Edward Conard

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Poverty hurts the boys the most: Inequality at the intersection of class and gender

Sarah Nzau Brookings Institution
Date Posted:
June 21, 2021
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Boys raised in low-income families face significantly worse adult outcomes compared to their female counterparts. Data from Opportunity Insights reveals that only 14% of boys from the bottom income quintile attain a college degree by age 25, compared to higher rates for girls.

Boys raised in low-income families face significantly worse adult outcomes compared to their female counterparts, highlighting a critical intersection of class and gender inequalities. Data from Opportunity Insights reveals that only 14% of boys from the bottom income quintile attain a college degree by age 25, compared to higher rates for girls. Employment rates at age 30 also show a reverse gender gap, with boys from low-income backgrounds less likely to be employed than girls. Incarceration rates further underscore this disparity, as boys from the bottom quintile are 10 times more likely to be incarcerated than their female peers. Additionally, only 29% of these boys are married by age 32, compared to 33% of girls. The persistence of these trends suggests that poverty disproportionately impacts boys, potentially perpetuating a cycle of disadvantage across generations. Addressing these disparities requires targeted policy interventions that consider both class and gender dimensions.

Richard Reeves and Sarah Nzau, "Poverty hurts the boys the most: Inequality at the intersection of class and gender," Brookings Institution, June 14, 2021, https://www.brookings.edu/research/poverty-hurts-the-boys-the-most-inequality-at-the-intersection-of-class-and-gender/

Poverty hurts the boys the most: Inequality at the intersection of class and gender

One of the cognitive curses of the human mind is the tendency to chop everything into two: black and white, rich and poor, men and women, North and South, and so on. By instinct, we tend to lump people together into clear and distinct categories, preferably just two. The world seems simpler that way.

But of course, the world is not simple. People are not sorted into neat boxes. One unfortunate consequence of this binary worldview is what public health expert and “factfulness” advocate Hans Rosling calls the “gap instinct…to divide all kinds of things into two distinct and often conflicting groups with an imagined gap in-between (e.g., rich vs poor countries).”

In the real world, the distributions of two different groups on most measures almost always overlap, rather than having a clear gap between them. So, while the median man is 5 inches taller than the median woman, not all men are taller than all women. Therefore, it is often a mistake to look at one kind of inequality in isolation from another. For example, we cannot look at gender gaps in isolation from inequalities by race and class.

This is the central insight offered by the intersectionality framework pioneered by Kimberlé Crenshaw. The position of individuals in society should be examined considering a range of intersecting identities and distributions. As we wrote in a previous analysis of the unique disadvantages faced by Black men, breaking the cycle of their intergenerational disadvantage requires a deeper understanding of the gendering of their race—and the racialization of their gender.

POOR BOYS = STRUGGLING MEN

In this paper we focus on the intersection of class and gender, and how being raised in families on different rungs of the income ladder influences the outcomes of girls and boys. Our principal finding is that boys raised in low-income families do worse, in terms of adult outcomes, than girls raised in low-income families. Most strikingly, boys raised in families in the bottom fifth of the income distribution are less likely than girls either to be employed or to move up the income ladder once they become adults.

With bottom quintile boys struggling, the danger is of knock-on effects for the next generation. As Autor and Melanie Wasserman warn in another paper, Wayward Sons: “A vicious cycle may ensue, with the poor economic prospects of less-educated males creating differentially large disadvantages for their sons, thus potentially reinforcing the development of the gender gap in the next generation.”

It is particularly important to examine the intersection of class and gender inequalities because the distributions have been moving in opposite directions in recent decades. Gender inequality has been reducing while income inequality has been widening. It hardly needs adding that of course there remain many areas where much more progress is required to close gaps between men and women—not least in terms of political representation, where I have called for the introduction of gender quotas in line with many other nations.

