The (Surprising) Efficacy of Academic and Behavioral Intervention with Disadvantaged Youth: Results from a Randomized Experiment in Chicago
Open accessAbstract
There is growing concern that improving the academic skills of disadvantaged youth is too difficult and costly, so policymakers should instead focus either on vocationally oriented instruction for teens or else on early childhood education. Yet this conclusion may be premature given that so few previous interventions have targeted a potential fundamental barrier to school success: "mismatch" between what schools deliver and the needs of disadvantaged youth who have fallen behind in their academic or non-academic development. This paper reports on a randomized controlled trial of a two-pronged intervention that provides disadvantaged youth with non-academic supports that try to teach youth social-cognitive skills based on the principles of cognitive behavioral therapy (CBT), and intensive individualized academic remediation. The study sample consists of 106 male 9th and 10th graders in a public high school on the south side of Chicago, of whom 95% are black and 99% are free or reduced price lunch eligible. Participation increased math test scores by 0.65 of a control group standard deviation(SD) and 0.48 SD in the national distribution, increased math grades by 0.67 SD, and seems to have increased expected graduation rates by 14 percentage points (46%). While some questions remain about the intervention, given these effects and a cost per participant of around $4,400 (with a range of $3,000 to $6,000), this intervention seems to yield larger gains in adolescent outcomes per dollar spent than many other intervention strategies.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 28 cited sources checked · 0 supported · 0 flagged
- Findingown data
Participation increased math grades by 0.67 SD.
“increased math grades by 0.67 SD”
- Also stated in: § 1 I. INTRODUCTION · plain
“Participation also improved math grades by 0.67SD”
Quote in the paperSubstantial claim - Also stated in: § 1 I. INTRODUCTION · plain
- Findingown data
Participation improved a Chicago Public Schools indicator for being 'on track' for graduation by 46%.
“Participation also improved a Chicago Public Schools (CPS) indicator for being”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Allensworth and Easton, 2005
Not checked in the free run.
- Findingown data
The same pattern of lower prior-year grades and achievement and higher absences, suspensions, and IEP designations holds for treatment-group youth missing valid spring 2013 achievement test scores.
“Columns 3 and 4 of Table 3 show the same is true for youth assigned to the treatment group for whom we do versus do not have valid spring 2013 achievement test scores.”
Quote in the paperSubstantial claim - Findingown data
Participation had sizable but sometimes not quite statistically significant effects in reducing absences by one-quarter.
“had sizable (but sometimes not quite statistically significant) effects in reducing absences by one-quarter”
Quote in the paperSubstantial claim - Findingreasoning
With a participation rate of 74% for all youth assigned to either treatment arm, the treatment-on-the-treated estimate will be about 1.35 times the intention-to-treat estimate.
“With a participation rate of 74% for all youth assigned into either treatment arm, the TOT estimate will be about 1.35 times the ITT.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Randomization was carried out correctly.
- The authors state this as an assumption: Treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.
- Findingnone given
The tutors were willing to work at relatively low wages of $16,000 plus benefits for the nine-month academic year.
“As with other public service programs like Teach for America or City Year, the tutors were willing to work at relatively low wages ($16,000 plus benefits for the nine-month academic year).”
Quote in the paperSubstantial claim - Findingown data
The study sample's average baseline reading and math scores fell at the 26th and 22nd percentiles of the national distribution, respectively.
“with average baseline reading and math scores that fell at the 26 th and 22 nd percentiles of the national distribution, respectively.”
Quote in the paperSubstantial claim - Findingown data
The intervention cost per participant is around $4,400, with a range of $3,000 to $6,000.
“given these effects and a cost per participant of around $4,400 (with a range of $3,000 to $6,000)”
- Also stated in: § 1 I. INTRODUCTION · hedged
“our benchmark estimate for the combined cost of the”
Quote in the paperSubstantial claim - Also stated in: § 1 I. INTRODUCTION · hedged
- Findingown data
The magnitude of the ITT effect is still quite large even without covariates: 0.41 SD for the control-normalized test score outcome and 0.30 SD in the national distribution.
“The magnitude of the ITT effect is still quite large even without covariates (0.41 SD for the version of our test score outcome that is normalized using the control group distribution, and 0.30 SD in the national distribution).”
Quote in the paperNot a substantial claim - Findingown data
The control complier mean spring math score falls at about the 19th percentile of the national distribution on the EXPLORE and PLAN tests.
“The sort of youth in the control group who would have participated in programming if offered the chance (the CCM) has a spring math score that falls at about the 19 th percentile of the national distribution on the EXPLORE and PLAN tests.”
Quote in the paperNot a substantial claim - Findingown data
Participation reduces course failures by about 66% in both math and non-math classes.
“Participation reduces course failures by about 66% in both math and non-math classes”
Quote in the paperSubstantial claim - Findingown data
The rest of Table 8 shows that youth who get into trouble relatively more frequently in school seem to if anything benefit relatively less from treatment assignment with respect to outcomes like grades.
“The rest of Table 8 shows that those youth who get into trouble relatively more frequently in school seem to if anything benefit relatively less from treatment assignment with respect to outcomes like grades”
Quote in the paperNot a substantial claim - Findingown data
The interaction terms are not statistically significant.
“Given our small sample sizes, these interaction terms are not statistically significant”
Quote in the paperNot a substantial claim - Findingown data
The control complier mean is 3.54 course failures over the 2012-13 academic year.
“The control complier mean is 3.54 course failures over the course of the 2012-13 academic year”
Quote in the paperNot a substantial claim - Findingown data
The participation rate among all youth assigned to receive programming, pooling BAM-only and BAM plus Match tutoring, was 74%.
“As noted above, the participation rate among all youth assigned to receive programming (pooling the youth assigned to BAM only and those assigned to receive BAM plus match tutoring) was 74%.”
Quote in the paperNot a substantial claim - Findingown data
Table 9 shows that the pattern is qualitatively different for youth assigned to the BAM+Match group.
“Table 9 shows that the pattern is qualitatively different for youth assigned to the BAM+Match group.”
Quote in the paperSubstantial claim - Findingown data
The estimated effect on the on-track indicator is at least significant using the pairwise comparison (p<0.05).
“the estimated effect on the on-track indicator is at least significant using the pairwise comparison (p<0.05).”
Quote in the paperSubstantial claim - Findingown data
Two youth assigned to the BAM-only group whose number of disciplinary incidents during the pre-program year differed by one standard deviation (about 2.1) would experience gains from BAM-only assignment of 0.49 versus 0.86 SD, respectively.
“For example, two youth assigned to the BAM-only group whose number of disciplinary incidents during the pre-program year (AY2011-12) differed by one standard deviation (about 2.1) would experience gains from BAM-only assignment of 0.49 versus 0.86 SD, respectively.”
Quote in the paperNot a substantial claim - Findingown data
The TOT effect of participating in programming equals a reduction of two course failures.
“the effect of participating in programming (the TOT) equals a reduction of two course failures.”
Quote in the paperSubstantial claim - Findingreasoning
The math GPA effect equals 0.67 SD in the control group's math GPA distribution.
“This effect equals 0.67 SD in the control group's math GPA distribution.”
Quote in the paperNot a substantial claim - Findingown data
Results for other outcomes with fewer missing observations tend to be less sensitive to whether or how baseline covariates are controlled.
“The remaining panels show the results for other outcomes for which we have fewer missing observations tend to be less sensitive to whether or how we control for baseline covariates”
Quote in the paperNot a substantial claim - Findingown data
Using a permutation test, in no case can the null hypothesis that the TOT effects are the same be rejected at the usual 5% threshold.
“Using a permutation test for statistical inference, in no case can we reject at the usual 5% threshold the null hypothesis that the TOT effects are the same (Table 7).”
Quote in the paperNot a substantial claim - Findingown data
The best estimate for the cost per participant in the intervention is roughly $4,400, with a defensible range of $3,000 to $6,000.
“Our best estimate for the cost per participant in our intervention is roughly $4,400, with a defensible range of $3,000 to $6,000.”
Quote in the paperSubstantial claim - Findingown data
Controlling the family-wise error rate across the three math-achievement outcomes gives a p-value of 0.036 for the intention-to-treat effect on spring math test scores.
“When we account for multiple comparisons and control the family-wise error rate (FWER), that is, the probability of at least one false positive result within this family of three math-achievement outcomes, our p-value equals 0.036.”
Quote in the paperSubstantial claim - Findingown data
Results for the treatment-control difference in the mean for absences and suspensions are quite similar when using multiple imputation or assigning arbitrarily low values and using quantile regression to estimate treatment effects on median values.
“We see that the results for the treatment-control difference in the mean are quite similar when we use multiple imputation to fill in missing values, or assign arbitrarily low values and use quantile regression to estimate treatment effects on the median values of these outcomes.”
Quote in the paperNot a substantial claim - Findingown data
TOT point estimates are usually slightly larger for the BAM treatment arm than for the BAM+Match treatment arm.
“The estimated TOT point estimates are usually slightly larger for the BAM treatment arm than for the BAM+Match treatment arm.”
Quote in the paperNot a substantial claim - Findingown data
Program participation increases the likelihood that a student is on track by nearly one-half.
“Figure 4 shows that program participation increases the likelihood that a student is”
Quote in the paperSubstantial claim - Findingown data
There are sizable, albeit not quite statistically significant, impacts on two of three measures of behavior.
“The third panel of Table 4 shows that there are sizable (albeit not quite statistically significant) impacts on two of our three measures of behavior.”
Quote in the paperSubstantial claim - Findingown data
The treatment-on-the-treated effect on the national math achievement test is 0.65 SD.
“The TOT effect on this fairly broad national test of math achievement is 0.65 SD.”
Quote in the paperSubstantial claim - Findingown data
In general, results are qualitatively similar regardless of whether or how baseline covariates are controlled.
“Table 5 shows that in general our results are qualitatively similar regardless of whether or how we control for baseline covariates.”
Quote in the paperNot a substantial claim - Findingown data
Missing data is mostly an issue for standardized test-score measures, where valid spring 2013 scores are missing for about one quarter of the overall study sample (25 out of 106 youth).
“Missing data is mostly an issue for our standardized test-score measures, where we are missing valid spring 2013 (post-randomization) scores for about one quarter of our overall study sample (25 out of 106 youth).”
Quote in the paperNot a substantial claim - Findingown data
The false discovery rate q-rate for the math test-score result equals 0.033.
“The false discovery rate (FDR) q-rate equals 0.033.”
Quote in the paperNot a substantial claim - Findingown data
Confidence intervals for both TOT effects are quite large, with a great deal of overlap.
“Given our sample sizes, the confidence intervals for both TOT effects are quite large, with a great deal of overlap with one another.”
Quote in the paperSubstantial claim - Findingown data
The effect on course failures is statistically significant at p<.05 regardless of how the p-value is calculated.
“This effect is statistically significant at p<.05 regardless of how we calculate our p-value.”
Quote in the paperSubstantial claim - Findingown data
There is a sizable reduction in course failures in classes outside of math.
“although we do see a sizable reduction in course failures in classes outside of math.”
Quote in the paperSubstantial claim - Findingown data
There are no statistically significant spillover effects on reading test scores or GPA outside of math classes.
“The second panel of Table 4 shows there are no statistically significant spillover effects on reading test scores or GPA outside of math classes”
Quote in the paperSubstantial claim - Findingown data
A qualitatively similar pattern appears if disciplinary actions or out-of-school suspensions during the program year itself are used.
“We see a qualitatively similar pattern if we use disciplinary actions or out-of-school suspensions during the program year itself (AY2012-13), as seen in the last two columns.”
Quote in the paperNot a substantial claim - Findingown data
The treatment-on-the-treated effect on math GPA is 0.58 points on a 4-point GPA scale, compared with a control complier mean of 1.24 math GPA.
“The top panel also shows a large gain in math GPA over the course of the academic year, with a TOT effect equal to 0.58 points on a 4-point GPA scale, compared to a control complier mean of 1.24 math GPA.”
Quote in the paperSubstantial claim - Findingown data
The CCM for 9th and 10th graders to be on track for graduation is 53%.
“The control complier mean (CCM) for 9 th and 10 th graders to be”
Quote in the paperNot a substantial claim - Findingown data
Tutors report that youth assigned to BAM programming who were being too disruptive in class were often sent by teachers to the BAM room to cool down.
“While the BAM group sessions and the tutoring were always held at different times, the tutors report that youth assigned to receive BAM programming who were being too disruptive in class were often sent by teachers to what became known as the “BAM room” to “cool down.””
Quote in the paperSubstantial claim - Findingown data
The program did not significantly affect reading achievement test scores in spring 2013 (intent-to-treat effect -0.061, p=0.798).
“| Z Score (Reading Test) | 0 | -0.061 | -0.077 | -0.076 | 0.798 | 0.804 | 0.799 | 0.441 |”
Quote in the paperSubstantial claim - Findingown data
The program did not significantly affect discipline incidents in AY12-13 (intent-to-treat effect 0.121, p=0.723).
