GITNUXREPORT 2026

Racial Inequality Statistics

Racial inequality persists through stark wealth, employment, and incarceration disparities nationwide.

Jannik Lindner

Jannik Lindner

Co-Founder of Gitnux, specialized in content and tech since 2016.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

Black incarceration rate is 1,186 per 100,000 vs. 214 for whites as of 2021.

Statistic 2

Black Americans are 5.9 times more likely to be incarcerated than whites in state prisons in 2022.

Statistic 3

Police kill Black people at 2.9 times the rate of whites (6.2 vs. 2.1 per million) from 2015-2023.

Statistic 4

Black drivers are stopped by police 20% more often than white drivers but searched 2x as often in 2022.

Statistic 5

33% of Black men receive a felony conviction by age 30 vs. 8% of white men in lifetime data.

Statistic 6

Black youth arrested at 3x rate of white youth for similar offenses in 2021.

Statistic 7

Pretrial detention rate for Black defendants is 51% vs. 35% for whites in 2022.

Statistic 8

Black people receive sentences 20% longer than whites for same crimes in federal courts 2022.

Statistic 9

Drug arrest rate for Black Americans is 3.7x higher than whites despite similar usage rates in 2021.

Statistic 10

Black women incarcerated at 1.8x rate of white women in 2022.

Statistic 11

25% of Black adults have been to prison vs. 5% of whites lifetime.

Statistic 12

Police use force against Black suspects 3.5x more often than whites in 2022 encounters.

Statistic 13

Black probationers revoked at 1.5x rate of whites for technical violations in 2021.

Statistic 14

Fatal police shootings: Black victims 24% of total despite 13% population in 2023.

Statistic 15

Black children 4x more likely to be in foster care due to justice involvement in 2022.

Statistic 16

Plea bargain conviction rate 97% for Black defendants vs. 94% whites in federal cases 2022.

Statistic 17

Black homicide victimization rate 6x higher than whites (20.9 vs. 3.3 per 100k) in 2021.

Statistic 18

Solitary confinement imposed on Black prisoners 1.5x more than whites in 2022.

Statistic 19

Black jurors struck at 4x rate by prosecutors in death penalty cases historically.

Statistic 20

Mandatory minimums applied 25% more to Black defendants in drug cases 2022.

Statistic 21

Black parole approval rate 37% vs. 45% for whites in 2021.

Statistic 22

Traffic stops lead to arrests 2x more for Black drivers in 2022 data.

Statistic 23

Black youth tried as adults 2.8x more than whites for same crimes in 2021.

Statistic 24

Prison geriatric population: Black inmates serve longer average sentences by 2 years.

Statistic 25

Black Americans 13% population but 33% death row in 2023.

Statistic 26

In 2022, the median wealth for Black households was $44,900 compared to $285,000 for white households, representing a racial wealth gap of over 6 times.

Statistic 27

Black Americans experienced an unemployment rate of 5.5% in 2023, more than double the 2.9% rate for white Americans.

Statistic 28

The poverty rate for Black individuals was 17.1% in 2022, compared to 8.6% for non-Hispanic whites.

Statistic 29

Black workers earn 73 cents for every dollar earned by white workers in median weekly earnings as of Q1 2024.

Statistic 30

Homeownership rate for Black households stood at 44% in 2022, versus 74% for white households.

Statistic 31

Black families have a median income of $52,860 in 2022, 61% of the $87,310 median for white families.

Statistic 32

Labor force participation rate for Black men aged 25-54 was 68.5% in 2023, lower than 88.2% for white men.

Statistic 33

Black college graduates face a 10.4% unemployment rate versus 4.1% for white graduates in 2023.

Statistic 34

Wage gap persists with Black women earning 64% of white men's wages in 2022 full-time earnings.

Statistic 35

Black-owned businesses received only 1.2% of venture capital funding in 2022 despite comprising 9.4% of population.

Statistic 36

In 2021, Black households held 15.4% of total U.S. wealth despite being 13.6% of population.

Statistic 37

Black youth unemployment rate was 16.7% in 2023 for ages 16-19, triple the white rate of 5.6%.

Statistic 38

Median net worth of single Black women is $100 in 2022, compared to $41,500 for single white women.

Statistic 39

Black men with bachelor's degrees earn 20% less than white men with similar education in 2022.

