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Universal screening increases the representation of low-income and minority students in gifted education
Open accessAbstract
Significance: A longstanding concern about gifted education in the United States is the underrepresentation of minorities and economically disadvantaged groups. One explanation for this gap is that standard processes for identifying gifted students, which are based largely on the referrals of parents and teachers, tend to miss many qualified students. Consistent with this hypothesis, we find that a universal screening program in a large urban school district led to significant increases in the numbers of poor and minority students who met the IQ standards for gifted status. Our findings raise the question of whether a systemic failure to identify qualified students from all backgrounds may help explain the broader pattern of minority underrepresentation in all advanced K−12 academic programs.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
A large Florida district introduced universal NNAT screening for second graders in spring 2005 without changing gifted eligibility standards. It substantially increased gifted identification among low-income, Black, Hispanic, ELL, and female students, suggesting traditional parent/teacher referral systems underrefer qualified disadvantaged students.
Key findings
- Overall gifted share among third graders rose from 3.3% to 5.5%; the trend-adjusted increase was 1.5 ppt (SE 0.3), an odds ratio of 1.451, or a 45% increase in the odds of being identified as gifted. School-level difference-in-differences was 1.6 ppt (SE 0.3).
- Plan B eligible students’ gifted share rose from 1.4% to 4.3% (OR 2.743, a 174% increase), while Plan A students rose from 5.1% to 6.6% (OR 1.108, 11%). Odds rose by 74% for Black students (OR 1.741) and 118% for Hispanic students (OR 2.183), versus 12% for White students (OR 1.123).
- Newly identified gifted students (“compliers”) were about 80% Plan B eligible; compared with always takers, they were disproportionately Black (23% vs. 12%), Hispanic (46% vs. 16%), FRL (67% vs. 20%), ELL (18% vs. 2%), female (56% vs. 45%), and less likely to have English-speaking parents (29% vs. 74%), while only 8% were White vs. 61% of always takers.
- Among Plan B students, compliers had similar mean IQ scores to always takers (124.5 vs. 124.2; difference 0.38), and 20% of compliers had IQs of 130 or higher vs. 25% of always takers. All 140 larger elementary schools had at least one gifted third grader in 2006 or 2007, whereas 13 schools had none in 2004 or 2005.
Methods
- Natural experiment/interrupted time series using deidentified District longitudinal records. Sample: third graders in 2004–2007 at 140 larger elementary schools; full sample n = 78,065, Plan B sample n = 37,947. Pre cohorts were 2004–2005; post cohorts were 2006–2007. Universal screening began spring 2005 for second graders using the Naglieri Non-Verbal Ability Test (NNAT), with unchanged IQ thresholds (130 for Plan A; 116 for Plan B).
- Analysis compared gifted shares pre/post, estimated trend-adjusted linear probability and logit odds-ratio models, and used difference-in-differences with matched comparison schools from other Florida districts. Complier characteristics were estimated as the trend-adjusted change in the gifted share with a given characteristic divided by the trend-adjusted change in the gifted share; SEs were clustered by school.
Limitations
- Stated: the analysis covers only one school district, and the District’s distinctive features—nonverbal screening test, lower Plan B referral threshold, strict IQ thresholds, and relatively low baseline gifted rate around 3.5%—may limit generalizability.
- Stated/evident: the program was suspended in 2010 due to Great Recession funding cuts, and by 2011 the gifted share had returned to 2004–2005 levels; comparison schools also gradually increased gifted rates after 2007, complicating long-term inference.
- Evident: FRL and ELL status can change over time, so students may be classified as Plan B at referral but Plan A by the end of third grade; the pre/post design is not randomized, though the authors validate pre cohorts and use a matched comparison group.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 5 cited sources checked · 0 supported · 0 flagged
- Findingown data
Plan B compliers are 21 percentage points more likely to be Hispanic than Plan B always takers.
“The Plan B compliers are broadly similar to the Plan B always takers, but are 21 ppt.more likely to be Hispanic, and 27 ppt.less likely to have parents who speak English.”
