Cited by 842Intergenerational and Educational Inequality StudiesIncome, Poverty, and InequalityLabor market dynamics and wage inequality

Race and Economic Opportunity in the United States: an Intergenerational Perspective*

Open access
Chetty, Raj, Hendren, Nathaniel, Jones, Maggie R, Porter, Sonya R·2020·The Quarterly Journal of Economics

Abstract

We study the sources of racial disparities in income using anonymized longitudinal data covering nearly the entire U.S. population from 1989 to 2015. We document three results. First, black Americans and American Indians have much lower rates of upward mobility and higher rates of downward mobility than whites, leading to persistent disparities across generations. Conditional on parent income, the black-white income gap is driven by differences in wages and employment rates between black and white men; there are no such differences between black and white women. Hispanic Americans have rates of intergenerational mobility more similar to whites than blacks, leading the Hispanic-white income gap to shrink across generations. Second, differences in parental marital status, education, and wealth explain little of the black-white income gap conditional on parent income. Third, the black-white gap persists even among boys who grow up in the same neighborhood. Controlling for parental income, black boys have lower incomes in adulthood than white boys in 99% of Census tracts. The few areas with small black-white gaps tend to be low-poverty neighborhoods with low levels of racial bias among whites and high rates of father presence among blacks. Black males who move to such neighborhoods earlier in childhood have significantly better outcomes. However, less than 5% of black children grow up in such areas. Our findings suggest that reducing the black-white income gap will require efforts whose impacts cross neighborhood and class lines and increase upward mobility specifically for black men.

Verified 2026-11-04 · 1 reference not checked yet

AI snapshot

Written from the paper’s full text.

TL;DR

Using linked Census and tax data covering nearly the entire U.S. population, the paper shows that black and American Indian children have substantially lower intergenerational mobility than white children, while Hispanic children are more similar to whites. The black-white income gap is driven mainly by black men’s lower wages, employment, and related outcomes, persists within neighborhoods, and is not explained by parental marital status, education, or wealth.

Key findings

  • Black and American Indian children have rank-rank mobility curves shifted down by about 13 percentiles relative to whites across the parental income distribution; the predicted steady-state black-white household income gap is 19.2 percentiles, close to the observed 20.9-percentile gap.
  • The black-white gap in individual income is about 10–11 percentiles for men but roughly 1 percentile higher for black women than white women conditional on parent income; black men have wages about 7 percentiles lower, work about 9 fewer hours per week, and at p=25 are 18.9 percentage points less likely to work than white men.
  • Family-level controls explain little: controlling for parental marital status reduces the male intergenerational gap from 10 to 9.3 percentiles, adding education reduces it to 9.1, and wealth proxies reduce it to 8.4; adjusting for total wealth implies 8.0 at p=25.
  • Black-white gaps persist within neighborhoods: black boys have lower adult incomes than white boys in 99% of Census tracts, and the gap remains 7.7 percentiles with tract fixed effects and 7.0 with block fixed effects; less than 5% of black children grow up in low-poverty tracts with high black father presence, versus 63% of white children in comparable white-father-presence areas.

Methods

  • The analysis links deidentified 2000 and 2010 Census short forms to federal income tax returns from 1989, 1994, 1995, and 1998–2015, plus 2005–2015 ACS data, using Protected Identification Keys.
  • The primary sample is children in the 1978–1983 birth cohorts, about 20 million children or 94% of the target frame; child income is mean household or individual income in 2014–2015, and parent income is mean household income from 1994–1995 and 1998–2000.
  • The paper estimates race-specific rank-rank intergenerational mobility, uses fixed effects for commuting zones, Census tracts, and blocks, and applies a timing-of-move design to study childhood exposure effects.

Limitations

  • The paper states that steady-state predictions assume race-specific mobility rates remain constant and should be interpreted as benchmarks, not actual forecasts; it also states that father-presence and racial-bias results are correlational and do not establish causal effects.
  • The paper notes that wealth is measured only through proxies, that IAT participation is voluntary and may be selected, and that unauthorized immigrants are excluded from the sample.
  • Evident from the text: the black-white analysis is prioritized because sample sizes for American Indians are much smaller, and the neighborhood analyses rely on observational variation except where the mover design is used.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1093/qje/qjz042

Cites

73 of 74 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

3 of 42 cited sources checked · 2 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Blacks marry at much lower rates than whites.