Statistic 40

In 2022, 26.2% of Black workers were in low-wage jobs versus 15.8% of white workers.

Statistic 41

Black households are 3 times more likely to have zero or negative net worth than white households in 2022.

Statistic 42

Inflation-adjusted median Black family income grew only 10% from 1989-2022, half the white rate.

Statistic 43

Black entrepreneurs face loan denial rates of 42% versus 18% for white entrepreneurs in 2023.

Statistic 44

In tech sector, Black workers hold only 7% of professional roles despite 12% population share in 2023.

Statistic 45

Black retirees have median Social Security benefits of $1,503 monthly vs. $1,834 for whites in 2022.

Statistic 46

Black workers are 2.5 times more likely to be underemployed than white workers in 2023.

Statistic 47

Household debt-to-income ratio for Black families is 1.5 times higher than for white families in 2022.

Statistic 48

Black STEM graduates earn 10-15% less starting salary than white peers in 2023.

Statistic 49

35% of Black adults have student debt versus 23% of whites in 2022.

Statistic 50

Black small business survival rate after 5 years is 50% vs. 66% for white-owned in 2022.

Statistic 51

In finance sector, Black executives comprise only 2% of C-suite positions in Fortune 500 in 2023.

Statistic 52

Black gig workers earn 28% less per hour than white gig workers on average in 2023.

Statistic 53

Median retirement savings for Black households near retirement age is $42,000 vs. $189,000 for whites in 2022.

Statistic 54

Black women face a 37% gender-racial wage gap compared to white men in 2022.

Statistic 55

21% of Black families live in deep poverty (<50% threshold) vs. 8% of white families in 2022.

Statistic 56

Black students face suspension rates 3.8x higher than white students in K-12 2021-22.

Statistic 57

High school graduation rate for Black students 79% vs. 89% for whites in 2021-22.

Statistic 58

Black students attend schools with 36% more poverty than white peers in 2022.

Statistic 59

Only 26% of Black students proficient in 8th grade reading vs. 43% whites NAEP 2022.

Statistic 60

Black children 2x less likely to attend preschool (47% vs. 54%) in 2022.

Statistic 61

College enrollment gap: Black rate 32% vs. 42% white immediate post-HS 2022.

Statistic 62

Black students 3x more likely expelled (1.4% vs. 0.5%) in 2021-22.

Statistic 63

Per-pupil spending in majority Black districts $1,500 less than white districts 2022.

Statistic 64

Black male college completion rate 36% vs. 48% white males within 6 years 2022.

Statistic 65

Teacher diversity gap: 80% white teachers for 45% white students in 2022.

Statistic 66

Black students in gifted programs 9% vs. 30% expected by population 2022.

Statistic 67

AP exam pass rate Black students 49% vs. 76% whites in 2022.

Statistic 68

Black dropout rate 5.2% vs. 3.9% whites in 2021-22 HS.

Statistic 69

Chronic absenteeism 32% Black students vs. 19% whites 2021-22.

Statistic 70

Black students 4x more likely in underfunded schools with crumbling infrastructure 2022.

Statistic 71

Math proficiency NAEP 2022: 15% Black vs. 37% white 8th graders.

Statistic 72

Black enrollment in 4-year colleges dropped 5% more than whites post-COVID 2022.

Statistic 73

Counselors per Black student 1:450 vs. 1:250 whites 2022.

Statistic 74

Black students face 75% higher bullying rates in schools 2021.

Statistic 75

STEM degree attainment: Black students 9% vs. 13% population share 2022.

Statistic 76

School segregation index increased 20% for Black students since 1988 to 2022.

Statistic 77

Black 4th graders reading proficiency 18% vs. 41% whites NAEP 2022.

Statistic 78

Black students 2.5x more referrals to law enforcement from school 2021-22.

Statistic 79

Infant mortality rate for Black infants 10.8 per 1,000 births vs. 4.5 for whites in 2022.

Statistic 80

Black maternal mortality rate 69.9 per 100k births vs. 26.6 white in 2021.

Statistic 81

Life expectancy for Black Americans 71.8 years vs. 77.6 whites in 2022.

Statistic 82

Diabetes prevalence 12.1% Black adults vs. 7.1% whites in 2022.

Statistic 83

Black cancer mortality rate 189 per 100k vs. 150 whites 2021.