Quote in the paperNot a substantial claim - Findingown data
Newly identified gifted students were more likely to come from schools in poor neighborhoods with few gifted students.
“Newly identified gifted students were more likely to come from schools in poor neighborhoods with few gifted students, leading to a substantial equalization in gifted participation rates across schools.”
Quote in the paperSubstantial claim - Findingown data
For the Plan B group, compliers have about the same mean IQ scores as always takers.
“Looking at the last two rows of Table 3 for the Plan B group, the compliers have lower achievement scores than the always takers, but about the same mean IQ scores.”
Quote in the paperSubstantial claim - Findingown data
Apart from the group with IQ < 125, many of the newly identified Plan A gifted students had IQ scores well above the minimum 130-point threshold.
“However, apart from this group, many of the newly identified Plan A gifted students had IQ scores well above the minimum 130-point threshold.”
Quote in the paperNot a substantial claim - Findingreasoning
The characteristics of the Plan B compliers are quite similar to those of the overall complier group.
“The characteristics of the Plan B compliers are quite similar to those of the overall complier group, reflecting the fact that 80% of all compliers are Plan B eligible.”
Quote in the paperNot a substantial claim
- Findingown data
With the introduction of universal screening, the overall fraction of third graders with an IQ test rose by eight percentage points.
“With the introduction of universal screening, the overall fraction of third graders with an IQ test rose by eight percentage points (ppt.), with a much larger gain for Plan B eligibleslarge enough to close the testing gap between the two groups.”
Quote in the paperSubstantial claim - Findingreasoning
Virtually all those with IQ < 125 were classified as Plan B at the time of IQ testing but are Plan A by the end of third grade (mainly because they transition out of ELL status).
“Virtually all those with IQ < 125 were classified as Plan B at the time of IQ testing but are Plan A by the end of third grade (mainly because they transition out of ELL status).”
Quote in the paperNot a substantial claim - Findingown data
On average, the newly identified students had IQ scores similar to those of the always takers in the same eligibility group.
“On average, the newly identified students also had IQ scores that were similar to those of the always takers in the same eligibility group, although they had lower standardized achievement scores.”
Quote in the paperSubstantial claim - Findingown data
The overall impact for third graders translates into a 45% increase in the odds of being identified as gifted.
“overall impact for third graders translates into a 45% increase in the odds of being identified as gifted.”
Quote in the paperSubstantial claim - Findingown data
In the District in the early 2000s, the gifted student population mainly comprised White children from higher-income neighborhoods.
“the District's gifted student population in the early 2000s mainly comprised White children from higher-income neighborhoods.”
Quote in the paperSubstantial claim - Findingown data
Before universal screening, the District's gifted program had an unequal distribution of gifted students across schools.
“A key feature of the District's gifted program before universal screening was the unequal distribution of gifted students across schools.”
Quote in the paperSubstantial claim - Findingown data
The screening program increased the odds of being identified as gifted by 118% for Hispanic students.
“The impacts for Blacks and Hispanics are also very large: The odds rose by 74% for Blacks and by 118% for Hispanics (the difference between these two estimates is not significant; P = 0.44.)”
Quote in the paperSubstantial claim - Findingown data
The screening program increased the odds of being identified as gifted by 74% for Black students.
“The impacts for Blacks and Hispanics are also very large: The odds rose by 74% for Blacks and by 118% for Hispanics (the difference between these two estimates is not significant; P = 0.44.)”
Quote in the paperSubstantial claim - Findingown data
Compared with always takers, compliers are disproportionately Hispanic (46% vs. 16%).
“Compared with the always takers, the compliers are disproportionately Black (23% vs. 12%) and Hispanic (46% vs. 16%), and they are substantially less likely to be White (8% vs. 61%) or to have English-speaking parents (29% vs. 74%).”
Quote in the paperNot a substantial claim - Findingown data
For the Plan B group, compliers have lower achievement scores than always takers.
“Looking at the last two rows of Table 3 for the Plan B group, the compliers have lower achievement scores than the always takers, but about the same mean IQ scores.”
Quote in the paperSubstantial claim - Findingown data
On average, the compliers were likely to come from schools with relatively low fractions of gifted students in the pre cohort.