    “It is well known that blacks marry at much lower rates than whites (e.g., Raley, Sweeney, and Wondra 2015).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Raley, Sweeney, and Wondra 2015 source
  • Findingreasoning

    Controlling for marital status has a larger effect when not controlling for parent income, reducing the unconditional black-white gap from 17.6 to 13.3 percentiles.

    “Controlling for marital status has a larger effect when we do not control for parent income, reducing the unconditional black-white gap from 17.6 to 13.3 percentiles (Online Appendix Figure VII), consistent with Autor et al. (2019).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Autor et al. (2019) source

      The cited paper reports that accounting for maternal education and marital status reduces the black–white difference in the boy–girl high-school graduation gap (Section 3.2, p. 21). That supports a general connection between family structure and racial differences in outcomes, but it does not establish the citing sentence’s income-control comparison or its 17.6-to-13.3-percentile estimate; the sentence attributes that estimate to its own Online Appendix Figure VII. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Premisecitation

    The finding that neighborhood effects on racial gaps are proportional to childhood exposure is consistent with prior evidence documenting the emergence of racial gaps in achievement in childhood and the importance of pre-labor-market measures in explaining racial gaps in labor market outcomes.

    “The finding that neighborhood effects on racial gaps are proportional to childhood exposure is consistent with prior evidence documenting the emergence of racial gaps in achievement in childhood (Fryer and Levitt 2004) and the importance of pre-labor-market measures in explaining racial gaps in labor market outcomes (Neal and Johnson 1996; Altonji and Blank 1999; Fryer 2010).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Fryer and Levitt 2004 source
    • cites Neal and Johnson 1996; Altonji and Blank 1999; Fryer 2010

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Findingown data

    Controlling for parental marital status reduces black-white intergenerational gaps for men only slightly, from 10 percentiles to 9.3 percentiles.

    “Controlling for parental marital status reduces black-white intergenerational gaps for men only slightly, from 10 percentiles to 9.3 percentiles.”
    Quote in the paperSubstantial claim
  • Findingnone given

    Even among women born to high-income parents, for whom employment rates are around 90%, wages are very similar for blacks and whites.

    “First, even among women born to high-income parents-for whom employment rates are around 90%-wages are very similar for blacks and whites.”
    Quote in the paperSubstantial claim
  • May combine two claims. 75
  • Classified as probably not a substantial claim. 12
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    Childhood exposure effects are race-specific: black movers' outcomes are predicted by the outcomes of other black residents, but not white residents.

    “These childhood exposure effects are race-specific: black movers' outcomes are predicted by the outcomes of other black residents, but not white residents.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The same qualitative pattern holds among Hispanics, blacks, and whites as well, although the gap between natives and immigrants is significantly smaller for Hispanics than the other groups.

    “The same qualitative pattern holds among Hispanics, blacks, and whites as well, as shown in Online Appendix Figure III, although the gap between natives and immigrants is significantly smaller for Hispanics than the other groups.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The intercept for whites is α_w = 36.8; white children born to the lowest-income parents reach the 36.8th percentile on average.

    “The intercept for whites is α w = 36.8;that is, white children born to the lowest-income parents reach the 36.8thpercentile on average.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The paper continues to find smaller intergenerational gaps for women and large intergenerational gaps for men for outcomes observed for everyone, such as educational attainment.

    “Second, we continue to find smaller intergenerational gaps for women and large intergenerational gaps for men for outcomes that are observed for everyone, such as educational attainment.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Among low-poverty neighborhoods, the fraction of fathers present in low-income black households in the neighborhood is associated with better outcomes among black boys, but is uncorrelated with the outcomes of black girls and white boys.

    “Second, the fraction of fathers present in low-income black households in the neighborhood is associated with better outcomes among black boys, but is uncorrelated with the outcomes of black girls and white boys.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Of children with nonmissing race information, 67% are white, 14% are black, 13% are Hispanic, 3% are Asian, and 0.8% are American Indian.

    “Of those with nonmissing race information, 67% are white, 14% are black, 13% are Hispanic, 3% are Asian, and 0.8% are American Indian.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Black-white gaps in high school dropout rates, college attendance rates, occupation, and incarceration are all substantially larger for men than for women.

    “We find analogous gender differences in other outcomes as well: black-white gaps in high school dropout rates, college attendance rates, occupation, and incarceration are all substantially larger for men than for women.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The mean rank of black children in the 1978-1983 birth cohorts is 34.8, while the mean rank of white children is 55.7.