Statistic 84

Uninsured rate 10.8% Black vs. 6.3% whites in 2023.

Statistic 85

Heart disease death rate 212 per 100k Black vs. 175 whites 2022.

Statistic 86

Obesity rate 49.9% Black adults vs. 41.4% whites 2022.

Statistic 87

Black COVID-19 death rate 2.1x higher than whites per 100k in 2022.

Statistic 88

Hypertension 56% Black adults vs. 43% whites 2022.

Statistic 89

Black infant low birthweight 14% vs. 7% whites 2022.

Statistic 90

Mental health treatment access: 31% Black vs. 49% whites utilized in 2022.

Statistic 91

Stroke mortality 46 per 100k Black vs. 30 whites 2022.

Statistic 92

Kidney disease end-stage rate 3x higher Black vs. whites 2022.

Statistic 93

Black veterans suicide rate 20% higher than whites 2021.

Statistic 94

HIV diagnosis rate 42 per 100k Black vs. 10 whites 2022.

Statistic 95

Breast cancer death rate 27.1 per 100k Black women vs. 19.3 whites 2021.

Statistic 96

Avoidable hospitalization rate 1.5x higher for Black Medicare patients 2022.

Statistic 97

Black children asthma hospitalization 3x white rate 2022.

Statistic 98

Life expectancy gap widened to 5.9 years Black-white during COVID to 2022.

Statistic 99

Prostate cancer mortality 45.5 per 100k Black men vs. 19 whites 2021.

Statistic 100

Dental care access 20% lower for Black adults vs. whites 2022.

Statistic 101

Black opioid overdose death rate rising faster, 25 per 100k vs. 20 whites 2022.

Statistic 102

Sickle cell screening gaps affect 90% undiagnosed Black births 2022.

Statistic 103

Black elderly nursing home quality lower, 30% higher deficiencies 2022.

Statistic 104

Lupus prevalence 3x higher Black women vs. whites 2022.

Statistic 105

Black homeownership leads to 15% higher mortgage denial 2023.

Statistic 106

Black households median home equity $30,000 vs. $140,000 whites 2022.

Statistic 107

Black families 3x more likely in rent-burdened housing (>30% income) 2022.

Statistic 108

Appraisal bias: Black homes undervalued by 23% vs. white comps 2022.

Statistic 109

Black neighborhoods 75% more likely toxic waste sites 2022.

Statistic 110

Wealth gap start: Black newborns inherit 1/8 white family wealth 2022.

Statistic 111

Eviction filing rate 50% higher Black tenants vs. whites 2022.

Statistic 112

Black families 40% less family financial assistance for home down payments 2022.

Statistic 113

Segregated metro areas: Black-white gap 10x wealth 2022.

Statistic 114

Black credit score average 677 vs. 727 whites 2023.

Statistic 115

Foreclosure rate Black homeowners 8.1% vs. 4.5% whites 2009-2022 recovery.

Statistic 116

Black suburbs growth but 20% lower property values 2022.

Statistic 117

Inheritance median Black $0 vs. $60,000 whites lifetime 2022.

Statistic 118

Black rental applications rejected 20% more than whites 2022.

Statistic 119

Public housing waitlists 2x longer Black applicants 2022.

Statistic 120

Black wealth portfolio 50% less diversified, higher debt 2022.

Statistic 121

Gentrification displaces 20% more Black residents 2022.

Statistic 122

Black farmers lost 90% land since 1920 due to discrimination 2022 data.

Statistic 123

Liquid assets: 34% Black households have less than $100 vs. 12% whites 2022.

Statistic 124

Black pension coverage 52% vs. 68% whites workforce 2022.

Statistic 125

Housing discrimination complaints 50% race-based Black filers 2022.

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While the numbers are staggering—from Black households holding just one-sixth of the wealth of white households to Black Americans facing incarceration rates nearly six times higher—these statistics are not just abstract data but the measurable reality of systemic inequality that defines daily life for millions.