“This line is mostly below the 45° line, implying that, on average, the compliers were likely to come from schools with relatively low fractions of gifted students in the pre cohort.”
Quote in the paperNot a substantial claim - Findingown data
The difference between the impact estimates for Black and Hispanic students is not statistically significant (P = 0.44).
“The impacts for Blacks and Hispanics are also very large: The odds rose by 74% for Blacks and by 118% for Hispanics (the difference between these two estimates is not significant; P = 0.44.)”
Quote in the paperNot a substantial claim - Findingown data
The screening program led to a more equal distribution of gifted students across schools.
“This line is much closer to the 45° line, implying a more equal distribution of gifted students across schools.”
Quote in the paperSubstantial claim - Findingown data
The screening program increased the odds of being identified as gifted for third graders overall by 45%.
“overall impact for third graders translates into a 45% increase in the odds of being identified as gifted.”
Quote in the paperSubstantial claim - Findingown data
20% of the compliers have IQs of 130 or higher, vs. 25% of the always takers.
“Moreover, a full 20% of the compliers have IQs of 130 or higher (vs.25% of the always takers).”
Quote in the paperNot a substantial claim - Findingown data
Compliers have IQ scores about 0.5 SD units lower than always takers.
“Finally, the compliers have about 0.4 SD units lower third-grade test scores than the always takers, and IQ scores that are about 0.5 SD units lower.”
Quote in the paperNot a substantial claim - Findingown data
In the post cohorts, 6.4% of the Plan B group had IQs above the threshold, compared with 7.7% of Plan A eligibles.
“In the post cohorts, 6.4% of the Plan B group had IQs above the threshold, compared with 7.7% of Plan A eligibles.”
Quote in the paperNot a substantial claim - Findingreasoning
By 2011, the gifted share of third graders in the District had returned to the level of 2004-2005.
“By 2011, the gifted share of third graders had returned to the level of 2004-2005.”
Quote in the paperSubstantial claim - Findingown data
The distribution of IQ scores for the newly identified gifted students was similar to the distribution for those identified under the old system, particularly among students who qualified under the Plan B eligibility standard.
“the distribution of IQ scores for the newly identified students was similar to the distribution for those identified under the old system, particularly among students who qualified under the Plan B eligibility standard.”
Quote in the paperSubstantial claim - Findingown data
The gifted rate in a matched comparison group of schools from other Florida districts was quite stable.
“the gifted rate in a matched comparison group of schools from other Florida districts was quite stable.”
Quote in the paperSubstantial claim - Findingown data
For Plan A students, the screening program increased the odds of being identified as gifted by 11%.
“For Plan B students, the estimate implies a 174% increase in the odds of being identified as gifted-much larger than the Plan A increase of 11%.”
Quote in the paperSubstantial claim - Findingown data
Compliers attended schools with relatively high fractions of FRL participants and non-White students.
“They also attended schools with relatively high fractions of FRL participants and non-White students, and they are somewhat more likely to be female (56% vs. 45%).”
Quote in the paperNot a substantial claim - Findingown data
The screening program led to a substantial equalization in gifted participation rates across schools.
“Newly identified gifted students were more likely to come from schools in poor neighborhoods with few gifted students, leading to a substantial equalization in gifted participation rates across schools.”
Quote in the paperSubstantial claim - Findingown data
Compliers have about 0.4 SD units lower third-grade test scores than always takers.
“Finally, the compliers have about 0.4 SD units lower third-grade test scores than the always takers, and IQ scores that are about 0.5 SD units lower.”
Quote in the paperNot a substantial claim - Findingown data
The screening program increased the odds of being identified as gifted by 12% for White students.
“By contrast, the impact for Whites is relatively small (12%) and differs significantly from the impact for Blacks and Hispanics combined (P < 0.01).”
Quote in the paperNot a substantial claim - Findingown data
Compared with always takers, compliers are disproportionately Black (23% vs. 12%).
“Compared with the always takers, the compliers are disproportionately Black (23% vs. 12%) and Hispanic (46% vs. 16%), and they are substantially less likely to be White (8% vs. 61%) or to have English-speaking parents (29% vs. 74%).”