But as The Economist magazine correctly points out, “the fact that the highest rungs have male feet all over them is scant comfort for the men at the bottom.” This is one reason why we have launched a new project on Boys and Men here at Brookings, in order to examine the challenges facing many boys and men, in the context of progress toward gender equality, and potential policies and norms to promote greater male flourishing and agency. We are paying particular attention to Black boys and men, and boys and men from disadvantaged backgrounds.

Boys seem particularly most strongly influenced by the family environment, as well as by school quality or neighborhood poverty. These findings are consistent with research showing the particularly sharp impact of poverty and disadvantage for boys, which also has implications for race equity—since Black boys are much more likely to be raised in lower income or socially disadvantaged households.

BOTTOM QUINTILE BOYS: GENDER GAPS DIFFER AT VARIOUS POINTS OF THE PARENT INCOME DISTRIBUTION

Here we draw on data from Opportunity Insights to examine gender gaps in early adulthood for children raised by parents on different rungs of the household income ladder, specifically rates of:

College degree attainment (BA) by age 25
Employment at age 30
Incarceration at age 30
Marriage at age 32
Upward mobility from bottom quintile by the mid-thirties age range.

For clarity of presentation, we show these outcomes by gender for those from families in the bottom, middle and top quintiles. (The trends are the same for the missing two quintiles, and the full data is available on the Opportunity Insights page). On all five measures, girls from the bottom quintile outperform boys from the bottom quintile. In other words, class and gender intersect. Policymakers should take note.

Boys less likely to be BAs, especially if raised poor

It is well known that college attendance and completion is much higher among women than men, and at least in terms of enrollment the gap. College enrollment for male students in fall 2020 dropped by 5.1%, according to National Student Clearinghouse figures, several times more than the fall for female students (0.7%). There is also a very steep class gradient in college completion. Figure 1 highlight both of these inequalities, showing the share of those raised in the bottom, middle and top income quintiles get a four-year college degree by the age of 25.

Poverty hurts the boys the most: Inequality at the intersection of class and gender: Extended Excerpt Image 1


So there is a both a class gap and a gender gap. But it is noteworthy that the gender gap is biggest at the bottom. Only 14% of boys from low-income families (bottom quintile) will get a BA. The main challenge is clearly to reduce the yawning class gap in higher education, not least given the relationship between a lower level of education and lower employment rates and poorer health. But the particularly poor outcomes for the most disadvantaged males may warrant particular attention.

Boys raised poor less likely than girls to be in paid work as adults

While girls and women are now significantly outperforming boys and men at every stage of the education system, men are still generally more likely than women to be in paid employment as adults. With one exception: boys from the bottom quintile. Figure 2 shows employment rates at age 30 by family income background and gender:

Poverty hurts the boys the most: Inequality at the intersection of class and gender: Extended Excerpt Image 2


Although the reverse gender gap in employment rates is small, it is nonetheless striking given the size of the gaps in the other direction for the other quintiles. Again, the class gaps dwarf the gender gaps—with men and women raised in the middle and top income quintiles having much higher rates of employment (interestingly slightly lower at the top than in the middle, especially among men). But again, the intersection of class and gender is an important part of the story. The overall picture of higher employment rates for men does not apply to those raised at the bottom of the income ladder.

Incarceration is a poor boy story

There has been a substantial rise in the male incarceration rate during the last three decades—especially among Black men—and almost no increase in incarceration rates among women. There is a large gender gap in incarceration rates. But again, as well as race and gender, it is important to look at class. Incarceration is most common among boys raised in low-income families. Figure 3 shows that boys with parents in the bottom quintile of the parent household income distribution are 10 times more likely to be incarcerated than low-income girls, but 22 times as likely to be incarcerated as boys with parents in the top quintile. (Note that these figures are for the proportion of the cohort in prison on a specific day - April 1st, 2010, when they were between 27 and 32 years of age). There is in fact essentially no gender gap for the top quintile, since the incarceration rate is close to zero in any case:

Poverty hurts the boys the most: Inequality at the intersection of class and gender: Extended Excerpt Image 3


The marriage gradient by class, and by gender

There is a class gradient in marriage rates, with children from different backgrounds having different odds of ending up married as adults. Children from low-income families are less likely to be married than those raised in high-income families. However, male children from low-income families are the least likely of all to be married at age 32, including by comparison to girls raised in low-income families. Figure 4 shows that the marriage rate for boys raised in families in the bottom quintile is 29%, compared to 33% for girls raised in the same quintile.