Key Takeaways

  • In 2022, the median wealth for Black households was $44,900 compared to $285,000 for white households, representing a racial wealth gap of over 6 times.
  • Black Americans experienced an unemployment rate of 5.5% in 2023, more than double the 2.9% rate for white Americans.
  • The poverty rate for Black individuals was 17.1% in 2022, compared to 8.6% for non-Hispanic whites.
  • Black incarceration rate is 1,186 per 100,000 vs. 214 for whites as of 2021.
  • Black Americans are 5.9 times more likely to be incarcerated than whites in state prisons in 2022.
  • Police kill Black people at 2.9 times the rate of whites (6.2 vs. 2.1 per million) from 2015-2023.
  • Black students face suspension rates 3.8x higher than white students in K-12 2021-22.
  • High school graduation rate for Black students 79% vs. 89% for whites in 2021-22.
  • Black students attend schools with 36% more poverty than white peers in 2022.
  • Infant mortality rate for Black infants 10.8 per 1,000 births vs. 4.5 for whites in 2022.
  • Black maternal mortality rate 69.9 per 100k births vs. 26.6 white in 2021.
  • Life expectancy for Black Americans 71.8 years vs. 77.6 whites in 2022.
  • Black homeownership leads to 15% higher mortgage denial 2023.
  • Black households median home equity $30,000 vs. $140,000 whites 2022.
  • Black families 3x more likely in rent-burdened housing (>30% income) 2022.

Racial inequality persists through stark wealth, employment, and incarceration disparities nationwide.

Criminal Justice Disparities

  • Black incarceration rate is 1,186 per 100,000 vs. 214 for whites as of 2021.
  • Black Americans are 5.9 times more likely to be incarcerated than whites in state prisons in 2022.
  • Police kill Black people at 2.9 times the rate of whites (6.2 vs. 2.1 per million) from 2015-2023.
  • Black drivers are stopped by police 20% more often than white drivers but searched 2x as often in 2022.
  • 33% of Black men receive a felony conviction by age 30 vs. 8% of white men in lifetime data.
  • Black youth arrested at 3x rate of white youth for similar offenses in 2021.
  • Pretrial detention rate for Black defendants is 51% vs. 35% for whites in 2022.
  • Black people receive sentences 20% longer than whites for same crimes in federal courts 2022.
  • Drug arrest rate for Black Americans is 3.7x higher than whites despite similar usage rates in 2021.
  • Black women incarcerated at 1.8x rate of white women in 2022.
  • 25% of Black adults have been to prison vs. 5% of whites lifetime.
  • Police use force against Black suspects 3.5x more often than whites in 2022 encounters.
  • Black probationers revoked at 1.5x rate of whites for technical violations in 2021.
  • Fatal police shootings: Black victims 24% of total despite 13% population in 2023.
  • Black children 4x more likely to be in foster care due to justice involvement in 2022.
  • Plea bargain conviction rate 97% for Black defendants vs. 94% whites in federal cases 2022.
  • Black homicide victimization rate 6x higher than whites (20.9 vs. 3.3 per 100k) in 2021.
  • Solitary confinement imposed on Black prisoners 1.5x more than whites in 2022.
  • Black jurors struck at 4x rate by prosecutors in death penalty cases historically.
  • Mandatory minimums applied 25% more to Black defendants in drug cases 2022.
  • Black parole approval rate 37% vs. 45% for whites in 2021.
  • Traffic stops lead to arrests 2x more for Black drivers in 2022 data.
  • Black youth tried as adults 2.8x more than whites for same crimes in 2021.
  • Prison geriatric population: Black inmates serve longer average sentences by 2 years.
  • Black Americans 13% population but 33% death row in 2023.

Criminal Justice Disparities Interpretation

The statistics paint a stark portrait of a justice system that doesn't just see color, but acts upon it at every stage, from the traffic stop to the parole hearing, with devastating and generational consequences.

