetime earnings.”
From The effect of school closures on standardised student test outcomes (2022) · cites this paper as Chetty et al. (2014)
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“And there is substantial variability in teacher job performance: measured both in the short-run with students' test scores (see Jackson, Rockoff, and Staiger 2014 for a review) and the long-run with students' economic and social success years later as adults (Chetty, Friedman, and Rockoff 2014).”
From Learning Job Skills from Colleagues at Work: Evidence from a Field Experiment Using Teacher Performance Data (2020) · cites this paper as Chetty, Friedman, and Rockoff 2014
The cited source says what the claim attributes to it.
In the citing paper
“Chetty et al. (2014) estimate that a 1 standard deviation increase in teacher value-added (VA) corresponds with a 0.4 percentage point increase in adult employment.”
From A More Credible Approach to Parallel Trends (2023) · cites this paper as Chetty et al. (2014)
The cited source says what the claim attributes to it.
In the citing paper
“We addressed the first question in the previous paper in this volume (Chetty, Friedman, and Rockoff 2014) and concluded that VA measures which control for lagged test scores exhibit little or no bias.”
From Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood (2014) · cites this paper as Chetty, Friedman, and Rockoff 2014
The cited source says what the claim attributes to it.
In the citing paper
“Our first method of estimating teachers' long-term impacts builds on our finding that conditioning on prior test scores and other observables is adequate to obtain unbiased estimates of teachers' causal impacts on test scores (Chetty, Friedman, and Rockoff 2014).”
From Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood (2014) · cites this paper as Chetty, Friedman, and Rockoff 2014
The cited source says what the claim attributes to it.
In the citing paper
“Our first paper (Chetty, Friedman, and Rockoff 2014) showed that existing testscore value-added measures are a good proxy for a teacher's ability to raise students' test scores.”
From Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood (2014) · cites this paper as Chetty, Friedman, and Rockoff 2014
In the citing paper
“Additionally, Chetty et al. (2014) observe that increasing student achievement by 0.20 SD results on average in a 2.6 percent increase in annual lifetime earnings (Maldonado & De Witte, 2020).”
From Learning loss during Covid-19: An early systematic review (2022) · cites this paper as Chetty et al. (2014)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Teacher-quality changes are described as both entirely staff-driven and partly due to drift
MinorThe methodology says changes in mean teacher VA are driven purely by staff changes. A footnote instead says drift in predicted VA for continuing teachers accounts for 5.5 percent of their variance.
“the variation in Δ Q sgt is driven purely by changes in the teaching staff and not by changes in teachers' VA estimates.”
“Part of the variation in Δ Q sgt comes from drift.Even for a given teacher, predicted VA will change because our forecast of VA varies across years.Because the degree of drift is small across a single year, drift accounts for 5.5 percent of the variance in Δ Q sgt .”
Citations
Cites
(2012) · American Economic Review · doi:10.1257/aer.102.2.i · Cited by 14,047
Teachers, Schools, and Academic Achievement
Rivkin, S. G., Hanushek, E. A., & Kain, J. F. (2005) · Econometrica · doi:10.1111/j.1468-0262.2005.00584.x · Cited by 4,501
Robust Inference With Multiway Clustering
Cameron, A. C., Gelbach, J. B., & Miller, D. L. (2011) · Journal of Business & Economic Statistics · doi:10.1198/jbes.2010.07136 · Cited by 3,203
The Impact of Individual Teachers on Student Achievement: Evidence from Panel Data
Rockoff, J. E. (2004) · American Economic Review · doi:10.1257/0002828041302244 · Cited by 2,432
Self-citationChetty, R., Hendren, N., & Katz, L. F. (2016) · American Economic Review · doi:10.1257/aer.20150572 · Cited by 2,315
Self-citationA More Credible Approach to Parallel Trends
Rambachan, A., & Roth, J. (2023) · Review of Economic Studies · doi:10.1093/restud/rdad018 · Cited by 1,559
On the Specification and Estimation of the Production Function for Cognitive Achievement
Todd, P. E., & Wolpin, K. I. (2003) · The Economic Journal · doi:10.1111/1468-0297.00097 · Cited by 1,514
How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star
Chetty, R., Friedman, J. N., Hilger, N., Saez, E., Schanzenbach, D. W., & Yagan, D. (2011) · The Quarterly Journal of Economics · doi:10.1093/qje/qjr041 · Cited by 1,514
Self-citationTeachers and Student Achievement in the Chicago Public High Schools
Aaronson, D. M., Barrow, L., & Sander, W. (2006) · Journal of Labor Economics · doi:10.1086/508733 · Cited by 1,294
Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates
Chetty, R., Friedman, J. N., & Rockoff, J. E. (2014) · American Economic Review · doi:10.1257/aer.104.9.2593 · Cited by 1,241
Self-citation
Flagged first, then by citations
Research works printed but not linked: 4
- Chetty Raj, 2014, American Economic Review. http://dx.doi.org/10.1257/aer., 104, 2633, 10.1257/aer.104.9.2633 · DOI
- Gordon Robert, 2006, The Brookings Institution, Hamilton Project Discussion Paper, 2006
- Hanushek Eric A, 1971, American Economic Review, 61, 280
- 2010, Calendar Year Projections of Information and Withholding Documents for the United States and IRS Campuses, 2010
Cited by
Sorted by citations
Where is the land of Opportunity? The Geography of Intergenerational Mobility in the United States *
Chetty, R., Hendren, N., Kline, P., & Saez, E. (2014) · The Quarterly Journal of Economics · doi:10.1093/qje/qju022 · Cited by 2,922
Self-citationChetty, R., Hendren, N., & Katz, L. F. (2016) · American Economic Review · doi:10.1257/aer.20150572 · Cited by 2,315
Self-citationA More Credible Approach to Parallel Trends
Rambachan, A., & Roth, J. (2023) · Review of Economic Studies · doi:10.1093/restud/rdad018 · Cited by 1,559
On the promotion of human flourishing
VanderWeele, T. J. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1702996114 · Cited by 1,387
Interpreting effect sizes of education interventions
Kraft, M. A. (2020) · Educational Researcher · doi:10.3102/0013189x20912798 · Cited by 1,281
Metadata
- Authors
- Chetty, R., Friedman, J. N., & Rockoff, J. E.
- Affiliations
- Harvard University (US)
- Columbia University (US)
- ORCID
- Chetty, Raj
- Venue
- American Economic Review
- Publisher
- American Economic Association
- Published
- 2014-09-01
- Volume
- 104
- Issue
- 9
- Pages
- 2633-2679
- ISSN
- 0002-8282 (ISSN-L)
- OpenAlex
- W1976049077
- Cited by
- 1,717
- References
- 55
- Citations by year
- 2026: 116 · 2025: 169 · 2024: 146 · 2023: 180 · 2022: 181 · 2021: 153 · 2020: 142 · 2019: 145 · 2018: 134 · 2017: 92 · 2016: 144 · 2015: 73 · 2014: 32
- FWCI
- 584.51
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- American Economic Review (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- Topics
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Labor market dynamics and wage inequality
- Social Sciences › Education › Teacher Education and Assessments
- Keywords
- teacher value-added, teacher quality, student outcomes, college attendance, adult earnings, teenage childbearing, lifetime income, teacher assignment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-11, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-11 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Cited sources are checked with a language model’s help (gpt-6-sol).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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