Poverty hurts the boys the most: Inequality at the intersection of class and gender: Extended Excerpt Image 4


Again, the class gradient is the big story here, and in fact the gender gap in marriage rates is similar at different background income levels. But again, the group with the lowest rates of all are bottom quintile boys.

Boys raised poor less likely than girls to escape poverty

Reducing intergenerational poverty is a key policy goal, that has animated much of our own work here in the Center on Children and Families. The question of who moves up and down the income ladder is an important one for judging the fairness and openness of our society. Again, using Opportunity Insights data, in Figure 5 we show the proportion of those raised in families in the three income quintiles (bottom, middle, and top) and who end up in the bottom quintile as adults. Importantly the measure here is individual income, not household income. Men raised in the bottom quintile (29%) are slightly more likely to remain stuck in that quintile as adults than women (26%). Less Horatio Alger, more Harriet Alger:

Tries to run, but he don't get far…. Using Chetty’s data Richard Reeves and Sarah Nzau find that growing up in poverty has a disproportionate impact on men versus women in terms of college attainment, employment, mobility and marriage and incarceration rates"... Our principal finding is that boys raised in low-income families do worse, in terms of adult outcomes, than girls raised in low-income families. Most strikingly, boys raised in families in the bottom fifth of the income distribution are less likely than girls either to be employed or to move up the income ladder once they become adults..."

Conclusions, "…Many American policy analysts point to Denmark as a model welfare state with low levels of income inequality and high levels of income mobility across generations. It has in place many social policies now advocated for adoption in the U.S. Despite generous Danish social policies, family influence on important child outcomes in Denmark is about as strong as it is in the United States.More advantaged families are better able to access, utilize, and influence universally available programs. Purposive sorting by levels of family advantage create neighborhood effects. Powerful forces not easily mitigated by Danish-style welfare state programs operate in both countries…."

Note the increased spending had no impact on mobility btw cohorts in Denmark“….Fig. 4b shows cognitive test score ranks for the all males born in 1958 and 1988 in Denmark by their parents’ income percentiles,22 along with cognitive test score ranks across parents’ income percentiles for children from the CNLSY data. The figure illustrates two points: First, no striking differences appear when comparing the association between children’s test scores and parents’ income percentiles in Denmark and the U.S. Second, the association between children’s cognitive test scores and parents’ income is strikingly similar for Danish cohorts born 30 years apart. Although the 1988 cohort is born after the rapid welfare state expansion previously described and the 1958 cohort is born just before the expansion took off, the associations between test scores and parents’ resources are practically identical. Family influence retains its tight grip….”

First, “…. Intergenerational educational mobility is about the same in both countries for the most recent cohorts. Transmission of skills across generations is equally strong in both countries, despite stark differences in income inequality and offered public services….”
Second“….The traditional literature on the intergenerational transmission of economic status compares snapshots of lifetime incomes of parents and children. This approach gives only a limited picture of the transmission of lifetime well-being across generations. Using Danish register data on lifecycle income, we find that intergenerational elasticities of income (IGE) of lifetime well-being are much higher than those estimated using incomes measured over a small window of ages. Accounting for uncertainty and credit market restrictions increases estimated dependence across generations. Well-being is much more tightly linked across generations in Denmark than conventional snapshot measures of lifetime income indicate….”