Economic Disparities

  • In 2022, the median wealth for Black households was $44,900 compared to $285,000 for white households, representing a racial wealth gap of over 6 times.
  • Black Americans experienced an unemployment rate of 5.5% in 2023, more than double the 2.9% rate for white Americans.
  • The poverty rate for Black individuals was 17.1% in 2022, compared to 8.6% for non-Hispanic whites.
  • Black workers earn 73 cents for every dollar earned by white workers in median weekly earnings as of Q1 2024.
  • Homeownership rate for Black households stood at 44% in 2022, versus 74% for white households.
  • Black families have a median income of $52,860 in 2022, 61% of the $87,310 median for white families.
  • Labor force participation rate for Black men aged 25-54 was 68.5% in 2023, lower than 88.2% for white men.
  • Black college graduates face a 10.4% unemployment rate versus 4.1% for white graduates in 2023.
  • Wage gap persists with Black women earning 64% of white men's wages in 2022 full-time earnings.
  • Black-owned businesses received only 1.2% of venture capital funding in 2022 despite comprising 9.4% of population.
  • In 2021, Black households held 15.4% of total U.S. wealth despite being 13.6% of population.
  • Black youth unemployment rate was 16.7% in 2023 for ages 16-19, triple the white rate of 5.6%.
  • Median net worth of single Black women is $100 in 2022, compared to $41,500 for single white women.
  • Black men with bachelor's degrees earn 20% less than white men with similar education in 2022.
  • In 2022, 26.2% of Black workers were in low-wage jobs versus 15.8% of white workers.
  • Black households are 3 times more likely to have zero or negative net worth than white households in 2022.
  • Inflation-adjusted median Black family income grew only 10% from 1989-2022, half the white rate.
  • Black entrepreneurs face loan denial rates of 42% versus 18% for white entrepreneurs in 2023.
  • In tech sector, Black workers hold only 7% of professional roles despite 12% population share in 2023.
  • Black retirees have median Social Security benefits of $1,503 monthly vs. $1,834 for whites in 2022.
  • Black workers are 2.5 times more likely to be underemployed than white workers in 2023.
  • Household debt-to-income ratio for Black families is 1.5 times higher than for white families in 2022.
  • Black STEM graduates earn 10-15% less starting salary than white peers in 2023.
  • 35% of Black adults have student debt versus 23% of whites in 2022.
  • Black small business survival rate after 5 years is 50% vs. 66% for white-owned in 2022.
  • In finance sector, Black executives comprise only 2% of C-suite positions in Fortune 500 in 2023.
  • Black gig workers earn 28% less per hour than white gig workers on average in 2023.
  • Median retirement savings for Black households near retirement age is $42,000 vs. $189,000 for whites in 2022.
  • Black women face a 37% gender-racial wage gap compared to white men in 2022.
  • 21% of Black families live in deep poverty (<50% threshold) vs. 8% of white families in 2022.

Economic Disparities Interpretation

Even after four centuries of promises, the playing field in America remains so tilted that success for Black Americans often feels like winning a race where you start six laps behind.

Education Disparities

  • Black students face suspension rates 3.8x higher than white students in K-12 2021-22.
  • High school graduation rate for Black students 79% vs. 89% for whites in 2021-22.
  • Black students attend schools with 36% more poverty than white peers in 2022.
  • Only 26% of Black students proficient in 8th grade reading vs. 43% whites NAEP 2022.
  • Black children 2x less likely to attend preschool (47% vs. 54%) in 2022.
  • College enrollment gap: Black rate 32% vs. 42% white immediate post-HS 2022.
  • Black students 3x more likely expelled (1.4% vs. 0.5%) in 2021-22.
  • Per-pupil spending in majority Black districts $1,500 less than white districts 2022.
  • Black male college completion rate 36% vs. 48% white males within 6 years 2022.
  • Teacher diversity gap: 80% white teachers for 45% white students in 2022.
  • Black students in gifted programs 9% vs. 30% expected by population 2022.
  • AP exam pass rate Black students 49% vs. 76% whites in 2022.
  • Black dropout rate 5.2% vs. 3.9% whites in 2021-22 HS.
  • Chronic absenteeism 32% Black students vs. 19% whites 2021-22.
  • Black students 4x more likely in underfunded schools with crumbling infrastructure 2022.
  • Math proficiency NAEP 2022: 15% Black vs. 37% white 8th graders.
  • Black enrollment in 4-year colleges dropped 5% more than whites post-COVID 2022.
  • Counselors per Black student 1:450 vs. 1:250 whites 2022.
  • Black students face 75% higher bullying rates in schools 2021.
  • STEM degree attainment: Black students 9% vs. 13% population share 2022.
  • School segregation index increased 20% for Black students since 1988 to 2022.
  • Black 4th graders reading proficiency 18% vs. 41% whites NAEP 2022.
  • Black students 2.5x more referrals to law enforcement from school 2021-22.