“| Discipline Incidents AY12-13, N=106 | 1.559 | 0.121 | 0.167 | 1.025 | 0.723 | 0.735 | 0.725 | 0.438 |”
Quote in the paperSubstantial claim - Findingown data
The program did not significantly affect non-math GPA in 2012-2013 (intent-to-treat effect 0.207, p=0.204).
“| Non-Math GPA 2012-2013 (1-4 point scale) | 1.547 | 0.207 | 0.285 | 1.582 | 0.204 | 0.217 | 0.366 | 0.257 |”
Quote in the paperSubstantial claim - Findingown data
The program did not significantly reduce the number of math courses failed in 2012-2013 (intent-to-treat effect -0.301, p=0.117).
“| Math Courses Failed 2012-2013 | 0.647 | -0.301 | -0.415+ | 0.684 | 0.117 | 0.1288 | 0.1173 | 0.041 |”
Quote in the paperSubstantial claim - Findingown data
The program did not significantly affect out-of-school suspension days in AY12-13 (intent-to-treat effect -0.642, p=0.203).
“| Out of School Suspensions Days AY12-13, N=98 | 1.813 | -0.642 | -0.808 | 1.596 | 0.203 | 0.219 | 0.336 | 0.255 |”
Quote in the paperSubstantial claim - Premisecitation
Fryer's (2011) non-experimental study in the Houston Public Schools found gains in math scores in the grades exposed to Match tutoring (6th and 9th) on the order of 0.48 SD and 0.74 SD, respectively.
“Fryer's (2011) non-experimental study in the Houston Public Schools found gains in math scores in the grades exposed to Match tutoring (6 th and 9 th ) on the order of 0.48SD and 0.74SD, respectively”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fryer's (2011)
Not checked in the free run.
- Interpretationreasoning
The low wages tutors were willing to accept make the high dosage of the Match tutoring model feasible.
“This makes the incredibly high dosage of the Match tutoring model feasible.”
Quote in the paperSubstantial claim - Interpretationcitation
The improvement in the on-track indicator translates into a gain in expected high school graduation rates of about 14 percentage points.
“which translates into a gain in expected high school graduation rates of about 14 percentage points.”
- Also stated in: § Abstract · hedged
“seems to have increased expected graduation rates by 14 percentage points (46%)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Allensworth and Easton, 2005
Not checked in the free run.
- Also stated in: § Abstract · hedged
- Interpretationown data
A non-experimental estimate comparing program participants to nonparticipants would likely be biased because participants and nonparticipants are different on average.
“Note that we are not estimating the effects of program participation by comparing participants to nonparticipants; that sort of non-experimental estimate would likely be biased by the fact that program participants and non-participants are different on average (see Appendix Table 2).”
Quote in the paperSubstantial claim - Interpretationreasoning
The treatment-on-the-treated estimate indicates the average effect that might be expected if this intervention were delivered to similar sorts of schools and if a similar type of youth were to participate.
“Nevertheless the TOT estimate is still an interesting parameter, because it tells us something about the average effect we might expect if we were to deliver this intervention to similar sorts of schools to the one we study here, and if a similar type of youth were to participate.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Randomization was carried out correctly.
- The authors state this as an assumption: Treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.
- Interpretationreasoning
The intervention essentially substitutes a very different teaching method for many dimensions of what the previous literature has described as teacher skill or quality.
“The intervention essentially substitutes a very different teaching method for many dimensions of what the previous literature has described as”
Quote in the paperSubstantial claim - Interpretationreasoning
The math test score gain equals a change in rank within the national test-score distribution of 15 percentile points.
“which equals a change in rank within the national test-score distribution of 15 percentile points.”
Quote in the paperSubstantial claim - Interpretationreasoning
If youth vary in how they respond to or benefit from program participation, the treatment-on-the-treated estimate does not capture the average effect that would result if everyone participated.
“If youth vary in how they respond to or benefit from program participation, then our TOT estimate does not capture the average effect that would result if everyone participated.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Randomization was carried out correctly.
- The authors state this as an assumption: Treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.
- Interpretationcitation
The fact that the largest impacts in Fryer's study showed up exactly and only for the one subject and two grade levels that experienced Match tutoring leads to the conclusion that this is a promising intervention model.
“The fact that the largest impacts showed up exactly and only for the one subject and two grade levels that experienced Match tutoring leads to our conclusion that this is a promising intervention model.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fryer's (2011)
Not checked in the free run.
- Interpretationreasoning
This intervention seems to yield larger gains in adolescent outcomes per dollar spent than many other intervention strategies.
“this intervention seems to yield larger gains in adolescent outcomes per dollar spent than many other intervention strategies.”
- Also stated in: § 1 I. INTRODUCTION · hedged
“if these pilot results could be achieved at large scale the gains in adolescent outcomes per dollar spent would be larger than many other strategies that have been tried, including in the early childhood area.”
Quote in the paperSubstantial claim - Also stated in: § 1 I. INTRODUCTION · hedged
- Study design and conductown data
There appears to be some crossover or spillover across the academic and non-academic components of the intervention.
“The fact that there appears to be some crossover or spillover across the academic and non-academic components of our intervention”
- Also stated in: § III. INTERVENTIONS · hedged
“In practice there appear to have been some spillover effects from the academic intervention to those youth who were assigned to only receive the non-academic intervention”
Quote in the paperNot a substantial claim - Also stated in: § III. INTERVENTIONS · hedged
- Study design and conductown data
Comparing the control group (N=34) to the BAM plus tutoring group (N=48), none of the pair-wise baseline differences are statistically significant.
“If we instead compare the average baseline characteristics for youth assigned to the control group (N=34) to those youth assigned specifically to receive BAM plus tutoring (N=48), none of the pair-wise differences are statistically significant.”
Quote in the paperSubstantial claim - Study design and conductown data
None of the pair-wise comparisons of baseline characteristics are statistically significant.
“None of the pair-wise comparisons of baseline characteristics are statistically significant.”
Quote in the paperSubstantial claim - Interpretationown data
The very large change in youth outcomes from the bundled intervention suggests that at least one of the two key barriers described (academic and non-academic) is important in affecting how disadvantaged youth perform in school.
“the very large change in youth outcomes that we see as a result of the bundled intervention suggests that at least one of the two key barriers described here is indeed important in affecting how disadvantaged youth perform in school.”
Quote in the paperSubstantial claim - Interpretationown data
Relatively weaker students are more likely to be missing tests.
“In either case, we would expect relatively weaker students to be more likely to be missing tests, which Table 3 suggests is indeed the case.”
Quote in the paperSubstantial claim - Study design and conductown data
A formal baseline balance test considering the full set of baseline characteristics simultaneously cannot reject the null hypothesis that the distributions of all baseline variables together are jointly the same.
“A formal baseline balance test that considers the full set of baseline characteristics simultaneously cannot reject the null hypothesis that the distributions of all baseline variables together are jointly the same (Appendix Table 1).”
Quote in the paperNot a substantial claim - Premisecitation
The gains from Fryer's study equal two to four years of learning for the average American middle or high school student, according to NAEP data.
“These gains equal two to four years of learning for the average American middle or high school student, according to data from the NAEP (Reardon, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Reardon, 2011
Not checked in the free run.
- Study design and conductreasoning
Random assignment ensures that, under standard assumptions, ordinary least squares estimation of the model yields unbiased and valid estimates of the treatment effect.
“The random assignment of youth to treatment or control conditions ensures that under standard assumptions estimation of this model by ordinary least squares will yield unbiased and valid estimates of 𝜋 1 .”
Quote in the paperSubstantial claim- The authors state this as an assumption: Randomization was carried out correctly.
- Study design and conductreasoning
Random assignment of eligible youth to BAM, BAM plus Match tutoring, or control overcomes the challenge that youth receiving programming may be systematically different from those who do not.
“Our study overcomes that challenge through random assignment of eligible youth to one of two programming conditions (either BAM or BAM plus Matchstyle high-dosage tutoring), or to a control group.”
Quote in the paperSubstantial claim - Interpretationreasoning
If treatment increases the rate at which more academically marginal students take the end-of-year spring 2013 test, then comparing average valid test scores for treatment versus control understates the true beneficial effect of the intervention on academic achievement.
“If the treatment serves to increase the rate at which more academically marginal students take the end-of-year spring 2013 (post-randomization) test, then a comparison of the average of the valid test scores for the treatment versus control groups should understate the true beneficial effect of the intervention on academic achievement.”
Quote in the paperSubstantial claim - Study design and conductown data
Average baseline characteristics are generally quite similar across randomized groups, as expected with properly executed random assignment.
“Table 1 shows that the average baseline characteristics are generally quite similar across randomized groups, which is what we would expect with properly executed random assignment.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The small sample size makes it complicated to cleanly distinguish the effects of the different components of the intervention bundle.
“together with our small sample size, makes it complicated to cleanly distinguish the effects of the different components of the intervention bundle.”
- Also stated in: § B. Academic barriers · plain
“While our design does not allow us to separate out the effects of each prong of the intervention”
Quote in the paperSubstantial claim - Also stated in: § B. Academic barriers · plain
- Study design and conductreasoning
Because of different capacity levels for tutoring and BAM within the school, the random assignment algorithm intentionally over-assigned eligible youth to the group receiving both interventions, with a lower assignment probability for the non-academic-only group.
“Because we had different levels of capacity for the tutoring and BAM within the school, our random assignment algorithm intentionally over-assigned eligible youth to the group that received both our academic and non-academic intervention, with a lower assignment probability for the non-academic-only group.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
By virtue of random assignment, the youth assigned to the three groups are expected to be the same in expectation.
“By virtue of random assignment, we would expect the youth assigned to our three groups to be the same in expectation.”
Quote in the paperSubstantial claim - Premisecitation
The variance in achievement among all students increases as they progress in school.
“On the academic side we know that the variance in achievement among all students increases as they progress in school (Cascio and Staiger, 2012)”
- Also stated in: § B. Academic barriers · plain
“In general, education data show that the variance in student achievement increases as children progress in school (Cascio and Staiger, 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cascio and Staiger, 2012
Not checked in the free run.
- Also stated in: § B. Academic barriers · plain
- Interpretationreasoning
Because not all youth offered programming choose to participate, the intention-to-treat effect understates the effects of actually receiving services.
“While the ITT takes full advantage of the experimental design, because not all youth offered programming choose to participate, the ITT will understate the effects of actually receiving services.”
Quote in the paperSubstantial claim - Study design and conductown data
Youth assigned to any treatment are about eight percentage points more likely than controls to have valid scores for the spring 2013 post-randomization EXPLORE and PLAN achievement tests.
“The main threat to valid inference comes from selective sample attrition, and indeed Table 2 shows that youth assigned to any treatment (third column) turn out to be about eight percentage points more likely than controls to have valid scores for the spring 2013 (post-random assignment) EXPLORE and PLAN achievement tests.”
Quote in the paperSubstantial claim - Premisecitation
Banerjee et al. (2007) found that assigning third and fourth graders who are far behind to receive instruction in remedial academic skills for two hours per day in a classroom of 15-20 students increased test scores by around 0.6 SD.
“carried out by Banerjee et al. (2007), which found that assigning third and fourth graders who are far behind to receive instruction in remedial academic skills for two hours per day in a classroom of 15-20 students increased test scores by around 0.6 SD.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Banerjee et al. (2007)
Not checked in the free run.
- Premisecitation
Duflo et al.'s (2011) study in Kenya found that learning was higher in tracked schools for students both in the top and bottom halves of the achievement distribution.
“Learning was higher in”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Duflo et al.'s (2011)
Not checked in the free run.
- Interpretationreasoning
Because none of the control group received services, the instrumental-variable estimate represents the treatment-on-the-treated rather than a local average treatment effect.
“Because none of the youth assigned to our control group received services, our IV estimate for β 1 represents an estimate for the TOT rather than a local average treatment effect (LATE).”
Quote in the paperSubstantial claim- The authors state this as an assumption: Randomization was carried out correctly.
- The authors state this as an assumption: Treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.
- Interpretationown data
The size of the impacts from this intervention on schooling outcomes is quite large, particularly given how relatively modest the treatment dosage is for many youth in the study sample.
“The size of the impacts from this intervention on schooling outcomes is quite large, particularly given how relatively modest the treatment dosage is for so many of the youth in our study sample.”
Quote in the paperSubstantial claim - Interpretationcitation
The findings are consistent with the sizable gains in achievement test scores of 0.60 SD reported by Banerjee et al. (2007) from providing 3rd and 4th graders who are very far behind with remedial instruction better targeted to their level.
“Our findings are also consistent with the sizable gains in achievement test scores (0.60 SD) reported by Banerjee et al. (2007) from providing 3 rd and 4 th graders who are very far behind with remedial instruction that is better targeted to their level.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Banerjee et al. (2007)
Not checked in the free run.
- Interpretationcitation
Estimated gains in math test scores of 0.65 control SD fit comfortably alongside non-experimental results reported by Fryer (2011) for the same high-dosage tutoring intervention, which in Houston equaled 0.48 and 0.74 SD for 6th and 9th graders.