Third, “….We expand the analysis of family influence beyond the traditional analysis of IGEs of income to include choices of neighborhood, peers, and schools as parental investments in their children. We present compelling evidence of purposive sorting by parents in making neighborhood choices. Our evidence calls into question the assumptions underlying the recent neighborhood influence literature - that timing of residential choice is random with respect to the lifetime gains for children….”
The key evidence, "...Despite the generosity of the Danish welfare state and equality in access for all citizens, substantial inequality of child outcomes remains across social and economic classes. Figure 1 documents these gaps and compares them to their U.S. counterparts. Children of college-educated women do substantially better than children of secondary school dropouts on many dimensions in both countries...."

Their core findings:

Despite interventionist Danish social policy family influence on child outcomes in Denmark is ~ as strong as it is in the United States. Inequality of child outcomes remains across economic classes, for example children of college educated women do better in both Demark and the US. Their bottomline, "...However,if equal Danish provision of services does not eliminate inequality in many important life outcomes, the origins of inequality and social immobility lie elsewhere..."

In terms of mobility by test scores, I don’t think I have that for the US, but let me confirm that, this new Heckman implicitly does in demonstrates the limited utility of social policy to change mobility outcomes for children by their parents education attainment (which on some level is a proxy for skill).

The numbers are from his "Race and Economic Opportunity in the United States: An Intergenerational Perspective (Data Set)"

30% of poor white boys ended up as poor adults. 48% of black boys did.

23% of poor white boys ended up as lower middle class adults. 28% of black boys did.

21% of poor white boys ended up as middle class adults. 15% of black boys did.

17% of poor white boys ended up as upper middle class adults,, 6% of black boys did.

9% of poor white boys ended up as rich adults, 2% of black boys did.

Ed Comment 1/2:I don’t find the differences between boys and girls that compelling. Do Reeves or chetty show the outcomes for poor white boys vs poor black boys? Does anyone show outcomes by test scores? In the case of mobility, what we care about is the upward mobility of poor kids with high scores. Although we would suspect that poor parent with high scores pass negative hidden variables to their children. They are likely poor for reasons.

Steve Comment: Yes Chetty’s data does show outcomes for poor white boys versus poor black boys (this is all fornative born mothers,using household income)

Ed Comment 2/2:I'm not surprised by the chetty findings. We saw in the appendix to that paper we used to plot wages against test scores, that poor black test scores are much lower than poor white scores despite the 2 groups earning similar wages. For the same reason, I'm surprised Denmark's outcomes of the poorest aren't less correlated than the US given the blended test scores of America's poor are surely lower than Denmark's. As you recall, in my second book I compared poor whites to poor Scandinavians to show there was no difference. There was a difference between poor Scandinavians and poor black americans.

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Previous articleJune 18, 2021The Fed Is Optimistic About the Recoveryand Unsure What That Means for RatesThe Fed projects Americans’ real GDP at end of 2023 to be 2.6% higher than pre-pandemic forecasts, reflecting optimism about economic recovery. @MattKleinBarronNext articleJune 22, 2021Can Competitiveness predict Education and Labor Market Outcomes? Evidence from Incentivized Choice and Survey MeasuresResearch by @ThomasBuser highlights competitiveness as a key predictor of educational & labor market outcomes, strongly correlated with higher education levels, prestigious college majors & superior occupational positions.
Showing 82 database articles primarily about Test Scores

Standardized Test Scores and Academic Performance at a Public University System

Theodore Joyce, Mina Afrouzi Khosroshahi, Sarah Truelsch, Kerstin Gentsch, et al. National Bureau of Economic Research
Date Posted:
March 25, 2026
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SAT scores are known to be better predictors of college and post-college success in Ivy+ universities. By contrast, this study of a public urban university system with 11 colleges shows that for the 2010–2019 cohort, high school GPA strongly dominates SAT scores.