Education Disparities Interpretation

The statistics paint a devastatingly clear picture: from preschool through college, Black students are systematically handed a rulebook for a game where the field is tilted, the referees are biased, and the funding for their team was siphoned off before they even arrived.

Health Disparities

  • Infant mortality rate for Black infants 10.8 per 1,000 births vs. 4.5 for whites in 2022.
  • Black maternal mortality rate 69.9 per 100k births vs. 26.6 white in 2021.
  • Life expectancy for Black Americans 71.8 years vs. 77.6 whites in 2022.
  • Diabetes prevalence 12.1% Black adults vs. 7.1% whites in 2022.
  • Black cancer mortality rate 189 per 100k vs. 150 whites 2021.
  • Uninsured rate 10.8% Black vs. 6.3% whites in 2023.
  • Heart disease death rate 212 per 100k Black vs. 175 whites 2022.
  • Obesity rate 49.9% Black adults vs. 41.4% whites 2022.
  • Black COVID-19 death rate 2.1x higher than whites per 100k in 2022.
  • Hypertension 56% Black adults vs. 43% whites 2022.
  • Black infant low birthweight 14% vs. 7% whites 2022.
  • Mental health treatment access: 31% Black vs. 49% whites utilized in 2022.
  • Stroke mortality 46 per 100k Black vs. 30 whites 2022.
  • Kidney disease end-stage rate 3x higher Black vs. whites 2022.
  • Black veterans suicide rate 20% higher than whites 2021.
  • HIV diagnosis rate 42 per 100k Black vs. 10 whites 2022.
  • Breast cancer death rate 27.1 per 100k Black women vs. 19.3 whites 2021.
  • Avoidable hospitalization rate 1.5x higher for Black Medicare patients 2022.
  • Black children asthma hospitalization 3x white rate 2022.
  • Life expectancy gap widened to 5.9 years Black-white during COVID to 2022.
  • Prostate cancer mortality 45.5 per 100k Black men vs. 19 whites 2021.
  • Dental care access 20% lower for Black adults vs. whites 2022.
  • Black opioid overdose death rate rising faster, 25 per 100k vs. 20 whites 2022.
  • Sickle cell screening gaps affect 90% undiagnosed Black births 2022.
  • Black elderly nursing home quality lower, 30% higher deficiencies 2022.
  • Lupus prevalence 3x higher Black women vs. whites 2022.

Health Disparities Interpretation

These statistics form a grim and relentless ledger, proving that in America, your race is not just a demographic detail but a pre-existing condition with a measurable, often fatal, cost.

Housing and Wealth Disparities

  • Black homeownership leads to 15% higher mortgage denial 2023.
  • Black households median home equity $30,000 vs. $140,000 whites 2022.
  • Black families 3x more likely in rent-burdened housing (>30% income) 2022.
  • Appraisal bias: Black homes undervalued by 23% vs. white comps 2022.
  • Black neighborhoods 75% more likely toxic waste sites 2022.
  • Wealth gap start: Black newborns inherit 1/8 white family wealth 2022.
  • Eviction filing rate 50% higher Black tenants vs. whites 2022.
  • Black families 40% less family financial assistance for home down payments 2022.
  • Segregated metro areas: Black-white gap 10x wealth 2022.
  • Black credit score average 677 vs. 727 whites 2023.
  • Foreclosure rate Black homeowners 8.1% vs. 4.5% whites 2009-2022 recovery.
  • Black suburbs growth but 20% lower property values 2022.
  • Inheritance median Black $0 vs. $60,000 whites lifetime 2022.
  • Black rental applications rejected 20% more than whites 2022.
  • Public housing waitlists 2x longer Black applicants 2022.
  • Black wealth portfolio 50% less diversified, higher debt 2022.
  • Gentrification displaces 20% more Black residents 2022.
  • Black farmers lost 90% land since 1920 due to discrimination 2022 data.
  • Liquid assets: 34% Black households have less than $100 vs. 12% whites 2022.
  • Black pension coverage 52% vs. 68% whites workforce 2022.
  • Housing discrimination complaints 50% race-based Black filers 2022.

Housing and Wealth Disparities Interpretation

These statistics paint a grim portrait of a system where the American dream is meticulously zoned, appraised, and financed into a segregated reality for Black families, turning homeownership from a cornerstone of wealth into a labyrinth of discriminatory pitfalls.

Sources & References