Quote in the paperNot a substantial claim - Findingown data
Plan B compliers are 27 percentage points less likely to have parents who speak English than Plan B always takers.
“The Plan B compliers are broadly similar to the Plan B always takers, but are 21 ppt.more likely to be Hispanic, and 27 ppt.less likely to have parents who speak English.”
Quote in the paperNot a substantial claim - Findingown data
For Plan B students, the screening program increased the odds of being identified as gifted by 174%.
“For Plan B students, the estimate implies a 174% increase in the odds of being identified as gifted-much larger than the Plan A increase of 11%.”
Quote in the paperSubstantial claim - Findingown data
The difference-in-differences estimate of the impact of the screening program on gifted placement rates between District and comparison group schools is 1.6 percentage points, with an SE of 0.3 percentage points.
“The simple difference of differences between District and comparison group schools is 1.6 ppt., with an SE of 0.3 ppt.”
Quote in the paperSubstantial claim - Findingown data
The changes in gifted participation induced by the screening program were very different across economic and racial groups.
“The evidence in Table 2 suggests that the changes in gifted participation induced by the screening program were very different across economic and racial groups.”
Quote in the paperSubstantial claim - Findingown data
About 30% of the compliers have IQ scores under 125 points, vs. 8% of the always takers.
“About 30% of the compliers have scores under 125 points, vs. 8% of the always takers.”
Quote in the paperNot a substantial claim - Findingown data
Newly identified students had lower standardized achievement scores than always takers.
“On average, the newly identified students also had IQ scores that were similar to those of the always takers in the same eligibility group, although they had lower standardized achievement scores.”
Quote in the paperSubstantial claim - Findingown data
Compliers are substantially less likely to have English-speaking parents (29% vs. 74%).
“Compared with the always takers, the compliers are disproportionately Black (23% vs. 12%) and Hispanic (46% vs. 16%), and they are substantially less likely to be White (8% vs. 61%) or to have English-speaking parents (29% vs. 74%).”
Quote in the paperNot a substantial claim - Findingown data
Compliers are substantially less likely to be White (8% vs. 61%).
“Compared with the always takers, the compliers are disproportionately Black (23% vs. 12%) and Hispanic (46% vs. 16%), and they are substantially less likely to be White (8% vs. 61%) or to have English-speaking parents (29% vs. 74%).”
Quote in the paperSubstantial claim - Findingown data
Only 28% of gifted third-grade students in the District were Black or Hispanic, compared with 60% of all third-grade students in the District.
“Only 28% of gifted students in third grade were Black or Hispanic, compared with 60% of all students in the District.”
Quote in the paperSubstantial claim - Findingown data
The newly identified gifted students were concentrated at schools with high shares of poor and minority students and low numbers of gifted students before the program.
“They were also concentrated at schools with high shares of poor and minority students and low numbers of gifted students before the program.”
Quote in the paperSubstantial claim - Findingown data
The impact for White students differs significantly from the impact for Black and Hispanic students combined (P < 0.01).
“By contrast, the impact for Whites is relatively small (12%) and differs significantly from the impact for Blacks and Hispanics combined (P < 0.01).”
Quote in the paperSubstantial claim - Findingreasoning
The newly identified group included many students with IQs well above the minimum eligibility threshold.
“The newly identified group included many students with IQs well above the minimum eligibility threshold”
Quote in the paperSubstantial claim - Findingown data
The Plan B compliers are broadly similar to the Plan B always takers.
“The Plan B compliers are broadly similar to the Plan B always takers, but are 21 ppt.more likely to be Hispanic, and 27 ppt.less likely to have parents who speak English.”
Quote in the paperNot a substantial claim - Findingown data
The simple difference estimate for all District third graders shows an increase of 2.2 percentage points in gifted rates.
“The simple difference estimate for all District third graders shows an increase of 2.2 ppt.”
Quote in the paperSubstantial claim - Findingown data
About 80% of the compliers (newly identified gifted students) are Plan B eligible.