“It is noteworthy that our estimated gains in math test scores (0.65 of a control group SD) fit very comfortably alongside the non-experimental results reported by Fryer (2011) for the same high-dosage tutoring intervention, which in his Houston Public Schools study equaled 0.48 and 0.74 SD for 6 th and 9 th graders, respectively.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fryer (2011)
Not checked in the free run.
- Interpretationreasoning
At the very least, the interventions reported on here can be delivered at large scale.
“At the very least we are confident that the interventions reported on here can be delivered at large scale.”
Quote in the paperSubstantial claim - Interpretationreasoning
Spring 2013 post-randomization math scores are not missing completely at random.
“which provides an indication that spring 2013 (post-randomization) math scores are not missing completely at random.”
Quote in the paperNot a substantial claim - Premisenone given
Aside from Fryer's (2011) non-experimental study of the same academic intervention, the authors know of no intervention from a credible study that shows test score gains for this population and also reports on program costs.
“aside from Fryer's (2011) non-experimental study of the same academic intervention we examine here, we know of no intervention from a credible study that shows test score gains for this population and also reports on program costs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fryer's (2011)
Not checked in the free run.
- Interpretationown data
The intervention looks quite cost-effective in comparison with Perry Preschool, EITC, and class-size reduction regardless of whether the low, middle or high end of the plausible range for program costs is used.
“Our intervention looks quite cost-effective in this comparison regardless of whether we use the low, middle or high end of our plausible range for program costs.”
Quote in the paperSubstantial claim - Interpretationown data
The point estimate for the BAM-only effect on academic outcomes like math test scores is so large that it seems to stand in contrast to the team's last study of BAM, where no detectable effects on achievement test scores were seen.
“the fact that the point estimate for the BAM-only effect on academic outcomes like math test scores is so large seems to stand in contrast to the results of our team's last study of BAM, where we saw no detectable effects on achievement test scores (Heller et al., 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Heller et al., 2013
Not checked in the free run.
- Interpretationown data
A two-pronged intervention that addresses maladaptive automatic behaviors and better individualizes academic instruction seems to generate large gains in learning with a sample of low-income male high school students living in a very distressed urban area.
“We find that a two-pronged intervention that addresses the maladaptive automatic behaviors that impede youth from successfully engaging with school and, at least as importantly, better individualizes the academic instruction that disadvantaged youth receive, seems to generate large gains in learning with a sample of lowincome male high school students living in a very distressed urban area.”
Quote in the paperSubstantial claim - Interpretationreasoning
A systemic problem in many current urban schools is the lack of a sufficiently intensive safety net to remediate academic or non-academic barriers to youth engaging with classroom-level instruction, leading to a mismatch between what many students who are falling behind need and what regular school settings deliver.
“Our findings also highlight a systemic challenge for so many urban school districts -the need for a more intensive safety net to help students who fall behind as they progress through school and wind up experiencing a mismatch between what they need and what regular classrooms deliver.”
Quote in the paperNot a substantial claim - Interpretationown data
The size of the impacts per dollar spent reported here is large even in relation to some of the most successful early childhood interventions that have been studied.
“the size of the impacts per dollar spent we reported on here are large even in relation to some of the most successful early childhood interventions that have been studied.”
Quote in the paperSubstantial claim - Interpretationown data
The interaction terms imply substantively large differences in math scores.
“but they imply substantively large differences in math scores.”
Quote in the paperNot a substantial claim - Interpretationown data
The data suggest that youth who are getting into trouble more even during the program year itself may be experiencing larger gains in math scores than other youth.
“the data suggest that youth who are getting into trouble more even during the program year itself may be experiencing larger gains in math scores than other youth.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The costs of even the bundled intervention, while not trivial, are not prohibitively high.
“The costs of even the bundled intervention, while not trivial, are not prohibitively high.”
Quote in the paperNot a substantial claim - Interpretationreasoning
There is a possibility of a tradeoff between the teaching technology used to deliver academic instruction and teacher quality as current education policy defines it.
“There is, in short, the possibility of a tradeoff between the”
Quote in the paperSubstantial claim - Study design and conductnone given
The effects of the Match academic intervention cannot be distinguished from the BAM non-academic intervention.
“We recognize that we cannot distinguish the effects of the Match academic intervention from the BAM non-academic intervention.”
Quote in the paperSubstantial claim - Interpretationreasoning
The impacts per dollar spent are sizable compared to even the most successful early childhood programs.
“The impacts per dollar spent are sizable compared to even the most successful early childhood programs.”
Quote in the paperSubstantial claim - Interpretationreasoning
Using a higher threshold for participation would further increase the size of the treatment-on-treated estimates by allocating the intent-to-treat effect over fewer youth.
“Note that our approach is conservative in the sense that using a higher threshold for participation (that is, counting only youth who attend some higher number of sessions as participants) would have the result of further increasing the size of our TOT estimates, by essentially allocating the ITT effect over fewer youth.”
Quote in the paperNot a substantial claim - Interpretationreasoning
If it is possible to achieve at large scale the results reported here, in which students learned the equivalent of three years of math per year, just a few years of this type of intervention could bring almost all students up to grade level.
“If it is possible to achieve at large scale the results we report here, in which students learned the equivalent of three years of math per year, just a few years of this type of intervention could bring almost all students up to grade level”
Quote in the paperSubstantial claim - Interpretationown data
Efforts to address the mismatch on both the academic and non-academic sides in this intervention show it is possible to generate very large gains in academic outcomes in a short period of time, even among students who can be many years behind grade level.
“Efforts to address this mismatch on both the academic and non-academic sides in our intervention show it is possible to generate very large gains in academic outcomes in a short period of time, even among students who can be many years behind grade level.”
Quote in the paperSubstantial claim - Interpretationreasoning
Another factor that helps control the costs of incorporating intensive remediation into an urban school system's safety net is that the need for help might need to be only temporary.
“Another factor that helps control the costs of incorporating this sort of intensive remediation into an urban school system's safety net to help students who fall behind is that the need for help might need to be only temporary.”
Quote in the paperSubstantial claim - Interpretationown data
The results provide at least suggestive support for the idea that even first-year instructors with no formal teaching credentials or experience, working for a modest stipend mostly as a public service, can contribute to very large gains in student learning among disadvantaged youth.
“But our results provide at least suggestive support for the idea that even first-year instructors with no formal teaching credentials or experience who are working for a modest stipend mostly as a public service can contribute to very large gains in student learning among a population (disadvantaged youth) for which there are so few previous success stories.”
Quote in the paperSubstantial claim - Interpretationcitation
The pilot experiment and Fryer's quasi-experimental study in Houston both suggest that students may be learning the equivalent of about three years' worth of math in a single year.
“Our pilot experiment and Fryer's quasi-experimental study in Houston both suggest that students may be learning the equivalent of about three years' worth of math in a single year.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fryer's quasi-experimental study
Not checked in the free run.
- Premisecitation
Smaller class sizes in grades K-3 in the Tennessee STAR experiment increased combined SAT/ACT test scores for blacks in high school, after accounting for treatment effects on test-taking rates, by 0.15 SD, at a per-child total cost of $19,645 in 2013 dollars.
“Smaller class sizes in grades K-3 in the Tennessee STAR experiment increased combined SAT/ACT test scores for blacks in high school, after accounting for treatment effects on test-taking rates, by 0.15 SD, at a per-child total cost over the whole intervention period of $19,645 in 2013 dollars (Schanzenbach, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Schanzenbach, 2006
Not checked in the free run.
- May combine two claims. 61
- Classified as probably not a substantial claim. 43
- The quote only partly states this claim. 2
May combine two claims.
Findingown dataThe study sample consists of 106 male 9th and 10th graders in a public high school on the south side of Chicago, of whom 95% are black and 99% are free or reduced price lunch eligible.
“The study sample consists of 106 male 9th and 10th graders in a public high school on the south side of Chicago, of whom 95% are black and 99% are free or reduced price lunch eligible.”
- Also stated in: § 1 I. INTRODUCTION · plain
“106 male youth enrolled in 9 th and 10 th grade in academic year 2012-13 in a public high school on the south side of Chicago.Of the youth in our study sample, 99% were eligible for free or reduced price lunch and 95% are black”
Quote in the paperSubstantial claim- Also stated in: § 1 I. INTRODUCTION · plain
May combine two claims.
Findingown dataParticipation increased math test scores by 0.65 of the control group standard deviation and 0.48 SD in the national distribution.
“Participation increased math test scores by 0.65 of a control group standard deviation(SD) and 0.48 SD in the national distribution”
- Also stated in: § 1 I. INTRODUCTION · plain
“program participation (the effects of treatment on the treated, or TOT) increased math achievement test scores by 0.65 of the control group's standard deviation (equal to 0.48SD within the national distribution)”
Quote in the paperSubstantial claim- Also stated in: § 1 I. INTRODUCTION · plain
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataAll but one youth in the study sample (99%) are eligible for free or reduced price lunch, and 94% are eligible for free lunch specifically.
“All but one of the youth in our study sample (99%) are eligible for free or reduced price lunch (fully 94% are eligible for free-lunch specifically).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe study sample is entirely male and almost entirely African-American.
“Table 1 shows that our study sample is entirely male, and almost entirely African-American.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataOver one-quarter of the study sample has an individualized education plan (IEP), with most of these diagnosing some sort of learning disability.
“Over one-quarter of our study sample has an individualized education plan (IEP), with most of these diagnosing some sort of learning disability.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataControl-group students missing end-of-year 2013 post-randomization test scores have lower prior-year grades and achievement test scores than those with valid test results, and also have higher rates of absences, suspensions, and IEP designations.
“Comparing columns 1 and 2 of Table 3 we see that students assigned to the control group who are missing end-of-year 2013 (post-randomization) test scores have lower prior-year grades and achievement test scores than those who have valid test results, and also have higher rates of absences, suspensions, and IEP designations.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataDuring fall 2012, before intervention services began, the average youth scored at the 26th percentile of the national distribution on the EXPLORE/PLAN reading test and at the 22nd percentile in math.
“During the fall of 2012, before we began providing intervention services, the average youth scored at the 26 th percentile of the national distribution on their EXPLORE / PLAN reading test and at the 22 nd percentile in math.”
Quote in the paperNot a substantial claimMay combine two claims. The quote only partly states this claim.
Findingown dataParticipation had sizable but sometimes not quite statistically significant effects in reducing F's in math and non-math classes by two-thirds.
“and F's in math and non-math classes by two-thirds.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataDuring the previous year (AY2011-12), male youth in the study sample missed an average of 19.5 days of school, experienced 3.2 out-of-school suspensions, failed 1.7 classes, and had an overall GPA of 2.15 on a four-point scale.
“During the previous year (AY2011-12), male youth in our study sample missed an average of 19.5 days of school, experienced 3.2 outof-school suspensions, failed 1.7 classes, and had an overall GPA of 2.15 on a four-point scale.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningThe study sample of 106 male youth represents about one-third of all males in 9th and 10th grade in the study high school.
“Given that the study high school's total enrollment is slightly less than 1,000, our study sample of N=106 male youth represents about one-third of all males in 9 th and 10 th grade in the school.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataFor days absent and out-of-school suspensions, a total of eight observations out of 106 youth are missing.
“For both of these variables we are missing a total of eight observations out of our sample of 106 youth.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataOf those assigned to BAM plus Match, 36/48 (75%) ever attended at least one BAM session, while 19/48 (40%) participated in tutoring.
“(Of those assigned to BAM+Match, 36/48, or 75%, ever attended at least one BAM session while 19/48 or 40% participated in tutoring).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe CCM for absences is 45, or an average of nine weeks of school missed over the 2012-13 academic year.
“The CCM for absences is equal to 45, or an average of nine weeks of school missed over the 2012-13 academic year.”
Quote in the paperNot a substantial claimMay combine two claims. The quote only partly states this claim.
Findingown dataParticipation increases rates of being on track for graduation, and hence expected high school graduation rates, by nearly one-half.
“increases rates of being”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe effect on out-of-school suspensions is equal to one half of the CCM but is not statistically significant.
“The effect on out of school suspensions is equal to one half of the CCM but, given our sizable standard error, is not statistically significant.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataWhen using math achievement test scores as the outcome, not controlling for baseline covariates at all tends to reduce t-statistics somewhat by making point estimates about one-quarter smaller than in the preferred model and standard errors about one-quarter larger.
“The first panel shows that when we use math achievement test scores as our outcome of interest, not controlling for baseline covariates at all, as shown in the last column, tends to reduce the t-statistics somewhat by making the point estimates about one-quarter smaller than in our preferred model specification and makes the standard errors about one-quarter larger.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningIf tutors were in the room at the same time and had excess capacity, they would work with the disruptive youth.
“If the tutors were there in the room at the same time and a tutor had excess capacity, he or she would work with that youth.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe TOT effect is 12.9 fewer days missed, or just over one-quarter.
“The effect of participating (TOT) is equal to 12.9 fewer days missed, or just over one-quarter.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe absence effect is statistically significant with the pairwise t-test but not quite significant when adjusting for multiple comparisons; FWER p=0.109 and FDR q=0.141.
“This is statistically significant with just the pairwise t-test but not quite significant when we adjust for multiple comparisons; the FWER controlled p-value = 0.109, while the FDR qvalue = 0.141.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenMany youth in the study sample were very far behind.