    “The mean rank of black children in the 1978-1983 birth cohorts is 34.8, while the mean rank of white children is 55.7.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Median parent household income is $70,640 for whites, $29,200 for blacks, $33,060 for Hispanics, $53,010 for Asians, and $34,850 for American Indians.

    “Among parents, median household income is $70,640 for whites, $29,200 for blacks, $33,060 for Hispanics, $53,010 for Asians, and $34,850 for American Indians.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Blacks have relative mobility comparable to whites (β_b = 0.28), but have uniformly lower rates of absolute mobility across the entire parental income distribution.

    “Blacks have relative mobility comparable to whites (β b = 0.28), but have uniformly lower rates of absolute mobility across the entire parental income distribution.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Conditional on parental income, black men have wages about 7 percentiles lower than white males, and work roughly nine fewer hours per week on average.

    “Conditional on parental income, black men have wages that are about 7 percentiles lower than white males, and work roughly nine fewer hours per week on average.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Black-white gaps are larger on average for boys who grow up in good neighborhoods because the correlation between growing up in a good area and income is greater for white boys than black boys.

    “However, black-white gaps are larger on average for boys who grow up in such neighborhoods because the correlation between growing up in a good (e.g., low-poverty) area and income is greater for white boys than black boys.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    CZs that have higher rates of upward mobility for whites tend to have higher rates of upward mobility for blacks as well, with the notable exception of the Southeast.

    “CZs that have higher rates of upward mobility for whites (e.g., the Great Plains) tend to have higher rates of upward mobility for blacks as well, with the notable exception of the Southeast, where whites have especially low rates of upward mobility but blacks do not.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    There is little or no gap in wage rates or hours of work between black and white women.

    “Moreover, there is little or no gap in wage rates or hours of work between black and white women, weighing against the hypothesis that black women have comparable incomes to white women solely because they work longer hours to compensate for lower levels of spousal income.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Black men with parents at the 25th percentile are 18.9 percentage points less likely to work in a given year than white men, whereas black men with parents at the 75th percentile are 11.4 percentage points less likely to work than white men.

    “Black men with parents at the 25th percentile are 18.9 percentage points less likely to work in a given year than white men, whereas black men with parents at the 75th percentile are 11.4 percentage points less likely to work than white men.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The corresponding gaps in college attendance rates are 2.8 percentage points for women and 6.5 percentage points for men.

    “The corresponding gaps in college attendance rates are 2.8 percentage points for women and 6.5 percentage points for men (Figure VII, Panels C and D).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The observed unconditional black-white gap in the current generation is 20.9 percentiles, very similar to the predicted steady-state gap of 19.2 percentiles.

    “Hence, the observed unconditional black-white gap in the current generation is 20.9 percentiles, very similar to the predicted steady-state gap of 19.2 percentiles.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among children with parents in the bottom quintile, 10.6% of white children rise to the top quintile, but only 2.5% of black children do.

    “For example, among children with parents in the bottom quintile, 10.6% of white children rise up to the top quintile, but only 2.5% of black children do (Table I; see the Online Data Tables for quintile transition matrices by race and ethnicity).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Conditional on parental income, black and white women have very similar wage rates, hours of work, and employment rates.

    “Conditional on parental income, black and white women have very similar wage rates, hours of work, and employment rates.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    There are 21.3 million children in the analysis sample, of whom 94% have nonmissing information on race.

    “There are 21.3 million children in our analysis sample, of whom 94% have nonmissing information on race (Online Appendix Table II).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Asian children have high levels of income across the parental income distribution; even Asian children born to the lowest-income parents reach the 51st percentile of the national income distribution on average.

    “Asian children have high levels of income across the parental income distribution; even Asian children born to the lowest-income parents reach the 51st percentile of the national income distribution on average.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Pooling all races, the estimate of relative mobility is β = 0.35 in the analysis sample, very similar to the estimate of β = 0.34 reported by Chetty et al. (2014a).

    “Pooling all races, we obtain an estimate of relative mobility of β = 0.35 in our analysis sample (Online Appendix Figure I), very similar to the estimate of β = 0.34 reported by Chetty et al. (2014a, Figure IIa) based purely on tax records.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Chetty et al. (2014a)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingnone given

    Less than 5% of black children currently grow up in a Census tract with a poverty rate below 10% and more than half of black fathers present.

    “Less than 5% of black children currently grow up in a Census tract with a poverty rate below 10% and more than half of black fathers present.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    10.3% of black men in the sample of children were incarcerated on April 1, 2010 (ages 27-32), a far higher rate than for any other subgroup.