“This analysis shows that about 80% of the compliers are Plan B eligible.”
Quote in the paperSubstantial claim - Interpretationown data
Parents and teachers often fail to recognize the potential of poor and minority students and those with limited English proficiency.
“Our findings suggest that parents and teachers often fail to recognize the potential of poor and minority students and those with limited English proficiency.”
Quote in the paperSubstantial claim - Interpretationown data
A universal screening program can significantly broaden the diversity of students in gifted programs.
“Thus, the experiences of the District confirm that a universal screening program can significantly broaden the diversity of students in gifted programs.”
Quote in the paperSubstantial claim - Interpretationown data
The traditional referral system also misses some high-ability nondisadvantaged students.
“We thus conclude that the traditional referral system also misses some high-ability nondisadvantaged students.”
Quote in the paperNot a substantial claim - Premisecitation
There is evidence of underreferral of qualified students from disadvantaged backgrounds in the standard teacher/parent referral process.
“there is evidence of underreferral of qualified students from disadvantaged backgrounds-suggesting that teacher/ parent discretion in the referral process may be a further barrier (3)(4)(5)(6)(7).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites (3)(4)(5)(6)(7)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The experiences in the District following the introduction of universal screening for second graders strongly support the hypothesis that referral processes systematically miss many qualified minorities and economically disadvantaged students.
“The experiences in the District following the introduction of universal screening for second graders strongly support this hypothesis.”
Quote in the paperSubstantial claim - Interpretationreasoning
Language may be an important barrier to the identification of qualified gifted children in a referral-based system.
“The latter gaps suggest that language may be an important barrier to the identification of qualified gifted children in a referral-based system.”
Quote in the paperSubstantial claim - Study design and conductown data
The change in the fraction gifted in the District from 2004-2005 to 2006-2007 is a clear outlier relative to other larger Florida districts.
“relative to this distribution, the change in the fraction gifted in the District is a clear outlier.”
Quote in the paperSubstantial claim - Study design and conductnone given
The IQ thresholds and other requirements for gifted eligibility were unchanged during the introduction of the universal screening program.
“Importantly, the IQ thresholds and other requirements for gifted eligibility were unchanged.”
Quote in the paperSubstantial claim - Interpretationown data
The underrepresentation of poor and minority students in gifted education is not due solely to the lower IQ scores of these students.
“At a minimum, however, our findings suggest that the underrepresentation of poor and minority students in gifted education is not due solely to the lower IQ scores of these students.”
Quote in the paperSubstantial claim- Rests on an assumption: The District's student population is representative of the student population in many large urban districts.
- Interpretationreasoning
Even high-ability students from disadvantaged groups were being overlooked under the traditional referral system.
“implying that even high-ability students from disadvantaged groups were being overlooked under the traditional referral system.”
Quote in the paperSubstantial claim - Interpretationown data
Underrepresented groups fare better under a screening process that places less weight on subjective assessments.
“Thus, although our findings show that underrepresented groups fare better under a screening process that places less weight on subjective assessments, they also suggest that training to improve the intercultural competence of teachers may be beneficial.”
Quote in the paperSubstantial claim- Rests on an assumption: The District's student population is representative of the student population in many large urban districts.
- Interpretationown data
The return of gifted rates to their prescreening levels after the program was suspended in 2011 suggests that increased awareness cannot explain the rise in gifted rates after the program's introduction.
“the return of gifted rates to their prescreening levels after the program was suspended in 2011 (Fig. 1) suggests that increased awareness cannot explain the rise in gifted rates after the program's introduction.”
Quote in the paperSubstantial claim - Interpretationown data
Many high-ability disadvantaged students are at risk for being overlooked in a traditional parent/teacher referral system.
“This suggests that many high-ability disadvantaged students are at risk for being overlooked in a traditional parent/teacher referral system.”
Quote in the paperSubstantial claim - Interpretationreasoning
A substantial share of the gap in gifted representation appears to be caused by the failure of the traditional parent/teacher referral system to identify high-ability disadvantaged students.
“A substantial share of the gap appears to be caused by the failure of the traditional parent/teacher referral system to identify high-ability disadvantaged students.”