“Many of the youth in our study sample were very far behind.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe intervention does not have statistically significant effects on reading scores, and the estimate is also not very precise; the 95% confidence interval includes the point estimates for the effects from other interventions.
“While our intervention does not have statistically significant effects on reading scores, our estimate is also not very precise.The 95% confidence interval for our estimate (Figure 7) includes the point estimates for the effects from these other interventions.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe treatment-on-the-treated effect in the national distribution using math scale scores equals 0.48 SD, or about 60 percent of the black-white test score gap in the national NAEP test for 13 year olds.
“The TOT effect in the national distribution (using the math scale scores) equals 0.48 SD, or about 60 percent of the black-white test score gap in the national NAEP test for 13 year olds (see Figure 3).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe average control complier youth gets about a D in math class while the average treatment-group complier scores about a C, and this result is statistically significant at the 5% threshold under PCER, FWER, and FDR.
“Put differently, the average control complier youth gets about a D in their math class while the average treatmentgroup complier scored at about a C (this result is statistically significant at the usual 5% threshold regardless of whether we focus on the PCER, the FWER, or the FDR).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe likelihood of failing math during the intervention year is reduced by about two-thirds (TOT effect of 0.42), which is large as a share of the control complier mean (0.68) but just statistically significant at p<.10 even with the pairwise test.
“The next row shows that the likelihood of failing math during our intervention year is reduced by about two-thirds (TOT effect of 0.42) which is quite large as a share of the CCM (0.68) but given the sizable standard error just statistically significant at the p<.10 level even with just the pairwise test.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe TOT effect increases the on-track likelihood by 24 percentage points, or 46% of the CCM.
“Program participation (the TOT effect) increases that likelihood by fully 24 percentage points, or 46% of the CCM.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataYouth assigned to BAM plus Match tutoring did much better in school, particularly in math class.
“Youth assigned to BAM+Match tutoring did much better in school, particularly in math class, as we show below.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWhile there is some indication that youth getting into the most trouble during the pre-program year benefited more from BAM+Match with respect to many outcome measures such as math grades and non-math grades, this is not true for math test scores, and it is also not true when using measures of getting into trouble during the program year itself.
“while there is some indication that youth who were getting into the most trouble during the pre-program year (AY2011-12) benefited more from BAM+Match with respect to many of our outcome measures (e.g.math grades, non-math grades), this is not true for math test scores, and it is also not true when we use measures of getting into trouble during the program year itself (AY2012-13).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenUnlike structured Match-style tutoring, which always focused on math, this informal tutoring occurred on a range of subject areas.
“(Unlike with the structured Match-style tutoring, which always focused on math, this sort of informal tutoring occurred on a range of subject areas.)”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningParticipating in programming increases the ranking in the national distribution by nearly 15 percentile points, to about the 34th percentile.
“Participating in programming (the TOT effect) increases the ranking in the national distribution by nearly 15 percentile points, to about the 34 th percentile.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe intention-to-treat effect on spring math test scores standardized using the control group distribution is 0.51 SD; the per-comparison error rate using regular OLS standard errors is p=0.013, and the permutation-test p-value is 0.016.
“The ITT measured this way is 0.51 SD; focusing just on this outcome variable (not adjusting for multiple comparisons) the per comparison error rate (PCER) using the regular OLS standard errors equals p=0.013, and equals p=0.016 when we instead use a permutation test with 100,000 replications.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataYouth who are more likely to get into trouble in school have higher math test scores than those who do not get into trouble; the interaction between disciplinary problems and treatment assignment is positive.
“The first panel shows that youth who are more likely to get into trouble in school have higher math test scores than those youth who do not get into trouble (that is, the interaction between our measures of disciplinary problems and treatment assignment are positive).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe participation rate was 71% for the 24 youth assigned to BAM-only and 75% for the 48 youth assigned to BAM plus Match tutoring.
“The participation rate for the 24 youth assigned to the BAM-only treatment arm was 71%, and for the 48 youth assigned to the BAM+Match tutoring treatment arm equaled 75%.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataCompared to main results, point estimates for math test results are slightly smaller when using multiple imputation, standard errors are larger, but the point estimate still suggests a sizable change in math scores.
“Compared to our main results, the point estimates for our math test results are slightly smaller when we use multiple imputation to fill in missing values to the spring achievement test scores, and the standard errors are larger, but the point estimate itself still suggests a sizable change in math scores.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAssigning arbitrarily low scores to missing values and using quantile regression implies an effect on the median score of 0.39 SD using the control group distribution, compared to an effect on the median of 0.42 when using just non-missing observations.
“Assigning arbitrarily low scores to missing values and using quantile regression implies an effect on the median score of 0.39 SD (using the control group's distribution), compared to an effect on the median of 0.42 when we use just non-missing observations.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe participation rate was 71% for the 24 youth assigned to the BAM-only treatment arm and 75% for the 48 youth assigned to the BAM+Match tutoring treatment arm.
“The participation rate for the 24 youth assigned to the BAM-only treatment arm was 71%, and for the 48 youth assigned to the BAM+Match tutoring treatment arm equaled 75%.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe program increased math achievement test scores (Explore/Plan) in spring 2013, with an intent-to-treat effect of 0.510 control-distribution standard deviations (p=0.013) and a treatment-on-treated effect of 0.648 control-distribution standard deviations (p<0.01).
“| Z Score (Control Distribution) | 0 | 0.510* | 0.648** | -0.306 | 0.013 | 0.0163 | 0.03571 | 0.033 |”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe program increased math GPA in 2012-2013, with an intent-to-treat effect of 0.425 points on a 1-4 scale (p=0.021) and a treatment-on-treated effect of 0.583 points (p<0.05).
“| Math GPA 2012-2013 (1-4 point scale) | 1.346 | 0.425* | 0.583* | 1.239 | 0.021 | 0.0261 | 0.0371 | 0.033 |”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe program significantly reduced the number of non-math courses failed in 2012-2013, with an intent-to-treat effect of -1.454 (p<0.01) and a treatment-on-treated effect of -2.004 (p<0.01).
“| Non-Math Courses Failed 2012-2013 | 3.176 | -1.454** | -2.004** | 3.542 | 0.007 | 0.0094 | 0.019 | 0.022 |”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe program significantly reduced days absent in AY12-13, with an intent-to-treat effect of -10.272 days (p=0.041) and a treatment-on-treated effect of -12.919 days (p=0.041).
“| Days Absent AY12-13, N=98 | 44.031 | -10.272* | -12.919* | 45.14 | 0.041 | 0.047 | 0.109 | 0.141 |”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe set of people capable of being effective tutors is much greater than the set of people who could succeed in teaching a large classroom of students.
“the set of people who are capable of being effective tutors (in terms of either their abilities or prior training) is presumably much greater than the set of people who could succeed in teaching a large classroom of students.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Premisenone givenThe quality of the existing empirical evidence on the value of explicitly addressing non-academic factors or skills among disadvantaged youth is currently not ideal.
“The quality of the existing empirical evidence on the value of explicitly addressing non-academic factors or skills among disadvantaged youth is currently not ideal.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataComparing the control group to the BAM-only group (N=24), one baseline difference is statistically significant at p<0.05 (disciplinary incidents in the previous year, 0.79 incidents over the year versus a control mean of 1.82) and one at p<0.10 (fall 2012 reading scores, about four percentile points).
“If we compare the control group to those assigned to the BAM-only group (N=24), we see one pair-wise difference that is statistically significant at the p<0.05 threshold (disciplinary incidents during the previous year, i.e.AY2011-12, of 0.79 incidents over the year -which is large relative to the control mean of 1.82) and one difference that is statistically significant at the p<0.10 level (fall”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe differential rate of missing end-of-year test scores does not seem to be due to treatment effects that reduce school dropout, but could be due to treatment effects that reduce student school absences.
“The results that we present below suggest the differential rate of missing-ness for end-of-year test scores does not seem to be due to treatment effects that reduce school dropout, but could be due to treatment effects that reduce student school absences.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationA previous RCT by the authors found that the BAM intervention reduced rates of violence involvement by 44% and increased schooling engagement, but did not have detectable effects on test scores when delivered on its own.
“A previous RCT by our team found the intervention reduced rates of violence involvement (by 44%) and increased schooling engagement, but did not have detectable effects on test scores when delivered on its own (Heller et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Heller et al., 2013
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
InterpretationreasoningBecause tutoring requires different skills from classroom teaching, Match can expand its tutor recruitment pool to people with strong math skills who are willing to devote a year to public service but who do not necessarily have extensive prior teacher training or experience.
“This enables Match to expand the pool of people to recruit to be tutors and focus on people who are talented with strong math skills and willing to devote a year to public service, but who do not necessarily have extensive prior training or experience as teachers.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductnone givenBecause Fryer's findings come from a quasi-experimental study rather than a randomized experiment, they are inevitably subject to some uncertainty.
“Because Fryer's findings come from a quasi-experimental study rather than a randomized experiment, they are inevitably subject to some uncertainty.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fryer's (2011)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningTo ensure that standard errors are not misleadingly small because of the modest sample size, the study also reports p-values from a non-parametric permutation test.
“To ensure that the standard errors we calculate are not misleadingly small as an artifact of the modest number of youth in our study sample, we also report p-values that come from a non-parametric permutation test (Efron and Tibshirani, 1993).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Efron and Tibshirani, 1993
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Premisenone givenThe instructional technology of tutoring is quite different from that of a classroom, so the set of skills and experiences required to be a successful instructor are different.
“One major innovation of the Match model, and a key reason we selected it, is the recognition that the instructional “technology” of tutoring is quite different from that of a classroom and so the set of skills and experiences required to be a successful instructor are different.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningCompared to regular classroom instruction, two-on-one tutoring greatly simplifies the instructional task, makes it easier to individualize instruction, develop positive relationships with students, and maximize time-on-task.
“Compared to regular classroom instruction, two-on-one tutoring greatly simplifies the instructional task that the adult is asked to carry out.Working with just two students makes it much easier for the instructor to individualize instruction (both in terms of the level and pace) to what students need.The tutoring method also makes it much easier to develop positive relationships with students, and”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductown dataYouth were randomly assigned to Control (N=34), BAM only (N=24), or BAM plus Match-style high-dosage tutoring (N=48).
“These youth were randomly assigned to one of three conditions: (1) Control (N=34); (2) BAM only (N=24); (3) BAM plus Match-style high-dosage tutoring (N=48).”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationAmong Chicago youth at highest risk for school failure and crime (those arrested and sent to the Cook County Jail), on average they were two years behind grade level in reading, with some up to seven years behind, and four years behind grade level in math, with some up to 10 years below grade level.
“on average these youth were two years behind grade level in reading, with some up to seven years behind, and four years behind grade level in math, with some having math skills fully 10 years below grade level.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Keeley (2011)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe initial match rate to CPS administrative records for the study sample is 100% by construction.
“So our initial match rate to the CPS administrative records for our study sample is 100% by construction.”
Quote in the paperNot a substantial claimMay combine two claims.
Premiseown dataA computer-assisted program that also helped individualize instruction was found to increase test scores by up to 0.47 SD after the second year of intervention, although impacts from either strategy were short-lived.
“The effects of a computer-assisted program that also helped individualize instruction was found to increase test scores by up to 0.47 SD after the second year of intervention, although impacts from either strategy were short-lived.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningThe control complier mean can differ from the overall control mean if the type of person who would participate in programming if assigned to treatment is systematically different from nonparticipants among those assigned to treatment.
“The CCM can differ from the overall control mean if the type of person who would participate in programming if assigned to treatment is systematically different from the non-participants among those assigned to treatment.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenAll study procedures were approved by the University of Chicago IRB.
“All of our study procedures were approved by the University of Chicago IRB.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataThe study is a randomized controlled trial.
“This paper reports on a randomized controlled trial of a two-pronged intervention”
- Also stated in: § 1 I. INTRODUCTION · plain
“we report on the results of a randomized controlled trial (RCT)”
Quote in the paperSubstantial claim- Also stated in: § 1 I. INTRODUCTION · plain
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe study is too small to be the definitive word on how to reduce disparities in academic outcomes within the U.S.
“While such a small study cannot be the definitive word on how to reduce disparities in academic outcomes within the U.S.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe research team carried out the random assignment for the project themselves.
“Our research team carried out the random assignment for the current project ourselves.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe study randomized some youth to receive just the non-academic intervention, other youth to receive both the non-academic and academic interventions, and others to receive status quo services.
“Our research design, described more in section IV below, randomized some youth to receive just the non-academic intervention described here, other youth to receive both the non-academic intervention together with the academic intervention, and others to receive status quo services.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenFamily-wise error rate control is more conservative than false discovery rate control, while pairwise comparisons are not conservative enough.
“FWER control is more conservative for this purpose than FDR control, while pairwise comparisons are not conservative enough.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Benjamini and Hochberg, 1995
Not checked in the free run.
May combine two claims.
PremisecitationTutoring by its nature increases the amount of feedback and correction between student and instructor and ensures that all students receive this attention, including those struggling in school.