    “Notably, 10.3% of black men in our sample of children were incarcerated on April 1, 2010 (between ages of 27 and 32), a far higher rate than for any of the other subgroups.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Black men have substantially lower employment rates and wage rates than white men, even conditional on parental income.

    “Black men, by contrast, have substantially lower employment rates and wage rates than white men, even conditional on parental income.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among low-poverty neighborhoods, black men who grow up in tracts with less racial bias among whites earn more and are less likely to be incarcerated.

    “First, black men who grow up in tracts with less racial bias among whites (measured using tests for implicit bias or indices of explicit racial animus based on Google searches) earn more and are less likely to be incarcerated.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    21% of black men born to the lowest-income families are incarcerated on a given day, as compared with 6% of white men.

    “For men, the gap in incarceration is particularly striking: 21% of black men born to the lowest-income families are incarcerated on a given day, as compared with 6% of white men.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There are no differences in wages and employment rates between black and white women conditional on parent income.

    “Conditional on parent income, the black-white income gap is driven by differences in wages and employment rates between black and white men; there are no such differences between black and white women.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Black boys who move to better areas earlier in their childhood have higher incomes and lower rates of incarceration in adulthood.

    “Finally, using the methodology of Chetty and Hendren (2018a), we show that black boys who move to better areas (as measured by the outcomes of other black residents) earlier in their childhood have higher incomes and lower rates of incarceration in adulthood.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Chetty and Hendren (2018a)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    Median child household income in 2014-2015 (ages 31-37) is $53,730 for whites, $20,650 for blacks, $35,180 for Hispanics, $63,720 for Asians, and $22,260 for American Indians.

    “The median household income among children in 2014-2015 (between the ages of 31 and 37) is $53,730 for whites, $20,650 for blacks, $35,180 for Hispanics, $63,720 for Asians, and $22,260 for American Indians.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    63% of white children live in areas with poverty rates below 10% and more than half of white fathers present.

    “In contrast, 63% of white children live in areas with poverty rates below 10% and more than half of white fathers present.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    High school completion and college attendance rates are uniformly higher for black women than for white men across the parental income distribution.

    “It is particularly noteworthy that high school completion and college attendance rates are uniformly higher for black women than for white men across the parental income distribution.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The relationship between children's expected ranks and parents' ranks is linear across almost the entire parental income distribution but is convex in the upper tail (top 5%).

    “The relationship between children's expected ranks and parents' ranks is linear across almost the entire parental income distribution but is convex in the upper tail (top 5%).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The associations between racial animus and income are not gender- or race-specific: low-income black women and white men who grow up in areas with more explicit racial animus have lower incomes.

    “As with the IAT results, these associations are not gender-or race-specific: low-income black women and white men who grow up in areas with more explicit racial animus have lower incomes (columns (7) and ( 8)).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Both black and white boys have higher incomes in low-poverty areas.

    “Intuitively, both black and white boys have higher incomes in low-poverty areas, but the effect of growing up in a low-poverty area is larger for whites than blacks.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The black-white intergenerational gap is 6.1 percentiles in tracts with the highest levels of black father presence, compared with 9.3 percentiles in tracts with the lowest levels of father presence.

    “Because of this differential effect by race, the black-white intergenerational gap is 6.1 percentiles in tracts with the highest levels of black father presence, compared with 9.3 percentiles in the tracts with the lowest levels of father presence.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Black children have rates of relative mobility comparable to whites: they are not stuck at the same income levels as their parents.

    “black children have rates of relative mobility comparable to whites: they are not stuck at the same income levels as their parents.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Black men have the highest rates of upward mobility in Silver Spring in the Washington DC metro area as well as parts of Queens in New York.

    “For example, black men have the highest rates of upward mobility in Silver Spring in the Washington DC metro area as well as parts of Queens in New York.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    4.2% of black children currently grow up in Census tracts with a poverty rate below 10 percent and more than half of black fathers present.

    “4.2% of black children currently grow up in Census tracts with a poverty rate below 10 percent and more than half of black fathers present (Figure XIV).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Hispanics have relatively high rates of absolute upward mobility and are moving up significantly in the income distribution across generations, despite having incomes similar to blacks today.

    “Hispanics have relatively high rates of absolute upward mobility and are moving up significantly in the income distribution across generations, despite having incomes similar to blacks today.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    When both black father presence and black male presence are included, black father presence remains just as predictive as in column (6), whereas black male presence is not significantly related to black boys' outcomes.