Quote in the paperSubstantial claim- Rests on an assumption: The District's student population is representative of the student population in many large urban districts.
- Study design and conductnone given
There was no change in the minimum standards for gifted status during the study period.
“With no change in the minimum standards for gifted status, the screening program led to a 174% increase in the odds of being identified as gifted among all disadvantaged students, with a 118% increase for Hispanics and a 74% increase for Blacks.”
Quote in the paperSubstantial claim - Interpretationown data
The traditional referral system tends to miss disadvantaged students with modest achievement levels, regardless of their cognitive abilities.
“This suggests that the traditional referral system tends to miss disadvantaged students with modest achievement levels, regardless of their cognitive abilities.”
Quote in the paperSubstantial claim - Premisecitation
Standard processes for gifted screening are based largely on the referrals of parents and teachers.
“the standard processes for gifted screening are based on teacher and parent referrals, and there is evidence of underreferral of qualified students from disadvantaged backgrounds-suggesting that teacher/ parent discretion in the referral process may be a further barrier (3)(4)(5)(6)(7).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites (3)(4)(5)(6)(7)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The introduction of universal screening led to large increases in the number of gifted students in third grade in the District.
“the introduction of universal screening led to large increases in the number of gifted students in third grade in the District.”
- Also stated in: § Abstract · hedged
“As shown in Fig. 1, comparisons across cohorts of third graders suggest the introduction of universal screening led to large increases in the number of gifted students in third grade in the District.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · hedged
- Interpretationown data
Language differences, in particular, are an important barrier to identifying gifted students.
“The large impacts for Hispanics, ELLs, and students with non-English speaking parents suggest that language differences, in particular, are an important barrier to identifying gifted students.”
Quote in the paperSubstantial claim - Premisecitation
Low-income and minority students are substantially underrepresented in gifted and talented education programs in the United States.
“Low-income and minority students are substantially underrepresented in gifted education programs.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [1]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [2]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Probably not a substantial claim. 11
- It may state two separate claims as one. 19
- The quote only partly states this claim. 1
Probably not a substantial claim. The paper’s conclusions may not depend on it.
Findingown dataCompliers are somewhat more likely to be female (56% vs. 45%).
“They also attended schools with relatively high fractions of FRL participants and non-White students, and they are somewhat more likely to be female (56% vs. 45%).”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataThe estimates for the Black share (0.12) and the Hispanic share (0.30) differ significantly from the White share estimate of -0.53 (P < 0.01).
“[In the final column of Table 3, which shows the estimated differences in complier and always-taker characteristics, the estimates for the Black share (0.12) and the Hispanic share (0.30) differ significantly from the White share estimate of -0.53 (P < 0.01) but do not differ significantly from each other (P = 0.25).”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataThe fraction of third graders with IQs above the gifted threshold rose in both Plan A and Plan B groups, with a larger increase among Plan B eligible students.
“The fraction of third graders with IQs above the gifted threshold also rose in both groups, again with a larger increase among Plan B eligible students.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataIn the Plan B group, the distributions of IQ scores of always takers and compliers are similar, although compliers are somewhat less likely to have scores very close to the 116 cutoff.
“In the Plan B group, the two distributions are similar-although the compliers are somewhat less likely to have scores very close to the 116 cutoff.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataIn the pre cohort, half of gifted students were at schools that enrolled only 18% of the entire third-grade population, whereas half of all third-grade students were at schools that enrolled only 16% of the gifted students.
“Half of gifted students in the pre cohort were at schools that enrolled only 18% of the entire third-grade population, whereas half of all third-grade students in the District were at schools that enrolled a total of only 16% of the gifted students.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
FindingreasoningThe District has strict IQ thresholds for eligibility, and before the introduction of the screening program, the District had relatively low gifted rates (around 3.5% for third graders) that reflected the importance of the IQ thresholds.
“Second, the District has strict IQ thresholds for eligibility, and, before the introduction of the screening program, the District had relatively low gifted rates (around 3.5% for third graders) that reflected the importance of the IQ thresholds.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataPlan B eligible students were less likely than Plan A students to have an IQ score on record and much less likely to be classified as gifted.