“Tutoring by its nature was found to increase the amount of feedback and correction between student and instructor, a key characteristic of effective teaching, and also ensures that all students receive this attention -including those students who are struggling in school.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bloom (1984)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA large body of correlational research shows that schooling and other key life outcomes are correlated with non-cognitive skills such as self-regulation, social information processing, conflict resolution, grit, and future orientation.
“A large body of correlational research shows that schooling and other key life outcomes are correlated with what economists have come to call”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Dodge et al. (1986)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationPrevious research finds that spending more time in high school seems to increase non-academic factors related to decision-making, trust, and risky behavior.
“Previous research does find that spending more time in high school seems to increase non-academic factors related to decision-making, trust, and risky behavior (Oreopoulos and Salvanes, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Oreopoulos and Salvanes, 2011
Not checked in the free run.
May combine two claims.
PremisecitationCompared to regular classroom instruction, tutoring generates large increases in time-on-task (90+% versus 65%) and improved student attitudes and interests.
“Compared to regular classroom instruction, tutoring also generates large increases in time-on-task (90+% versus 65%) and improved student attitudes and interests.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bloom (1984)
Not checked in the free run.
May combine two claims.
Study design and conductown dataThe results come from a pilot RCT at a single Chicago high school.
“The results reported here come from a pilot RCT at a single Chicago high school.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningProviding this intervention universally would not necessarily cut the black-white test score gap by 60%, since effects could be different for different populations and it is unknown how white youth would benefit.
“This does not mean that providing this intervention universally would cut the black-white test score gap by 60%, since the effects could be different for different populations and in particular we have no idea at present how white youth would benefit from the program if they were enrolled.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationCompared to students not on track, those on track have four-year graduation rates 59 percentage points higher and five-year graduation rates 57 percentage points higher.
“Compared to students who are not”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Allensworth and Easton, 2005
Not checked in the free run.
May combine two claims.
PremisecitationThe Match tutoring intervention is delivered to over 700 students per year across three schools in Boston, to 500-600 students in several public high schools in Lawrence, Massachusetts, and was delivered to 3,000 students across 13 schools in Houston.
“The Match tutoring intervention is delivered to over 700 students per year across three schools in Boston, to 500-600 students in several public high schools in Lawrence, Massachusetts, and was delivered to 3,000 students across 13 schools in Houston (Fryer, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fryer, 2011
Not checked in the free run.
May combine two claims.
Study design and conductreasoningThe small sample size and the possibility of crossover and spillover effects across the two treatment arms complicate the ability to disentangle the relative value of the two components.
“Our small sample size and the possibility of crossover and spillover effects across the two treatment arms complicates our ability to disentangle the relative value of the two components.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe effect measured relative to the nationwide test-score distribution is equal to about 60% of the black-white test score gap in math in NAEP among 13 year olds, which equals 0.80 SD.
“the effect measured relative to the nationwide test-score distribution is equal to about 60% of the black-white test score gap in math in the National Assessment of Educational Progress (NAEP) among 13 year olds (which equals 0.80 SD).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningBecause the high school was chosen for its outstanding school leadership team, all else equal the results may overstate the effects that would be seen if the interventions were delivered in a broader set of schools with lower average quality of school leadership.
“We chose to work with this particular high school because of the outstanding school leadership team, which all else equal might make us think that our results may overstate the effects that we would see if the interventions were delivered in a broader set of schools where the average quality of school leadership is somewhat lower.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningInterpretation of separate treatment arm results is complicated by possible treatment crossover or spillovers between the two groups.
“although interpretation of these results is complicated somewhat by the fact that there may be some treatment crossover or spillovers between the two groups as described above.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThe results come from a small-scale pilot test and so the findings are necessarily not the last word on this subject; many questions remain.
“Nonetheless our results come from a small-scale pilot test and so these findings are necessarily not the last word on this subject; many questions remain.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThis pattern is what would be expected if those measures are a function of student behavior or demeanor as well as learning.
“this is what we would expect if those measures are a function of student behavior or demeanor as well as learning.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThere was some informal treatment crossover between the BAM-only and BAM plus Match tutoring groups that is not captured by administrative records on tutoring participation, complicating interpretation of the BAM-only treatment effects.
“It turns out that there was some informal treatment crossover between the BAM-only and BAM+Match tutoring groups that is not captured by our administrative records on tutoring participation, which complicates the interpretation of the effects of the BAM-only treatment that we present below.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationThe conventional wisdom summarized by Barrow, Claessens and Schanzenbach (2013) is that the finding of no test score improvement but a strong improvement in school attainment is consistent with a growing literature suggesting that interventions aimed at older children are more effective at improving non-cognitive skills than cognitive skills.
“The conventional wisdom around efforts to help disadvantaged youth is nicely summarized by Barrow, Claessens and Schanzenbach (2013):”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Barrow, Claessens and Schanzenbach (2013)
Not checked in the free run.
May combine two claims.
PremisecitationThe BAM program has been delivered to at least 700 students per year since 2009 in Chicago, including in some of the most distressed schools in the city, and has been previously evaluated at large scale and found to have impacts on behavioral outcomes, although not test scores.
“The BAM program has been delivered to at least 700 students per year since 2009 in Chicago, including in some of the most distressed schools in the city, and has been previously evaluated at large scale and found to have impacts on behavioral outcomes, although not test scores (Heller et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Heller et al., 2013
Not checked in the free run.
May combine two claims.
Study design and conductown dataOutcomes were measured just during the program year; at present nothing is known about the degree to which these impacts will persist.
“And we have evaluated outcomes measured just during the program year; at present we know nothing about the degree to which these impacts will persist.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationown dataThe impacts of the pilot intervention reported in this paper are large enough to raise the question of whether the field has given up prematurely on the possibility of improving academic outcomes for disadvantaged youth.
“The impacts of the pilot intervention reported on in this paper are large enough to raise the question of whether the field has given up prematurely on the possibility of improving academic outcomes for disadvantaged youth.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe key to making intensive remediation affordable, particularly high-dosage two-on-one individualized instruction, is the recognition that the tutoring method of instruction substantially changes the set of skills and experiences required to succeed as an instructor.
“The key to making this intensive remediation affordable, particularly the high-dosage two-on-one individualized instruction, is the recognition that the tutoring method of instruction substantially changes the set of skills and experiences required to succeed as an instructor.”
Quote in the paperNot a substantial claim- Rests on an assumption: The tutoring method of instruction substantially changes the set of skills and experiences required to succeed as an instructor.
May combine two claims.
PremisecitationPerry Preschool improves high school GPA by 0.42 SD, math scores at age 14 by 0.33 SD, reading scores at 14 by 0.34 SD, and language achievement by 0.63 SD, at a cost of $20,500 per child.
“The widely-cited Perry Preschool improves high school GPA by 0.42 SD, or 0.3 points on a 4-point scale, improves overall math scores at age 14 by 0.33 SD, improves reading scores at 14 by 0.34 SD, and language achievement by 0.63 SD, at a cost of $20,500 (in 2013 dollars) per child (Schweinhart et al., 2005, p. xvii, 62).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Schweinhart et al., 2005
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningThe findings highlight a systemic challenge for urban school districts: the need for a more intensive safety net to help students who fall behind and experience a mismatch between what they need and what regular classrooms deliver.
“Our findings also highlight a systemic challenge for so many urban school districts -the need for a more intensive safety net to help students who fall behind as they progress through school and wind up experiencing a mismatch between what they need and what regular classrooms deliver.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningUsing a higher participation threshold assumes that youth who participate in fewer than N sessions do not benefit at all from participating in those sessions, which is a strong assumption because little is currently known about the functional form of the treatment dosage/treatment response relationship for these types of programs.
“But using a higher participation threshold boosts the TOT estimate by assuming that youth who participate in fewer than N sessions do not benefit at all from participating in those sessions, which seems like a strong assumption since so little is currently known about the functional form of the treatment dosage / treatment response relationship for these types of programs.”
Quote in the paperNot a substantial claim- Rests on an assumption: Little is currently known about the functional form of the treatment dosage/treatment response relationship for these types of programs.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningAs a conceptual matter it is not obvious that early childhood is the optimal time to intervene even if there is declining developmental plasticity over the life course; because impacts tend to fade out, there are advantages to intervening temporally closer to when important outcomes are realized.
“Put differently, as a conceptual matter it is not obvious that early childhood is the optimal time to intervene even if there is declining developmental plasticity over the life course; precisely because the impact of interventions tend to fade out over time, there are some advantages to intervening temporally closer to when important outcomes are realized.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningAnother tradeoff between intervening early versus later comes from the fact that it is easier to target interventions on highest-risk students during adolescence than early childhood, because there is more of a track record to use to identify participants who might benefit most.
“Another tradeoff between intervening early versus later comes from the fact that it is easier to target interventions on the highestrisk students during adolescence than early childhood, because we have more of a”
Quote in the paperNot a substantial claim- Rests on an assumption: It is easier to target interventions on highest-risk students during adolescence than early childhood because there is more of a track record to use to identify participants who might benefit most.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenThis mismatch is a problem that many previous interventions largely ignore, instead focusing on changing the quality of grade-level instruction in the classroom or the incentives of students to learn it.
“This mismatch is a problem that many previous interventions largely ignore, instead focusing on changing the quality of grade-level instruction in the classroom or the incentives of students to learn it.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
InterpretationreasoningThese comparisons highlight a tradeoff between intervening early in childhood versus later during adolescence, which has not received enough attention in the current policy discussion.
“These comparisons highlight a tradeoff between intervening early on in childhood versus later during adolescence, which has not received enough attention in the current policy discussion.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenThe growing pessimism about academic interventions for low-income youth is premature, now that the key underlying problems may be being diagnosed.
“Perhaps the growing pessimism about academic interventions for low-income youth is premature, now that we may be diagnosing the key underlying problems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningGiven that most social-policy interventions show fade out of impacts, if the goal is to improve long-term life outcomes of children growing up in disadvantaged circumstances, there is a tradeoff between fade-out and developmental plasticity.
“Given that most social-policy interventions show”
Quote in the paperNot a substantial claim- Rests on an assumption: Most social-policy interventions show fade out of impacts.
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe large gains in academic outcomes for disadvantaged youth reported here stand against a backdrop of few prior success stories in improving academic outcomes, particularly achievement test scores, for similarly disadvantaged adolescents.
“The large gains in academic outcomes for disadvantaged youth reported here stand against a backdrop of few prior success stories in improving academic outcomes, particularly achievement test scores, for similarly disadvantaged adolescents.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningTreatment-on-treated effects are essentially rescaled intent-to-treat effects, so the paper displays ITT p-values.
“As treatment on treated (TOT) effects are essentially rescaled intent to treat (ITT) effects, we display ITT p-values in the interest of space and readibility.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Most public school systems at present do not devote much time to explicitly addressing non-academic factors after the earliest grades of elementary school.
“Yet most public school systems at present do not devote much time to explicitly addressing nonacademic factors, at least after the earliest grades of elementary school.”
The paper relies on this without support.
Growing up in distressed, dangerous urban areas may affect the development of non-academic factors like social information processing styles or other features of judgment and decision-making that affect how students engage with school.
“Growing up in distressed, dangerous urban areas may affect the development of”
The paper relies on this without support.
Intensive small-group tutoring is very costly.
“The challenge for education policy has been that such intensive small-group tutoring is very costly.”
The authors state this as an assumption.
Missing spring test score outcome data are conditionally missing at random (MAR): conditional on observable baseline characteristics, missingness is unrelated to unobserved attributes of students.
“which has the limitation of assuming that these outcome data are conditionally missing at random (MAR) -that is, conditional on observable baseline characteristics, missing-ness is unrelated to unobserved attributes of students.”
The authors state this as an assumption.
Students missing post-test data have actual post-test scores that fall in the bottom half of the sample distribution.
“This approach requires the assumption that students missing post-test data have actual post-test scores that fall in the bottom half of the sample distribution.”
The authors state this as an assumption.
Randomization was carried out correctly.
“the IV estimate requires for unbiased estimation the same assumption as does the ITT estimate (that randomization was carried out correctly)”
The authors state this as an assumption.
Treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.
“but now adds one more assumption -that treatment-group assignment has no effect on the behavior of youth who do not participate in the intervention.”
The authors state this as an assumption.
The correlation between the on-track indicator and high school graduation rates can be taken at face value for estimating the effect on graduation.
“If we take this correlation between the on-track indicator and high school graduation rates at face value”
The authors state this as an assumption.
People are more plastic and receptive to intervention during early childhood than during adolescence.
“for the sake of argument let us suppose for the moment that people really are more plastic and receptive to intervention during early childhood than during adolescence.”
The paper relies on this without support.
Most social-policy interventions show fade out of impacts.
“Given that most social-policy interventions show”
The paper relies on this without support.
Many socially costly outcomes, particularly criminal behavior, are highly concentrated within the population.
“It is also the case that many socially costly outcomes, particularly criminal behavior, are highly concentrated within the population.”
The paper relies on this without support.