Many of the country’s most selective colleges have returned to requiring the SAT, based on evidence that the test not only predicts student success, but facilitates the identification of qualified applicants from disadvantaged backgrounds. The results from our study of a large public urban university system find the opposite: high school grades are a vastly superior predictor of student academic success than is the SAT. We undertake an exercise with binned scatter plots of six year graduation rates against HSGPA [High School Grade Point Average] stratified by URM [under-represented minority] and whether the student received the maximum Pell grant (Figures 1a and 1b). [Note that SAT is included in the regression so the monotonic linear effect of GDP remains after controlling for SAT score]. We find that URM are less likely to graduate in six years at every level of HSGPA than are non-URM. In contrast, we find no similar difference when we stratify the plot by whether the student received the max Pell grant or not, a strong proxy for a low-income household (Figure 1b). The clear takeaway from the analysis of the 2010-2019 cohorts is the dominance of HSGPA in predicting student academic success. The results are in direct contrast to recent high-profile analyses of students from Ivy-plus colleges that demonstrated the superiority of SAT over HSGPA in predicting not only first-year academic outcomes, but post-college success as well.

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The Lost Generation

Jacob Savage Compact Magazine
Date Posted:
December 17, 2025
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Jacob Savage argues that the widespread discrimination against young white men in “high-status” sectors such as media and tech during the 2010s is a key driver of contemporary political dynamics among young men.

Jacob Savage argues that the widespread discrimination against young white men in “high-status” sectors such as media and...
In 2011, the year I moved to Los Angeles, white men were 48% of lower-level TV writers; by 2024, they accounted for just 11.9%. The Atlantic’s editorial staff went from 53% male and 89% white in 2013 to 36% male and 66% white in 2024. White men fell from 39% of tenure-track positions in the humanities at Harvard in 2014 to 18% in 2023. The white men shut out of the culture industries didn’t surge into other high-status fields. At Google, white men went from nearly half the workforce in 2014 to less than a third by 2024—a 34% decline. In 2014, at Amazon, entry-level “professionals”—college graduates just starting out—were 42.3% white male. These were the employees who, if they’d advanced normally over the next decade, would be the mid-level managers of today. But mid-level Amazon managers fell from 55.8% white male in 2014 to just 33.8% in 2024—a decline of nearly 40%. In retrospect, 2014 was the hinge, the year DEI became institutionalized across American life.

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  • Military Officer Quality in the All-Volunteer Force — A sharp and steady decline in the GCT scores of Marine Corps officers occurred btw 1980 and 2014. 96% of this is explained by the widening (and weakening) of…
  • US PISA Results By Subpopulation — Breaking down the 2022 PISA math results by subpopulation, @cremieuxrecueil finds that US Asians and whites topped the charts, scoring on par with top…
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Twelfth-Grade Math and Reading Scores in U.S. Hit New Low

Matt Barnum Wall Street Journal
Date Posted:
September 9, 2025
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New National Assessment of Educational Progress results show the share of American high school seniors who scored basic or above on national tests fell to the lowest level on record: 68% in reading and 55% in math.

American high-school seniors’ scores on major math and reading tests fell to their lowest levels on record, according to results released Tuesday by the U.S. Education Department. Twelfth-graders’ average math score was the worst since the current test began in 2005, and reading was below any point since that assessment started in 1992. The share of 12th-graders who were proficient slid by 2 percentage points between 2019 and 2024—to 35% in reading and 22% in math. The results are from tests that are part of the National Assessment of Educational Progress, administered to tens of thousands of students in early 2024. In reading, two-thirds of seniors could determine the purpose of a persuasive essay, but only one in five was able to draw a conclusion from such an essay, supported by the text. In math, 60% of students deduced the population of an area using information on size and density, while just under half correctly turned a real-world scenario into an algebraic expression.