    “Column (7) shows that when we include both black father presence and black male presence in the regression, black father presence remains just as predictive as in column (6), whereas black male presence is not significantly related to black boys' outcomes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    White women are less likely than black women to hold jobs that pay traditional wage earnings and are more likely to earn income of other forms conditional on parental income.

    “We do find, however, that white women are less likely than black women to hold jobs that pay traditional wage earnings (reported on form W-2) and are more likely to earn income of other forms (e.g., reported on form 1099) conditional on parental income.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The estimate increases by 0.01 because children's incomes are measured at slightly older ages in this article (ages 31-37 versus ages 29-32), reducing the amount of life cycle bias.

    “The estimate increases by 0.01 because we measure children's incomes at slightly older ages in this article (ages 31-37 versus ages 29-32), reducing the amount of life cycle bias.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Black and American Indian children have substantially lower rates of upward mobility and higher rates of downward mobility than white children.

    “Black and American Indian children have substantially lower rates of upward mobility and higher rates of downward mobility than white children.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among children with parents in the top 1%, 0.2% of white males were incarcerated, whereas 2.2% of black males were incarcerated.

    “0.2% of white males were incarcerated, whereas 2.2% of black males were incarcerated-the same rate as for white boys who grew up in families at the 34th percentile of the parental income distribution.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Asian children whose mothers were born in the United States have outcomes very similar to white children, whereas those whose mothers were born outside the United States have much better outcomes than white children.

    “Asian children whose mothers were born in the United States have outcomes very similar to white children (Figure III, Panel B), whereas those whose mothers were born outside the United States have much better outcomes than white children (Figure III, Panel C).”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    Black males born to parents in the top 1% have an incarceration rate equal to that of white boys who grew up in families at the 34th percentile of the parental income distribution.

    “0.2% of white males were incarcerated, whereas 2.2% of black males were incarcerated-the same rate as for white boys who grew up in families at the 34th percentile of the parental income distribution.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    At the 25th percentile, the intergenerational gap for men falls from 10 to 9.3 percentiles when controlling for parental marital status; at the 75th percentile, it falls from 11.7 to 11.4 percentiles.

    “At the 25th percentile, the intergenerational gap for men falls from 10 to 9.3 percentiles; at the 75th percentile, it falls from 11.7 to 11.4 percentiles.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The results are very similar when state fixed effects are included.

    “Column (3) shows that the results are very similar when we include state fixed effects.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Controlling for parental education in addition to marital status reduces the gap for men to 9.1 percentiles at p = 25; at p = 75, the gap remains unchanged at 11.4 percentiles.

    “Controlling for parental education in addition to marital status reduces the gap for men to 9.1 percentiles at p = 25; at p = 75, the gap remains unchanged at 11.4 percentiles.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    62.5% of white children grow up in low-poverty areas with more than half of white fathers present.

    “62.5% of white children grow up in low-poverty areas with more than half of white fathers present.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The estimated exposure effects are very similar to those in the baseline specifications.

    “We find that the estimated exposure effects are very similar to those in our baseline specifications (see Online Appendix G for details).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Black father presence predicts boys' employment rates but not girls' employment rates.

    “Black father presence predicts boys' employment rates but not girls' employment rates.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The adjustment for imperfect measurement of wealth in the ACS reduces the black-white income gap given parents at the 25th percentile to 8.0 percentiles, a 0.4 percentile reduction relative to the estimate that controls only for the ACS wealth proxies.

    “The adjustment for imperfect measurement of wealth in the ACS reduces the black-white income gap given parents at the 25th percentile to 8.0 percentiles, a 0.4 percentile reduction relative to the estimate that controls only for the ACS wealth proxies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The occupational distributions of black and white women are similar conditional on parental income, suggesting that black women are not substituting toward occupations with lower amenities to obtain higher wages.

    “We also find that the occupational distributions of black and white women are similar conditional on parental income (Online Appendix Figure IV), suggesting that black women are not substituting toward occupations with lower amenities to obtain higher wages.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The pattern is driven by the presence of low-income black fathers, not white fathers.

    “Column (2) shows that the pattern is driven by the presence of low-income black fathers, not white fathers; including both variables in the regression yields a coefficient of 0.045 (std.err.= 0.0068) on the presence of low-income black fathers and 0.0077 (std.err.= 0.0076) for white fathers.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Differences in economic outcomes by race have persisted for centuries in the United States and continue up to the present day.

    “Differences in economic outcomes by race have persisted for centuries in the United States and continue up to the present day (Myrdal 1944; Duncan 1968; Margo 2016).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Myrdal 1944

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Duncan 1968

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Margo 2016 source
  • May combine two claims.