It is easier to target interventions on highest-risk students during adolescence than early childhood because there is more of a track record to use to identify participants who might benefit most.
“it is easier to target interventions on the highestrisk students during adolescence than early childhood, because we have more of a”
The paper relies on this without support.
Students who are four to 10 years behind grade level have basically been getting little to nothing out of regular classroom instruction for years.
“students who are four to 10 years behind grade level, as unfortunately is not uncommon in distressed urban areas, have basically been getting little to nothing out of regular classroom instruction for years.”
The paper relies on this without support.
The control group's expected graduation rate is 30 percent.
“nearly half of the control group's expected 30 percent graduation rate”
The paper relies on this without support.
The tutoring method of instruction substantially changes the set of skills and experiences required to succeed as an instructor.
“the tutoring method of instruction substantially changes the set of skills and experiences required to succeed as an instructor.”
The paper relies on this without support.
Little is currently known about the functional form of the treatment dosage/treatment response relationship for these types of programs.
“since so little is currently known about the functional form of the treatment dosage / treatment response relationship for these types of programs”
Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
(2011) · Cited by 14,317 · see citing works
Shiffrin, R. M., & Schneider, W. (1977) · Psychological Review · doi:10.1037/0033-295x.84.2.127 · Cited by 7,335 · see citing works
Controlled and automatic human information processing: I. Detection, search, and attention.
Schneider, W., & Shiffrin, R. M. (1977) · Psychological Review · doi:10.1037/0033-295x.84.1.1 · Cited by 5,902 · see citing works
Primary, Secondary, and Meta-Analysis of Research
GLASS, G. V. (1976) · Educational Researcher · doi:10.3102/0013189x005010003 · Cited by 4,890 · see citing works
A gradient of childhood self-control predicts health, wealth, and public safety
Moffitt, T. E., Arseneault, L., Belsky, D., Dickson, N., Hancox, R. J., Harrington, H., Houts, R., Poulton, R., Roberts, B. W., Ross, S., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1010076108 · Cited by 4,885 · see citing works
The effects of cognitive and noncognitive abilities on labor market outcomes and social behavior
Heckman, J. J., Stixrud, J., & Urzua, S. (2006) · Journal of Labor Economics · doi:10.1086/504455 · Cited by 4,427 · see citing works
Identification of Causal Effects Using Instrumental Variables
Angrist, J. D., Imbens, G. W., & Rubin, D. B. (1996) · Journal of the American Statistical Association · doi:10.1080/01621459.1996.10476902 · Cited by 4,230 · see citing works
Representativeness revisited: Attribute substitution in intuitive judgment.
Kahneman, D., & Frederick, S. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.004 · Cited by 3,476 · see citing works
Adaptive linear step-up procedures that control the false discovery rate
Benjamini, Y., Krieger, A. M., & Yekutieli, D. (2006) · Biometrika · doi:10.1093/biomet/93.3.491 · Cited by 3,228 · see citing works
The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as One-to-One Tutoring
BLOOM, B. S. (1984) · Educational Researcher · doi:10.3102/0013189x013006004 · Cited by 2,734 · see citing works
Experimental Analysis of Neighborhood Effects
Kling, J. R., Liebman, J. B., & Katz, L. F. (2007) · Econometrica · doi:10.1111/j.1468-0262.2007.00733.x · Cited by 2,719 · see citing works
Eccles, J. S., Midgley, C., Wigfield, A., Buchanan, C. M., Reuman, D., Flanagan, C., & Mac Iver, D. (1993) · American Psychologist · doi:10.1037/0003-066x.48.2.90 · Cited by 2,616 · see citing works
Anderson, M. L. (2008) · Journal of the American Statistical Association · doi:10.1198/016214508000000841 · Cited by 2,410 · see citing works
Cognitive Therapy: Basics and Beyond
Beck, J. S. (1995) · Medical Entomology and Zoology · Cited by 2,208 · see citing works
The Black-White Test Score Gap
Jencks, C., & Phillips, M. (2011) · Rowman & Littlefield Publishers eBooks · doi:10.5771/9780815746119 · Cited by 1,718 · see citing works
The importance of noncognitive skills: lessons from the GED testing program
Heckman, J. J., & Rubinstein, Y. (2001) · American Economic Review · doi:10.1257/aer.91.2.145 · Cited by 1,488 · see citing works
(2005) · Medical Entomology and Zoology · Cited by 1,313 · see citing works
Dodge, K. A., Pettit, G. S., McClaskey, C. L., Brown, M. M., & Gottman, J. M. (1986) · Monographs of the Society for Research in Child Development · doi:10.2307/1165906 · Cited by 1,203 · see citing works
Self-citation(2011) · Issue Lab (Candid) · Cited by 1,167 · see citing works
Experimental Estimates of Education Production Functions
Krueger, A. B. (1999) · The Quarterly Journal of Economics · doi:10.1162/003355399556052 · Cited by 1,120 · see citing works
Priceless: The Nonpecuniary Benefits of Schooling
Oreopoulos, P., & Salvanes, K. G. (2011) · Journal of Economic Perspectives · doi:10.1257/jep.25.1.159 · Cited by 963 · see citing works
An Economic Analysis of a Drug-Selling Gang's Finances
Levitt, S. D., & Venkatesh, S. A. (1998) · The Quarterly Journal of Economics · doi:10.1162/003355300554908 · Cited by 900 · see citing works
The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit
Dahl, G. B., & Lochner, L. (2012) · American Economic Review · doi:10.1257/aer.102.5.1927 · Cited by 832 · see citing works
The American High School Graduation Rate: Trends and Levels
Heckman, J. J., & LaFontaine, P. A. (2010) · Review of Economics and Statistics · doi:10.1162/rest.2010.12366 · Cited by 568 · see citing works
Murder by Structure: Dominance Relations and the Social Structure of Gang Homicide
Papachristos, A. V. (2009) · American Journal of Sociology · doi:10.1086/597791 · Cited by 562 · see citing works
Accounting for No-Shows in Experimental Evaluation Designs
Bloom, H. S. (1984) · Evaluation Review · doi:10.1177/0193841x8400800205 · Cited by 532 · see citing works
How children succeed: grit, curiosity, and the hidden power of character
(2013) · Choice Reviews Online · doi:10.5860/choice.50-5134 · Cited by 531 · see citing works
A role for synaptic plasticity in the adolescent development of executive function
Selemon, L. D. (2013) · Translational Psychiatry · doi:10.1038/tp.2013.7 · Cited by 439 · see citing works
Remedying Education: Evidence from Two Randomized Experiments in India
Banerjee, A., Cole, S. A., Duflo, E., & Linden, L. (2005) · National Bureau of Economic Research · doi:10.3386/w11904 · Cited by 414 · see citing works
Trajectories of antisocial behavior and psychosocial maturity from adolescence to young adulthood.
Monahan, K. C., Steinberg, L. D., Cauffman, E. E., & Mulvey, E. P. (2009) · Developmental Psychology · doi:10.1037/a0015862 · Cited by 382 · see citing works
Self-citationPerson-Environment Interaction: A Challenge Found Wanting Before it was Tried
Hunt, D. E. (1975) · Review of Educational Research · doi:10.3102/00346543045002209 · Cited by 360 · see citing works
The Economics and Psychology of Personality Traits
Borghans, L., Duckworth, A. L., Heckman, J. J., & ter Weel, B. (2008) · National Bureau of Economic Research · doi:10.3386/w13810 · Cited by 321 · see citing works
Duflo, E., Pascaline Dupas, Y., & Kremer, M. R. (2008) · National Bureau of Economic Research · doi:10.3386/w14475 · Cited by 292 · see citing works
Engel, M., Claessens, A., & Finch, M. A. (2013) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373712461850 · Cited by 259 · see citing works
The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit
Dahl, G. B., & Lochner, L. (2008) · National Bureau of Economic Research · doi:10.3386/w14599 · Cited by 258 · see citing works
The Technology of Skill FormationPreprint
Cunha, F., & Heckman, J. J. (2007) · SSRN Electronic Journal · doi:10.2139/ssrn.958713 · Cited by 251 · see citing works
Economic Considerations and Class Size
Krueger, A. B. (2002) · National Bureau of Economic Research · doi:10.3386/w8875 · Cited by 155 · see citing works
What Have Researchers Learned from Project STAR?
Schanzenbach, D. W. (2006) · Brookings papers on education policy · doi:10.1353/pep.2007.0007 · Cited by 124 · see citing works
Racial Inequality in the 21st Century: The Declining Significance of Discrimination
Fryer, R. G. (2010) · National Bureau of Economic Research · doi:10.3386/w16256 · Cited by 116 · see citing works
Self-citationPreventing Youth Violence and Dropout: A Randomized Field Experiment
Heller, S., Pollack, H., Ander, R., & Ludwig, J. (2013) · doi:10.3386/w19014 · Cited by 79 · see citing works
Self-citationKnowledge, Tests, and Fadeout in Educational Interventions
Cascio, E., & Staiger, D. O. (2012) · National Bureau of Economic Research · doi:10.3386/w18038 · Cited by 64 · see citing works
Staying on Course: Three-Year Results of the National Guard Youth Challenge EvaluationPreprint
Millenky, M., Bloom, D., Muller-Ravett, S., & Broadus, J. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2019770 · Cited by 43 · see citing works
The Impact of Chicago's Small High School InitiativePreprint
Barrow, L., Schanzenbach, D. W., & Claessens, A. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.2537540 · Cited by 7 · see citing works
Flagged first, then by citations
14 of the 58 references couldn’t be matched to a known paper.
Research works printed but not linked: 19
- [13]13. Bowles, S., Gintis, H., & Osborne, M. (2001). The determinants of earnings: A behavioral approach. Journal of Economic Literature, 39(4), 1137-1176.
- [14]14. Carniero, Pedro and James J. Heckman (2003) "Human capital policy." In Inequality in America: What Role for Human Capital Policies? James J. Heckman and Alan B. Krueger. Cambridge, MA: MIT Press. pp. 77-240.
- [16]16. Clotfelter, Charles T., Helen F. Ladd and Jacob L. Vigdor (2009) "The academic achievement gap in grades 3 to 8." The Review of Economics and Statistics. 91(2): 398-419.
- [18]18. Cullen, Julie B., Levitt, Steven D., Robertson, E., & Sadoff, S. (2013). What Can Be Done To Improve Struggling High Schools? The Journal of Economic Perspectives, 27(2), 133-152.
- [22]22. Dodge, K. A. (2003). Do social information-processing patterns mediate aggressive behavior? In B. B. Lahey, T. E. Moffitt, & A. Caspi (Eds.): Causes of conduct disorder and juvenile delinquency. New York: Guilford Press, 254-274.
- [23]23. Dodge, K. A., Bates, J. E., & Pettit, G. S. (1990). Mechanisms in the cycle of violence. Science, 250(4988), 1678-1683.
- [26]26. Duncan, Greg J. and Richard J. Murnane, Eds. (2011) Whither Opportunity? Rising Inequality, Schools, and Chidlren's Life Chances. New York: Russell Sage Foundation Press.
- [28]28. Efron, R and R Tibshirani (1993) An Introduction to the Bootstrap. Boca Raton, FL: CRC Press.
- [30]30. Evans, J. St. B.T. & Stanovich, K. E. (2013). Dual-process theories of higher cognition: Advancing the debate. Perspectives on Psychological Science, 8(3), 223-241.
- [32]32. Fryer, Roland G. (2011). Creating 'No Excuses' (Traditional) Public Schools: Preliminary Evidence from an Experiment in Houston, Cambridge, MA: NBER Working Paper No. 17494.
- [34]34. Guryan, Jonathan (2004) "Desegregation and black dropout rates." American Economic Review. 94(4): 914-43.
- [44]44. B.A. Thesis, University of Chicago.
- [47]47. Krueger, Alan B. (2003a) "Inequality, too much of a good thing." In Inequality in America: What Role for Human Capital Policies? James J. Heckman and Alan B. Krueger. Cambridge, MA: MIT Press. pp. 1-76.
- [49]49. Ladd, Helen F. (2012) "Education and poverty: Confronting the evidence." Journal of Policy Analysis and Management. 31(2): 203-227.
- [50]50. Lazear, Edward P. (2001) "Educational production." Quarterly Journal of Economics. 116(3): 777-803.
- [54]54. Nomi, Takako and Elaine Allensworth (2009) "Double-dose Algebra as an alternative strategy to remediation: Effects on students' outcomes." Journal of Research on Educational Effectiveness. 2(2): 111-48.
- [58]58. Greg J. Duncan and Richard J. Murnane. New York: Russell Sage Foundation Press. pp. 91-116.
- [64]64. Shonkoff, Jack P. and Deborah A. Phillips (2000) From Neurons to Neighborhoods: The Science of Early Childhood Development. Washington, DC: National Academy Press.
- [67]67. Westfall, P.H., and S.S. Young, Resampling-based multiple testing: Examples and methods for p-value adjustment (Wiley-Interscience, 1993).
Cited by
Sorted by citations
The Economics of Human Development and Social Mobility
Heckman, J. J., & Mosso, S. (2014) · Annual Review of Economics · doi:10.1146/annurev-economics-080213-040753 · Cited by 940 · see citing works
“47Estimates from Cunha et al. (2010) suggest that 1/(1− φ) = .”