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  • Many Children Left Behind: The 2024 National Assessment of Educational Progress Results Indicate a Five-Alarm Fire — The 2024 NAEP results show that 40% of fourth graders are “below basic” in reading proficiency, relative to 30% who are “at or above proficient.” 39% of…
  • Have Humans Passed Peak Brain Power? — Citing PISA results @jburnmurdoch notes the share of adults in high income countries who can not “use mathematical reasoning when reviewing and…
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Standardized Test Scores and Academic Performance at Ivy-Plus Colleges

John Friedman, Bruce Sacerdote, Douglas Staiger, and Michele Tine National Bureau of Economic Research
Date Posted:
March 18, 2025
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Students at Ivy-plus colleges whose SAT/ACT scores were at the 99th percentile had 1st-year college GPAs 0.43 points higher than those who had scored at the 75th percentile, while high school GPAs had little predictive power. @John_N_Friedman

We analyze admissions and transcript records for students at multiple Ivy-Plus colleges to study the relationship between standardized (SAT/ACT) test scores, high school GPA, and first-year college grades. Standardized test scores predict academic outcomes with a normalized slope four times greater than that from high school GPA, all conditional on students’ race, gender, and socioeconomic status. Standardized test scores do not underpredict college performance for students from less advantaged backgrounds. Collectively these results suggest that standardized test scores provide important information to measure applicants’ academic preparation that is not available elsewhere in the application file. While some of the raw correlation between these variables relates to students’ demographic characteristics, much remains even when controlling for these variables. In contrast, high school GPA does not predict academic performance nearly as well. We also find no evidence of bias against students from less advantaged backgrounds, as students from such backgrounds do not outperform (and in some cases underperform) other students with the same test score

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  • Diversifying Society’s Leaders? The Determinants and Causal Effects of Admission to Highly Selective Private Colleges — .@OppInsights finds that the “Ivy-Plus” (Ivy League, plus UChicago, Duke, MIT, Stanford) admit students from the highest income families scoring in the top 1%…
  • Standardized Test Scores and Academic Performance at Ivy-Plus Colleges — Students at Ivy-Plus colleges with 99th percentile SAT/ACT scores earned a first-year college GPA 0.43 points higher than students who scored at the 75th…
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Can Gifted Education Help Higher-Ability Boys from Disadvantaged Backgrounds?

David Card, Eric Chyn, and Laura Giuliano National Bureau of Economic Research
Date Posted:
February 21, 2025
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Card et al, find that the 25-30 percentage point college enrollment gap between disadvantaged boys and girls with IQs of ~116 closed among students who qualified for a “gifted” program. @EricChyn

We study the effects of being identified as gifted in elementary school on subsequent test scores, courses and grades, and on the probability of entering college, for disadvantaged children in a large urban school district (“the District”). The law specifies a threshold of 130 [IQ] points for non-disadvantaged students, but allows districts to select a lower “Plan B” threshold [116 pts] for FRL and ELL students. The strict IQ threshold for gifted status provides the basis for a regression discontinuity (RD) evaluation of the impacts of being identified as gifted. Figure 6 illustrates how these impacts affect gender gaps by presenting the estimated mean potential outcomes for the complying boys (left side) and complying girls (right side) using an 8-point bandwidth. The estimated college entry rate for male compliers who narrowly miss the gifted threshold is 46%; the 28 ppt treatment effect of passing the threshold raises this to 74%, which equals the rate for female compliers who narrowly miss the threshold - being identified as gifted raises the college entry rate of marginally eligible boys to the same rate as girls.

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Covid Learning Losses

David Leonhardt New York Times
Date Posted:
February 12, 2025
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.@DLeonhardt reports a sharp partisan gap in learning loss: 8 of the 10 states with the biggest math declines since 2019 – likely due to prolonged school closures – voted Democratic, while 8 of the 10 smallest shortfalls voted Republican.

Many public schools in heavily Democratic areas stayed closed for almost a year — from the spring of 2020 until the spring of 2021. In some Republican areas, by contrast, schools remained closed for only the spring of 2020. Eight of the 10 states that have lost the most ground since 2019 voted Democratic in recent presidential elections. And eight of the 10 states with the smallest math shortfalls voted Republican. [Higher initial scores don’t] explain the post-pandemic patterns. For example, New Jersey (a blue state) and Utah (a red state) both had high math scores in 2019, but New Jersey has fared much worse since then.

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