    Study design and conductown data

    Our primary analysis sample consists of 20 million children, approximately 94% of the total number of children in the birth cohorts we study.

    “Our primary analysis sample consists of 20 million children, approximately 94% of the total number of children in the birth cohorts we study.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Interventions that reduce α could lead to rapid reductions in racial disparities across generations because blacks have fairly high rates of relative mobility (low β_r).

    “one encouraging result is that interventions that reduce α could lead to rapid reductions in racial disparities across generations because blacks have fairly high rates of relative mobility (low β r ).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    PIK rates vary slightly across population subgroups in the 2010 ACS but exceed 85% in virtually all subgroups.

    “Bond et al. (2014) show that PIK rates vary slightly across population subgroups in the 2010 ACS but exceed 85% in virtually all subgroups.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bond et al. (2014)
  • May combine two claims.

    Interpretationcitation

    Differences in mean ranks between black and white children arise from blacks having much lower rates of upward mobility than whites and much higher levels of downward mobility.

    “The differences in mean ranks between black and white children arise from the fact that blacks have much lower rates of upward mobility than whites and much higher levels of downward mobility (Hertz 2005; Bhattacharya and Mazumder 2011).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Hertz 2005

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Bhattacharya and Mazumder 2011 source
  • May combine two claims.

    Interpretationreasoning

    The predicted steady-state mean rank for American Indians is 36.5, similar to that for blacks.

    “As a result, the predicted steady-state mean rank for American Indians is 36.5, similar to that for blacks.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Rates of intergenerational mobility remain constant across generations.
  • May combine two claims.

    Interpretationreasoning

    Unlike blacks and American Indians, Hispanics are on an upward trajectory across generations and may close most of the gap between their incomes and those of whites.

    “Hence, unlike blacks and American Indians, Hispanics are on an upward trajectory across generations and may close most of the gap between their incomes and those of whites, as shown in Figure II, Panel B.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Rates of intergenerational mobility remain constant across generations.
  • May combine two claims.

    Study design and conductown data

    The analysis sample covers approximately 94% of the target sample frame and has income distributions and demographic characteristics very similar to the ACS, confirming that it provides an accurate representation of the target population.

    “Our analysis sample covers approximately 94% of our target sample frame and has income distributions and demographic characteristics very similar to the ACS (Online Appendix Tables III and IV), confirming that it provides an accurate representation of our target population.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationcitation

    The finding that black-white racial gaps in individual income are substantially larger for men than women is consistent with prior literature showing that black-white wage disparities are smaller for women than men in the cross-section.

    “The finding that black-white racial gaps in individual income are substantially larger for men than women is consistent with prior literature showing that black-white wage disparities are smaller for women than men in the cross-section (Darity, Guilkey, and Winfrey 1996; Neal and Johnson 1996; Altonji and Blank 1999; Bayard et al. 1999; Blau 2012).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Darity, Guilkey, and Winfrey 1996 source
    • cites Neal and Johnson 1996 source
    • cites Altonji and Blank 1999 source
  • May combine two claims.

    Interpretationown data

    Differences in household income are partly driven by differences in marriage rates: 79.3% of white children grow up in two-parent households, compared with 32.2% of black children.

    “These differences in household income are partly driven by differences in marriage rates: 79.3% of white children grow up in two-parent households, compared with 32.2% of black children.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Individuals recorded as having zero income in the tax records have a median income of $5,000 in the ACS, showing that tax records do not miss substantial amounts of income for nonfilers.

    “Individuals recorded as having zero income in the tax records (because they do not file and have no W-2s) have a median income of $5,000 in the ACS, showing that tax records do not miss substantial amounts of income for nonfilers.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Tax-and Census-data based measures of parents are well aligned; among children claimed as dependents by parents on a 1040 tax form in 2000, 93% live with the same parents in the 2000 Census.

    “We find that the tax-and Census-data based measures of parents are well aligned: for instance, among the children claimed as dependents by parents on a 1040 tax form in 2000, 93% live with the same parents in the 2000 Census.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Rates of intergenerational income mobility (α r, β r) continue to play a central role in richer models of intergenerational income dynamics.

    “Although steady-state outcomes and convergence rates depend on many additional factors in such models, rates of intergenerational income mobility (α r , β r ) continue to play a central role and thus remain of interest.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationown data

    One interpretation of the results is that black-white gaps in labor market opportunities are small for women, but large for men.