Kautz, T., Heckman, J. J., Diris, R., ter Weel, B., & Borghans, L. (2014) · National Bureau of Economic Research · doi:10.3386/w20749 · Cited by 774 · see citing works
Fostering and Measuring Skills
Kautz, T., Heckman, J. J., Diris, R., ter Weel, B., & Borghans, L. (2014) · OECD education working papers · doi:10.1787/5jxsr7vr78f7-en · Cited by 488 · see citing works
“Cook et al. (2014) evaluate the program by the method of random assignment.”
MethodDamgaard, M. T., & Nielsen, H. S. (2018) · Economics of Education Review · doi:10.1016/j.econedurev.2018.03.008 · Cited by 321 · see citing works
Dietrichson, J., Bøg, M., Filges, T., & Klint Jørgensen, A.-M. (2017) · Review of Educational Research · doi:10.3102/0034654316687036 · Cited by 288 · see citing works
“5See, for example, Rubin (1996) and Pigott (2009) on why leaving out studies/effect sizes with missing values normally yields biased estimates.”
BackgroundInfluentialOECD (2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-en · Cited by 202 · see citing works
An Experimental Evaluation of a Comprehensive Employment-Oriented Prisoner Re-entry Program
Cook, P. J., Kang, S., Braga, A. A., Ludwig, J., & O’Brien, M. E. (2015) · Journal of Quantitative Criminology · doi:10.1007/s10940-014-9242-5 · Cited by 172 · see citing works
“…research suggests that a great deal of criminal behavior may be driven by automatic (or what psychologists call ‘‘system one’’) behavior, which may be addressed by programming that helps people recognize and avoid these responses in high-stakes situations (Beck 2011; Heller et al. 2013; Cook 2014).”
Self-citationChild Development and Parental Investment: Introduction
Francesconi, M., & Heckman, J. J. (2016) · The Economic Journal · doi:10.1111/ecoj.12388 · Cited by 177 · see citing works
Angrist, N., de Barros, A., Bhula, R., Chakera, S., Cummiskey, C., DeStefano, J., Floretta, J., Kaffenberger, M., Piper, B., & Stern, J. M. B. (2021) · International Journal of Educational Development · doi:10.1016/j.ijedudev.2021.102397 · Cited by 133 · see citing works
Behavioral Economics of Education: Progress and PossibilitiesPreprint
Lavecchia, A., Liu, H., & Oreopoulos, P. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2568069 · Cited by 123 · see citing works
The Economics of Human Development and Social Mobility
Heckman, J. J., & Mosso, S. (2014) · National Bureau of Economic Research · doi:10.3386/w19925 · Cited by 108 · see citing works
School-based interventions for reducing disciplinary school exclusion: a systematic review
Valdebenito, S., Eisner, M., Farrington, D. P., Ttofi, M. M., & Sutherland, A. (2018) · Campbell Systematic Reviews: Better Evidence for a Better World · doi:10.4073/csr.2018.1 · Cited by 93 · see citing works
Behavioral Economics of Education
Lavecchia, A. M., Liu, H., & Oreopoulos, P. (2016) · Handbook of the Economics of Education · doi:10.1016/b978-0-444-63459-7.00001-4 · Cited by 89 · see citing works
“122 Cook et al, 2014.”
Roman, C. G., Decker, S. H., & Pyrooz, D. C. (2017) · Journal of Crime and Justice · doi:10.1080/0735648x.2017.1345096 · Cited by 86 · see citing works
“An evaluation using a randomized control design found that the program (which included the sports component) was successful in reducing arrests for both violent and nonviolent crimes (Cook et al. 2014).”
MethodThe Production of Human Capital in Developed Countries
Fryer, R. G. (2017) · Handbook of economic field experiments · doi:10.1016/bs.hefe.2016.08.006 · Cited by 78 · see citing works
“Another randomized study that investigates the impacts of high-dosage tutoring on low-ability students 39 is Cook et al. (2014).”
Self-citationBeyond Early Warning Indicators: High School Dropout and Machine Learning
Sansone, D. (2018) · Oxford Bulletin of Economics and Statistics · doi:10.1111/obes.12277 · Cited by 76 · see citing works
Not Too Late: Improving Academic Outcomes among Adolescents
Guryan, J., Ludwig, J., Bhatt, M. P., Cook, P. J., Davis, J. M. V., Dodge, K., Farkas, G., Fryer, R. G., Mayer, S., Pollack, H., et al. (2023) · American Economic Review · doi:10.1257/aer.20210434 · Cited by 77 · see citing works
Self-citationFryer, R. G. (2016) · National Bureau of Economic Research · doi:10.3386/w22130 · Cited by 69 · see citing works
Self-citationGoal Setting, Academic Reminders, and College Success: A Large-Scale Field Experiment
Dobronyi, C., Oreopoulos, P., & Petronijevic, U. (2019) · Journal of Research on Educational Effectiveness · doi:10.1080/19345747.2018.1517849 · Cited by 66 · see citing works
“Financial aid helps relax credit constraints, allowing students to focus on studying instead of working (Belley & Lochner, 2007), and coaching and group activities help students develop consistent study habits (Cook et al., 2014; Oreopoulos, Brown, & Lavecchia, 2014).”
The Relevance of Inequality Research in Sociology for Inequality Reduction
DiPrete, T. A., & Fox‐Williams, B. N. (2021) · Socius Sociological Research for a Dynamic World · doi:10.1177/23780231211020199 · Cited by 59 · see citing works
Behavioral Economics of Education: Progress and Possibilities
Lavecchia, A., Liu, H., & Oreopoulos, P. (2014) · National Bureau of Economic Research · doi:10.3386/w20609 · Cited by 58 · see citing works
Pathways to Education: An Integrated Approach to Helping At-Risk High School Students
Oreopoulos, P., Brown, R., & Lavecchia, A. (2014) · National Bureau of Economic Research · doi:10.3386/w20430 · Cited by 55 · see citing works
Can States Take Over and Turn Around School Districts? Evidence From Lawrence, Massachusetts
Schueler, B. E., Goodman, J., & Deming, D. J. (2017) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373716685824 · Cited by 53 · see citing works
“Our results are therefore consistent with findings from Cook et al. (2014), Fryer (2016), and Kraft (2015) that high-dosage tutoring appears to be a particularly effective form of intervention with struggling students.”
ResultBarany, A., Nasiar, N., Porter, C., Zambrano, A. F., Andres, J. M. A. L., Bright, D., Shah, M., Liu, X., Gao, S., Zhang, J., et al. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-64299-9_10 · Cited by 51 · see citing works
“We conduct this research in the context of high-dosage tutoring lessons, in which trained tutors offer personalized, small-group support for mathematics learning (e.g. [13, 24]).”
MethodCan Social–Emotional Learning Reduce School Dropout in Developing Countries?
Wang, H., Chu, J. Y., Loyalka, P. K., Xin, T., Shi, Y., Qu, Q., & Yang, C. (2016) · Journal of Policy Analysis and Management · doi:10.1002/pam.21915 · Cited by 47 · see citing works
“In another RCT, providing nonacademic supports to low-income students in Chicago increased graduation rates by 16 percentage points (Cook et al., 2014).”
BackgroundApplying Behavioral Insights in Policy Analysis: Recent Trends in the United States
Gopalan, M., & Pirog, M. A. (2017) · Policy Studies Journal · doi:10.1111/psj.12202 · Cited by 44 · see citing works
What can we do to reduce disciplinary school exclusion? A systematic review and meta-analysis
Valdebenito, S., Eisner, M., Farrington, D. P., Ttofi, M. M., & Sutherland, A. (2019) · Journal of Experimental Criminology · doi:10.1007/s11292-018-09351-0 · Cited by 46 · see citing works
“Interventions in the present review cover a wide range of psychosocial strategies for targeting students (e.g. Cook et al. 2014), teachers (e.g. Ialongo et al. 2001), or the whole school (Bradshaw et al. 2012).”
BackgroundInfluentialYour move: The effect of chess on mathematics test scores
Rosholm, M., Mikkelsen, M. B., & Gumede, K. (2017) · PLoS ONE · doi:10.1371/journal.pone.0177257 · Cited by 45 · see citing works
Education Research and Administrative Data
Figlio, D., Karbownik, K., & Salvanes, K. G. (2016) · Handbook of the economics of education · doi:10.1016/b978-0-444-63459-7.00002-6 · Cited by 44 · see citing works
Dietrichson, J., Filges, T., Klokker, R. H., Viinholt, B. C. A., Bøg, M., & Jensen, U. H. (2020) · Campbell Systematic Reviews: Better Evidence for a Better World · doi:10.1002/cl2.1081 · Cited by 33 · see citing works
“However, Cook et al. (2014) argued that the low cost‐ effectiveness may be a premature conjecture, as previous interventions for youths have often not combined the fostering of academic skills with other important factors for academic success, such as social‐cognitive skills.”
Estimating the Crime Effects of Raising the Age of Majority
Loeffler, C. E., & Chalfin, A. J. (2017) · Criminology & Public Policy · doi:10.1111/1745-9133.12268 · Cited by 32 · see citing works
“Recent research, for example, has found promising evidence that providing at-risk youth with cognitive behavioral therapy can have profound effects on future criminality (Cook et al 2014).”
BackgroundAssessing the Potential and Limits of Large Language Models in Qualitative Coding
Liu, X., Zhang, J., Barany, A., Pankiewicz, M., & Baker, R. S. (2024) · Communications in computer and information science · doi:10.1007/978-3-031-76335-9_7 · Cited by 30 · see citing works
Teacher Characteristics, Student Beliefs, and the Gender Gap in STEM Fields
Sansone, D. (2018) · Educational Evaluation and Policy Analysis · doi:10.3102/0162373718819830 · Cited by 29 · see citing works
Education Research and Administrative Data
Figlio, D., Karbownik, K., & Salvanes, K. G. (2015) · National Bureau of Economic Research · doi:10.3386/w21592 · Cited by 28 · see citing works
Dustan, A. (2019) · Journal of Development Economics · doi:10.1016/j.jdeveco.2019.102392 · Cited by 24 · see citing works
“2Examples of such non-monetary interventions include programs that build socioemotional skills (Cook et al. 2014; Heller et al. 2017), prevent teen pregnancy (Steinka-Fry, Wilson, and Tanner-Smith 2013), and provide mentoring to at-risk students (Rodriguez-Planas 2012), as summarized in de Hoyos,…”
BackgroundThe role of experimentation in education policy
Sadoff, S. (2014) · Oxford Review of Economic Policy · doi:10.1093/oxrep/grv001 · Cited by 22 · see citing works
“This ultimately serves children by steering resources towards programmes that work and limiting students’ exposure to those that do not.”
BackgroundZimmerman, G. M., Welsh, B. C., & Posick, C. (2014) · Journal of Quantitative Criminology · doi:10.1007/s10940-014-9238-1 · Cited by 22 · see citing works
“Cook et al. (2014), focusing on school outcomes, found that the program group youths had significantly higher grades in math and expected graduation rates than controls.”
BackgroundDoes Juvenile Delinquency Reduce Educational Attainment?
Ward, S., & Williams, J. (2015) · Journal of Empirical Legal Studies · doi:10.1111/jels.12090 · Cited by 21 · see citing works
“Declining developmental plasticity favours earlier interventions, however there is a tendency of intervention impacts to fade out over time (Cook et al., 2014).”
Effects of double-dose algebra on college persistence and degree attainment
Nomi, T., Raudenbush, S. W., & Smith, J. J. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2019030118 · Cited by 14 · see citing works
“Small high schools of choice (52), intensive tutoring of high-schoolers paired with cognitive behavioral therapy (53), and assigning high school students to effective teachers (50) have all been shown to improve the likelihood of graduating high school.”
BackgroundThe Effect of Teacher's Aides in the Classroom: Evidence from a Randomized TrialPreprint
Andersen, S. C., Beuchert, L. V., Nielsen, H. S., et al. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2626677 · Cited by 13 · see citing works
Behrman, J. R., Fan, C. S., Guo, N., Wei, X., Zhang, H., & Zhang, J. (2023) · International Economic Review · doi:10.1111/iere.12668 · Cited by 14 · see citing works
Goal Setting, Academic Reminders, and College Success: A Large-Scale Field Experiment
Dobronyi, C., Oreopoulos, P., & Petronijevic, U. (2017) · National Bureau of Economic Research · doi:10.3386/w23738 · Cited by 11 · see citing works
Boosting the Life Chances of Young Men of Color: Evidence from Promising ProgramsPreprint
Wimer, C., & Bloom, D. (2014) · SSRN Electronic Journal · Cited by 10 · see citing works
Johnson, W. E., Rich, L. M., & Keene, L. C. (2016) · The Journal of Men s Studies · doi:10.1177/1060826516641106 · Cited by 9 · see citing works
Accountability Pressure: Regression Discontinuity Estimates of How NCLB Affects Student BehaviorPreprint
Holbein, J. B., & Ladd, H. F. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2558048 · Cited by 9 · see citing works
de Ree, J., Maggioni, M. A., Paulle, B., Rossignoli, D., Ruijs, N. M., & Walentek, D. (2023) · Economics of Education Review · doi:10.1016/j.econedurev.2023.102383 · Cited by 13 · see citing works
Health Policies as Education Policies? A Review of Causal Evidence and Mechanisms
Gopalan, M., & Edara, R. (2023) · AERA Open · doi:10.1177/23328584231177616 · Cited by 9 · see citing works
“…interventions that combine mentoring with insights from cognitive behavioral therapy evaluated in school settings for disadvantaged students seem to show tremendous promise in improving students’ academic achievement and reducing their likelihood of dropping out of high school (Cook et al., 2014).”