“despite facing a lower threshold for gifted status, Plan B students were less likely than Plan A students to have an IQ score on record and were much less likely to be classified as gifted.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe empirical mean and SD of changes in the average third-grade gifted rate across the 22 other larger Florida districts are -0.001 and 0.007, and the observed change in the District is 2.65 SDs from the mean.
“The empirical mean and SD of the changes across the 22 other districts are -0.001 and 0.007.The observed change in the District is 2.65 SDs from the mean for the other districts”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe fraction of students classified as gifted increased from 5.1% to 6.6% among Plan A students and from 1.4% to 4.3% in the Plan B group.
“the fraction of students classified as gifted also increased in both groups, rising from 5.1% to 6.6% among Plan A students and from 1.4% to 4.3% in the Plan B group.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Findingown dataThe Black share and Hispanic share estimates do not differ significantly from each other (P = 0.25).
“[In the final column of Table 3, which shows the estimated differences in complier and always-taker characteristics, the estimates for the Black share (0.12) and the Hispanic share (0.30) differ significantly from the White share estimate of -0.53 (P < 0.01) but do not differ significantly from each other (P = 0.25).”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataThe trend-adjusted difference (model 2) is 1.5 percentage points, with an SE of 0.3 percentage points, nearly identical to the difference-in-differences estimate.
“The trend-adjusted difference (model 2) is 1.5 ppt.with an SE of 0.3 ppt., which is nearly identical to the difference-in-differences estimate.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataAll 140 larger elementary schools in the District had at least one gifted third-grade student in 2006 or 2007, whereas in 2004 and 2005, 13 schools had no gifted students.
“In particular, all 140 larger elementary schools in the District had at least one gifted third-grade student in 2006 or 2007, whereas, in 2004 and 2005, 13 schools had no gifted students.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe gain in IQ testing was much larger for Plan B eligibles, large enough to close the testing gap between Plan B and Plan A.
“with a much larger gain for Plan B eligibleslarge enough to close the testing gap between the two groups.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataThe newly identified gifted students were disproportionately poor, Black, and Hispanic, and less likely to have parents whose primary language was English.
“the newly identified gifted students were disproportionately poor, Black, and Hispanic, and less likely to have parents whose primary language was English.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThirteen regular elementary schools in the District had no gifted children in third grade in 2004 or 2005, while the gifted rate was nearly 10% at the 13 schools with the lowest fraction of FRL students.
“Thirteen regular elementary schools in the District had no gifted children in third grade in 2004 or 2005, but the gifted rate was nearly 10% at the 13 schools with the lowest fraction of FRL students.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may be too vague to check against evidence.
InterpretationreasoningTeachers and parents may simply not recognize the abilities of many of these students.
“Teachers and parents may simply not recognize the abilities of many of these students.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningMost compliers are Plan B eligible and are therefore subject to a lower IQ threshold than the Plan A group who comprise most of the always takers.
“In interpreting the IQ gap, however, it is important to keep in mind that most compliers are Plan B eligible, and are therefore subject to a lower IQ threshold than the Plan A group who comprise most of the always takers.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Study design and conductnone givenThe 2004-2005 pre cohorts form a valid comparison group for the 2006-2007 post cohorts.
“We confirm that the 2004-2005 (”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
Interpretationnone givenBoth the use of a nonverbal screening test and the lower Plan B referral threshold may have been important factors in the success of the District's screening program.
“First, both the use of a nonverbal screening test and the lower Plan B referral threshold may have been important factors in the success of the District's screening program.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Interpretationown dataThe analysis pertains to only a single school district.
“An important limitation of our analysis is that it pertains to only a single school district.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningAny increase in the number of students identified as gifted following the introduction of the program can be attributed to the screening effort, and not to a relaxation of the standards for gifted status.
“Any increase in the number of students identified as gifted following the introduction of the program can thus be attributed to the screening effort, and not to a relaxation of the standards for gifted status.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
InterpretationreasoningThe increase in IQ testing between the pre and post cohorts was presumably driven by a rise in referrals caused by the screening program.