    “One interpretation of the results in Figure V is that blackwhite gaps in labor market opportunities are small for women, but large for men.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Neighborhoods with low poverty rates, high rates of father presence among blacks, and low levels of racial bias among whites have better outcomes for black boys and smaller racial gaps.

    “We conclude that neighborhoods with low poverty rates, high rates of father presence among blacks, and low levels of racial bias among whites have better outcomes for black boys and smaller racial gaps.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Prior work has established that the average level of β pooling all races is approximately 0.35 in the United States.

    “As noted, prior work has established that the average level of β pooling all races is approximately 0.35 in the United States, but there is less evidence on how β r varies by race (Mazumder 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Mazumder 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    Policies that reduce residential segregation or enable black and white children to attend the same schools without achieving racial integration within neighborhoods and schools would likely leave much of the gap in place, since the gap persists even among low-income children raised on the same block.

    “Policies that reduce residential segregation or enable black and white children to attend the same schools without achieving racial integration within neighborhoods and schools would also likely leave much of the gap in place, since the gap persists even among low-income children raised on the same block.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Prior work has shown that exposure to racial bias during childhood adversely affects black youth, especially black boys, in school.

    “Prior work has shown that exposure to racial bias during childhood adversely affects black youth, especially black boys, in school (e.g., Simpson and Erickson 1983; Chavous et al. 2008).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Simpson and Erickson 1983 source
    • cites Chavous et al. 2008 source
  • May combine two claims.

    Premisecitation

    It is also consistent with evidence from the Moving to Opportunity experiment showing that moving to a low-poverty neighborhood as a young child significantly increases income for both blacks and whites, whereas moving as an adult does not.

    “It is also consistent with evidence from the Moving to Opportunity experiment showing that moving to a low-poverty neighborhood as a young child significantly increases income for both blacks and whites, whereas moving as an adult does not (Chetty, Hendren, and Katz 2016).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Chetty, Hendren, and Katz 2016 source
  • May combine two claims.

    Interpretationown data

    Places have causal effects not just on the level of outcomes but also on the gap in outcomes across races.

    “In addition, we show that places have causal effects not just on the level of outcomes but also on the gap in outcomes across races.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The potential outcomes of children who move to better versus worse areas do not vary with the age at which they move.
  • May combine two claims.

    Interpretationreasoning

    The black-white intergenerational gap in individual income is substantial for men, but quite small for women.

    “We conclude based on the preceding analysis that the blackwhite intergenerational gap in individual income is substantial for men, but quite small for women.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The association with father presence is driven by a characteristic of the neighborhood in which the child grows up and is not simply a direct effect of the marital status of one's own parents.

    “Hence, the association with father presence is driven by a characteristic of the neighborhood in which the child grows up and is not simply a direct effect of the marital status of one's own parents, consistent with Sampson (1987).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Sampson (1987) source
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Low-income families hold the majority of their wealth in the illiquid assets that are captured in the ACS.

    “Intuitively, this is because low-income families hold the majority of their wealth in the illiquid assets that are captured in the ACS.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The paper cannot be certain that there is no difference in labor market opportunities for black and white women conditional on parental income; however, the data strongly suggest that the black-white gap in opportunities is much larger for men than women.

    “Hence, we cannot be certain that there is no difference in labor market opportunities for black and white women conditional on parental income; however, the data do strongly suggest that the black-white gap in opportunities is much larger for men than women.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The results point to channels that affect black boys in particular, such as mentoring by black male role models in the community or differences in the treatment of black boys in communities with high rates of black father presence.

    “Instead, it points to channels that affect black boys in particular, such as mentoring by black male role models in the community or differences in the treatment of black boys in communities with high rates of black father presence.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    What matters is the fraction of low-income fathers in the tract where the child grows up even holding fixed where they live as adults, ruling out the possibility that the same factors that affect black father presence directly affect black boys' outcomes.

    “Hence, what matters is the fraction of low-income fathers in the tract where the child grows up even holding fixed where they live as adults, ruling out the possibility that the same factors that affect black father presence directly affect black boys' outcomes.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    One-time movers are not included when constructing exposure-weighted outcomes to ensure that a child's own outcome does not enter the definition of neighborhood quality.

    “We do not include one-time movers when constructing these exposureweighted outcomes to ensure that a child's own outcome does not enter our definition of neighborhood quality; see Online Appendix G for details.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The black-white gap in wage rates may understate the true gap in potential wages if black women with lower wage opportunities are less likely to be employed.