BackgroundOn the Actionability of Outcome Prediction
Liu, L. T., Barocas, S., Kleinberg, J. M., & Levy, K. E. C. (2024) · Proceedings of the AAAI Conference on Artificial Intelligence · doi:10.1609/aaai.v38i20.30229 · Cited by 9 · see citing works
Including adolescent migrants in school through VET approach: evidence from a pilot action in Italy
Lamonica, V., Ragazzi, E., & Sella, L. (2020) · Empirical research in vocational education and training · doi:10.1186/s40461-020-00092-x · Cited by 7 · see citing works
Orpinas, P., Raczynski, K. A., Hsieh, H., Nahapetyan, L., & Horne, A. M. (2018) · Journal of School Health · doi:10.1111/josh.12602 · Cited by 7 · see citing works
Student Coaching: How Far Can Technology Go?
Oreopoulos, P., & Petronijevic, U. (2016) · National Bureau of Economic Research · doi:10.3386/w22630 · Cited by 7 · see citing works
Cook, T. D., Tang, Y., & Diamond, S. S. (2014) · Journal of the Society for Social Work and Research · doi:10.1086/679289 · Cited by 6 · see citing works
“Cook et al. (2014) evaluated a treatment they labeled as two-dimensional: one di384 Journal of the Society for Social Work & Research Winter 2014”
MethodThink Before You Act: A New Approach to Preventing Youth Violence and Dropout
Ludwig, J., & Shah, A. (2014) · Cited by 6 · see citing works
Self-citationDinarte-Diaz, L., & Egana-delSol, P. A. (2023) · Journal of the European Economic Association · doi:10.1093/jeea/jvad068 · Cited by 7 · see citing works
Identifying and supporting children with learning disabilities
Linzarini, A., Bugden, S., Merkley, R., Gaab, N., Aldersey, H. M., Anderson, J., Araya, B. M., Barnes, M. A., Boyle, C., Clasby, B., et al. (2022) · UNESCO MGIEP eBooks · doi:10.56383/rfdb2422 · Cited by 7 · see citing works
Comprehensive Support and Student Success: Can Out of School Time Make a Difference?
Komisarow, S. (2021) · Education Finance and Policy · doi:10.1162/edfp_a_00366 · Cited by 7 · see citing works
“2014), advising, coaching, and mentoring (Grossman and Tierney 1998; Angrist, Lang, and Oreopoulos 2009; Bettinger and Baker 2014; Castleman, Page, and Schooley 2014), summer reading programs (Kim and Quinn 2013), and behavioral supports (Heller et al. 2013; Cook et al. 2014; Heller et al. 2017).”
Backgroundde Ree, J., Maggioni, M. A., Paulle, B., et al. (2021) · doi:10.31235/osf.io/qepc2 · Cited by 6 · see citing works
The Effects of Youth Training on Risk Behavior: The Role of Non-Cognitive Skills
Calero, C., & Rozo, S. (2016) · IZA Journal of Labor & Development · doi:10.1186/s40175-016-0058-6 · Cited by 6 · see citing works
“Our interest in these type of skills is motivated by recent findings on the strong correlation between socio-emotional skills and youth risk behavior (Heller et al., 2015; Cook et al., 2014; Ludwig and Shah, 2014; Blattman et al. (2015)).”
BackgroundInnovation and American K-12 Education
Chatterji, A. (2017) · National Bureau of Economic Research · doi:10.3386/w23531 · Cited by 5 · see citing works
Oyserman, D., Lai, M. H. C., Burbidge, A., & Sorensen, N. (2025) · The Journal of Experimental Education · doi:10.1080/00220973.2025.2565170 · Cited by 4 · see citing works
The Importance of a Helping Hand in Education and in Life
Gallego, F., Oreopoulos, P., & Spencer, N. (2023) · National Bureau of Economic Research · doi:10.3386/w31706 · Cited by 5 · see citing works
Rosholm, M., Mikkelsen, M. B., & Svarer, M. (2019) · PLoS ONE · doi:10.1371/journal.pone.0216200 · Cited by 4 · see citing works
Is it good to be LATE? The impact of a preparatory program on upper secondary schooling
Arendt, J. N., Greve, J., & Bergqvist, M. (2018) · Economics of Education Review · doi:10.1016/j.econedurev.2018.11.001 · Cited by 4 · see citing works
School‐Based Interventions for Reducing Disciplinary School Exclusion. An Updated Systematic Review
Valdebenito, S., Gaffney, H., Arosemena‐Burbano, M. J., Hitchcock, S., Jolliffe, D., & Sutherland, A. (2025) · Campbell Systematic Reviews · doi:10.1002/cl2.70063 · Cited by 4 · see citing works
Schueler, B. E., & Larned, K. E. (2023) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737231200234 · Cited by 5 · see citing works
“In addition, the BDL estimates a current program cost of roughly $1,360 per student per year, one-third the expense of the well-regarded MATCH high-dosage tutoring program which costs roughly $4,000 per student (Cook et al., 2014).”
Waddell, G. R., & Putz, J. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4120120 · Cited by 3 · see citing works
“As we proceed, we will remain agnostic as to the interventions the researcher is attempting to identify, though one could imagine treatments or policy experiments such as providing academic-support services or financial incentives to students to improve academic performance (Levitt, List, and Sadoff, 2016; Barrow, Ric…”
BackgroundTverrfaglig samarbeid – da NAV flyttet inn i videregående skoler
Reiling, R. B., Salvanes, K. V., & Sandsør, A. M. J. (2020) · Søkelys på arbeidslivet · doi:10.18261/issn.1504-7989-2020-04-02 · Cited by 3 · see citing works
Do welfare counsellors help at-risk upper secondary school students?
Reiling, R. B., Salvanes, K. V., & Sandsør, A. M. J. (2022) · Economics of Education Review · doi:10.1016/j.econedurev.2022.102271 · Cited by 2 · see citing works
Using a Field Experiment to Understand Skill Formation in the Adolescent YearsPreprint
Joensen, J. S., List, J. A., Samek, A., & Uchida, H. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4049909 · Cited by 2 · see citing works
Chair, S. Y., Sit, T. Y., Ng, W. C., Mak, Y. Y., & Li, K. H. (2021) · International Journal of Inclusive Education · doi:10.1080/13603116.2021.1902001 · Cited by 4 · see citing works
Making Good Citizens: Policy Approaches to Increasing Civic Participation
Holbein, J. B. (2016) · DukeSpace (Duke University) · Cited by 2 · see citing works
Childhood Skill Development and Adult Political ParticipationPreprint
Holbein, J. B. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2632714 · Cited by 2 · see citing works
Justman, M., & Peyton, K. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.2487714 · Cited by 2 · see citing works
“1 Field experiments offering positive incentives for educational outcomes to disadvantaged students indicate that they can be effective (Levitt et al., 2012; Cook et al., 2014).”
BackgroundGunnes, T., Kirkebøen, L. J., Lindenskov, L., & Rønning, M. (2025) · Scandinavian Journal of Economics · doi:10.1111/sjoe.12581 · Cited by 1 · see citing works
The importance of a helping hand in education and in life
Gallego, F., Oreopoulos, P., & Spencer, N. (2025) · Journal of the Economic Science Association · doi:10.1017/esa.2024.2 · Cited by 1 · see citing works
Impact of Gun Violence on Students' Mental Health
Pegadraju, S., & Kachhi, Z. (2024) · Advances in educational marketing, administration, and leadership book series · doi:10.4018/979-8-3693-1706-8.ch004 · Cited by 1 · see citing works
Dinarte, L., Egana-delSol, P. A., Martínez, C., & Alvarado, C. J. R. (2024) · doi:10.18235/0012854 · Cited by 1 · see citing works
I Promise to Work Hard: The Impact of Commitment Pledges on Student PerformancePreprint
Wright, N. A., Arora, P., & Wright, J. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4610399 · Cited by 1 · see citing works
Covid Relief Playbook: Smart Strategies for Investing Federal Funding
FutureEd (2021) · doi:10.15868/socialsector.39088 · Cited by 1 · see citing works
Youth responses to cash transfers: evidence from Brazil
Machado, C., Neto, I. V. P., & Szerman, C. (2019) · Cited by 1 · see citing works
Justman, M., & Peyton, K. (2018) · Economic Record · doi:10.1111/1475-4932.12418 · Cited by 1 · see citing works
“Email: justman@bgu.ac.il 1 Levitt et al. (2012) and Cook et al. (2014) report on successful field experiments with conditional cash transfers in Chicago, funded from non-government sources.”
BackgroundDietrichson, J., Bøg, M., Filges, T., & Jørgensen, A. K. (2016) · Campbell Systematic Reviews · doi:10.1002/cl2.170 · Cited by 2 · see citing works
“As discussed in the previous section, there are also other indications that earlier interventions are more cost-effective, but, as argued in Cook et al. (2014), this may be because programmes directed to older target groups often have lacked components that are especially important for older students.”
BackgroundInfluentialLiu, M. D., & Lu, W. (2026) · Education Sciences · doi:10.3390/educsci16020289
Cramer, J., Yazilitas, D., Bruynzeel, A., Romp, S., Smeets, I., & Bruyckere, P. D. (2024) · Cogent Education · doi:10.1080/2331186x.2024.2408834
“In their project Teach for America participants were used as trained tutors and the study that examined the effects of the high dosage (intensive and specific) tutoring on mathematics showed that this had positive effects on the results of the tutees on the subject itself (Cook et al., 2014).”
Human Capital and Long-Run Economic Growth
Cunha, F. (2021) · Cambridge University Press eBooks · doi:10.1017/9781108856089.005
The Economics of Multisystemic Resilience
Conti, G., & Paredes, T. (2021) · Oxford University Press eBooks · doi:10.1093/oso/9780190095888.003.0031
Behrman, J. R., Fan, C. S., Wei, X., Zhang, H., & Zhang, J. (2017)
Geiger, T. J., & Amrein‐Beardsley, A. (2017) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2017.05.005
Creamer, J. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.3071739
Can Employment Prevent Risk Behavior? The Role of Socio-Emotional SkillsPreprint
Calero, C., & Rozo, S. (2016) · SSRN Electronic Journal
Policies Governing School Systems and Low Student Performance
OECD (2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-8-en
OECD (2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-3-en
Schools' share of low performers
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph54-en
Quality of educational resources and the likelihood of low performance in mathematics
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph64-en
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph46-en
Grade repetition and the likelihood of low performance in mathematics
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph29-en
Parental pressure for high achievement and the likelihood of low performance in mathematics
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph63-en
Geographic location and the likelihood of low performance in mathematics
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph25-en
Overlap of low performers in mathematics, reading and science, by country/economy
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-graph10-en
Student background and low performance
(2016) · Programme for international student assessment/Internationale Schulleistungsstudie · doi:10.1787/9789264250246-table3-en
- Authors
- Cook, P., Dodge, K., Farkas, G., Fryer, R., Guryan, J., Ludwig, J., Mayer, S., Pollack, H., & Steinberg, L.
- Affiliations
- National Bureau of Economic Research (US)
- Duke University (US)
- University of California, Irvine (US)
- Harvard University (US)
- Northwestern University (US)
- University of Chicago (US)
- Temple University (US)
- ORCID
- Venue
- National Bureau of Economic Research
- Publisher
- National Bureau of Economic Research
- Published
- 2014-01
- OpenAlex
- W1572772073
- Cited by
- 130
- References
- 58
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 6 · 2023: 8 · 2022: 3 · 2021: 8 · 2020: 3 · 2019: 5 · 2018: 7 · 2017: 13 · 2016: 51 · 2015: 7 · 2014: 15
- Type
- report
- Language
- en
- Open access
- green
- doi.org
- Locations
- National Bureau of Economic Research (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- MINISTERIO DE EDUCACIÓN (submittedVersion, other-oa)
- Funders
- U.S. Department of Justice
- John D. and Catherine T. MacArthur Foundation
- University of Chicago
- Office of Justice Programs
- Office of Juvenile Justice and Delinquency Prevention
- Topics
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Education › Early Childhood Education and Development
- Social Sciences › Safety Research › Youth Development and Social Support
- Keywords
- disadvantaged youth, academic intervention, behavioral interventions, cognitive behavioral therapy, socio-cognitive skills, remedial education, mathematics achievement, high school graduation, cost-effectiveness, public high school students
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.
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 ›
Are you an author, or do you see a problem with this page? Request a review