“the increase in IQ testing was presumably driven by a rise in referrals caused by the screening program”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Interpretationown dataBlack and Hispanic students, FRL participants, ELLs, and girls were all systematically underreferred to the gifted program.
“A comparison of the newly identified gifted students to those who would have been identified even without screening shows that Black and Hispanic students, FRL participants, ELLs, and girls were all systematically”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
PremisecitationDisadvantaged groups are significantly underrepresented in advanced academic programs at all levels of K-12 education.
“More broadly, disadvantaged groups are significantly underrepresented in advanced academic programs at all levels of K-12 education (15).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [15]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
It may state two separate claims as one.
Interpretationown dataBlacks, Hispanics, free/reduced price lunch participants, English language learners, and girls were all systematically underreferred in the traditional parent/teacher referral system.
“Comparisons of the newly identified gifted students with those who would have been placed in the absence of screening show that Blacks and Hispanics, free/reduced price lunch participants, English language learners, and girls were all systematically”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Interpretationown dataThe paper's findings are consistent with the argument that IQ testing can serve to limit biases associated with subjective judgment.
“(It is also worth noting that while biases or disparate impact of IQ tests are a common concern, our findings are consistent with the argument often made by proponents of IQ testing that it can serve to limit biases associated with subjective judgment.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.
Interpretationnone givenThe District's gifted policies have a number of distinctive features.
“Although the student population in the District is highly diverse, and arguably representative of the student population in many large urban districts, the District's gifted policies have a number of distinctive features.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Study design and conductown dataThe pre and post cohorts were very similar in characteristics, with only a small decline in Whites offset by small rises in Blacks and Hispanics.
“students in the two post cohorts are very similar to those in the two pre cohorts.”
- Also stated in: § Analysis of Student-Level Data. · plain
“The only notable difference is a small decline in the fraction of Whites, offset by small rises in the fractions of Blacks and Hispanics.”
Quote in the paperSubstantial claim- Also stated in: § Analysis of Student-Level Data. · plain
Probably not a substantial claim.
Interpretationown dataFactors related to race/culture may also play a role in the underrepresentation of Black students.
“At the same time, the combination of large impacts for Blacks and negligible effects for Whites suggests that factors related to race/culture may also play a role.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The District's student population is representative of the student population in many large urban districts.
“Although the student population in the District is highly diverse, and arguably representative of the student population in many large urban districts, the District's gifted policies have a number of distinctive features.”
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Floyd, C. B. (2023) · Roeper Review · doi:10.1080/02783193.2023.2172753 · Cited by 5
Pham, T., & Altman, C. E. (2024) · Journal of Child and Family Studies · doi:10.1007/s10826-024-02802-5 · Cited by 5
Metadata
- Authors
- Card, D., & Giuliano, L.
- Affiliations
- University of California, Berkeley (US)
- University of Miami (US)
- ORCID
- Card, David
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2016-11-15
- Volume
- 113
- Issue
- 48
- Pages
- 13678-13683
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC5137751
- OpenAlex
- W2154336198
- Semantic Scholar
- 487a55789f828746af73b010950ffea00e771447
- Cited by
- 343
- References
- 15
- Citations by year
- 2026: 125 · 2025: 29 · 2024: 29 · 2023: 38 · 2022: 32 · 2021: 37 · 2020: 25 · 2019: 15 · 2018: 11 · 2017: 2
- FWCI
- 32.40
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Grantee Submission
- Funders
- Institute of Ed (R305D110019)
- Topics
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Psychology › Developmental and Educational Psychology › Education, Achievement, and Giftedness
- Social Sciences › Sociology and Political Science › Critical Race Theory in Education
- Keywords
- gifted education, universal screening, underrepresentation, low-income students, minority students, English language learners, gender disparities, second grade students, urban school districts, eligibility criteria
- MeSH terms
- Child, Child, Gifted, Child, Preschool, Ethnicity, Female, Humans, Male, Mass Screening, Minority Groups, Socioeconomic Factors
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-11-09, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-11-09 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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