    “The black-white gap in wage rates may understate the true gap in potential wages if black women with lower wage opportunities are less likely to be employed (Heckman, Lyons, and Todd 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Heckman, Lyons, and Todd 2000 source
84 of 84
  • The authors state this as an assumption.

    Each family consists of a single individual in each generation.

    “For simplicity, assume that each family, indexed by i, consists of a single individual in each generation t.”
  • The authors state this as an assumption.

    The idiosyncratic shock ε i,t is independent across generations and has expectation zero.

    “where ε i, t denotes an idiosyncratic shock that is independent across generations and has expectation E[ε i,t ] = 0.”
  • The authors state this as an assumption.

    α r and β r do not vary across generations.

    “We assume that α r and β r do not vary across generations.”
  • The authors state this as an assumption.

    Intergenerational mobility for each race is constant over time.

    “Our model's steady-state predictions assume that intergenerational mobility for each race is constant over time.”
  • The authors state this as an assumption.

    Rates of intergenerational mobility remain constant across generations.

    “Under the assumption that rates of mobility remain constant across generations, we can predict how the black-white disparity will evolve across generations using the model in Section II.”
    “As noted in Section II, these steady-state predictions assume that mobility rates do not change across generations.”
    “assuming constant mobility across generations”
  • The authors state this as an assumption.

    The assumptions of the model in Section II hold.

    “For example, under the assumptions of the model in Section II, if black children's mean ranks were increased by 13 percentiles at all levels of parental income, the unconditional black-white income gap would fall to just 2.7 percentiles within two generations.”
  • The authors state this as an assumption.

    The potential outcomes of children who move to better versus worse areas do not vary with the age at which they move.

    “We can interpret differences in the coefficients b m , for example, b mb m + 1 , as the causal effect of exposure to a better area (i.e., an area with higher observed incomes) under the assumption that the potential outcomes of children who move to better versus worse areas do not vary with the age at which they move.”
7 of 7

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Figure X reverses which symbols represent black and white men

    Minor

    The text identifies solid circles as black boys and open circles as white boys, while the Figure X caption assigns the symbols the other way around.

  • Hispanic children's mean rank differs between text and Table I

    Minor

    The text reports a mean rank of 45.7 for Hispanic children, whereas Table I reports 45.6 for children's household income. Both refer to children in the analysis sample.

2 of 2

Cites

Flagged first, then by citations

Research works printed but not linked: 4

  1. Duncan, 1968, “Inheritance of Poverty or Inheritance of Race?,”, On Understanding Poverty: Perspectives from the Social Sciences, 85
  2. Hertz, 2005, “Rags, Riches, and Race: The Intergenerational Economic Mobility of Black and White Families in the United States,”, 165
  3. U.S. Department of Commerce, Bureau of the Census, 2003, “Chapter 5, Sample Design and Estimation; 2000 Census of Population and Housing: Public-use Microdata Samples Technical Documentation,”
  4. U.S. Department of Commerce, Bureau of the Census, 2014, “American Community Survey Design and Methodology (January 2014); Chapter 4: Sample Design and Selection,”

Cited by

Sorted by citations

Authors
Chetty, R., Hendren, N., Jones, M. R., & Porter, S. R.
Affiliations
  • National Bureau of Economic Research (US)
  • United States Census Bureau (US)
Venue
The Quarterly Journal of Economics
Published
2019-12-26
Volume
135
Issue
2
Pages
711-783
ISSN
  • 0033-5533 (ISSN-L)
  • 1531-4650
OpenAlex
W3123816425
Cited by
842
References
71
Citations by year
2026: 101 · 2025: 127 · 2024: 150 · 2023: 129 · 2022: 135 · 2021: 116 · 2020: 54 · 2019: 21 · 2018: 7 · 2017: 1 · 2016: 1
FWCI
163.76
Type
journal article
Language
en
Open access
Locations
  • The Quarterly Journal of Economics (publishedVersion, cc-by)
  • RePEc: Research Papers in Economics (submittedVersion)
Funders
Bill and Melinda Gates Foundation
Topics
  • Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
  • Social Sciences › Sociology and Political Science › Income, Poverty, and Inequality
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Labor market dynamics and wage inequality
Keywords
intergenerational mobility, black-white income gap, Native Americans, upward mobility, downward mobility, neighborhood effects, racial bias, father presence, parental income, Black men, economic opportunities

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 2026-11-04.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-04.

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Statistics and arithmetic are recomputed, not judged.

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