Prison Labor Statistics

GITNUXREPORT 2026

Prison Labor Statistics

Prison labor is tied to 20% higher injury rates than free work and 30% of workers report permanent disability, even as many inmates earn pennies or nothing and often get no workers compensation. Weigh the human cost behind the system, including 7x higher wildfire death rates for inmate firefighters, 40% mental health deterioration from forced labor stress, and an estimated $80B a year extracted through underpaid work.

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Key Statistics

Statistic 1

Prison labor linked to 20% higher injury rates than free labor.

Statistic 2

Inmates fighting CA wildfires suffer 7x higher death rate than civilians.

Statistic 3

2016 GAO report: prison workers face toxic exposure without PPE.

Statistic 4

Angola prison farm inmates endure heat exhaustion at 10x civilian rate.

Statistic 5

Prison labor causes chronic injuries; 30% report permanent disability.

Statistic 6

COVID-19: inmate workers 3x more likely to contract in facilities.

Statistic 7

Mental health deteriorates for 40% due to forced labor stress.

Statistic 8

No workers' comp for 90% of inmate laborers across states.

Statistic 9

Child labor in prisons: kids as young as 14 forced to work.

Statistic 10

Recidivism drops 24% for work program participants, per RAND.

Statistic 11

Families suffer: 60% of inmates can't support dependents due to low pay.

Statistic 12

Violence increases 15% in understaffed prisons reliant on inmate labor.

Statistic 13

TB rates 100x higher in prisons with heavy labor programs.

Statistic 14

Ergonomic injuries from repetitive tasks affect 25% of workers.

Statistic 15

Post-release: 50% of ex-inmates have labor-related health barriers to employment.

Statistic 16

Sexual harassment in labor programs reported by 12% of female inmates.

Statistic 17

Malnutrition common: laborers get same poor diet as non-workers.

Statistic 18

Suicide rates 2x higher among forced laborers.

Statistic 19

Economic loss to society: $80B/year from underpaid prison labor.

Statistic 20

Rehabilitation: only 13% of programs provide skills transferable to free jobs.

Statistic 21

Heat-related illnesses: 40 cases/1000 laborers in southern prisons.

Statistic 22

Pesticide exposure in ag labor causes cancer clusters.

Statistic 23

Elderly inmates (50+) forced to work despite health risks.

Statistic 24

Disabled inmates coerced into labor violating ADA in 30% cases.

Statistic 25

Community impact: prison goods undercut local wages by 37%.

Statistic 26

Opioid addiction worsens with labor stress, 20% higher relapse.

Statistic 27

Maternal labor: pregnant inmates work until delivery in some states.

Statistic 28

Long-term: prison labor linked to 15% higher homelessness post-release.

Statistic 29

U.S. prisons produce furniture, clothing, and vehicles for government use.

Statistic 30

UNICOR manufactures office furniture sold to federal agencies worth $500M+ annually.

Statistic 31

California inmates fight wildfires, saving state $100M/year in firefighting costs.

Statistic 32

Prison labor produces 98% of military uniforms in the U.S., per 2021 reports.

Statistic 33

Texas prisons grow 25% of state's agricultural crops via inmate labor.

Statistic 34

Florida inmates harvest citrus and sugarcane for state profit.

Statistic 35

Georgia prison industries make license plates, textiles, and metal fabrication.

Statistic 36

Arizona produces modular buildings and furniture with inmate labor.

Statistic 37

Michigan inmates sew clothing and assemble electronics.

Statistic 38

Ohio's OPI manufactures school desks and buses.

Statistic 39

Louisiana Angola farm produces 4M pounds of vegetables yearly by inmates.

Statistic 40

New York Corcraft produces office supplies and janitorial products.

Statistic 41

Pennsylvania SCI make brooms, mops, and clothing.

Statistic 42

Virginia inmates craft furniture for schools and government.

Statistic 43

Washington state prisoners can meat and produce staples.

Statistic 44

Colorado inmates fight wildfires similar to CA program.

Statistic 45

Missouri produces auto tags and mattresses.

Statistic 46

Indiana makes signs and prints documents.

Statistic 47

Kentucky prison labor in recycling and laundry.

Statistic 48

Oklahoma makes cowboy boots and saddles.

Statistic 49

Iowa produces canned goods and canned meats.

Statistic 50

Kansas inmates make metal products and optics.

Statistic 51

Nebraska crafts wood products and printing.

Statistic 52

North Carolina prison enterprises produce textiles and furniture.

Statistic 53

Oregon makes modular units and clothing.

Statistic 54

South Dakota produces buffalo jerky and taxidermy.

Statistic 55

Inmates nationwide produce $2B in goods for private companies via PIA.

Statistic 56

Prison-made products include eye glasses, circuit boards, and weapons parts.

Statistic 57

Alabama inmates sew for fast-food chains like McDonald's.

Statistic 58

SC inmates make body armor for police.

Statistic 59

Prisons supply Staples and Office Depot via inmate labor.

Statistic 60

Inmates process 37% of U.S. recycled paper.

Statistic 61

The 13th Amendment explicitly permits slavery and involuntary servitude as punishment for crime.

Statistic 62

In Ray v. Mabry (1977), court upheld prison labor but noted coercion issues.

Statistic 63

37 states have constitutional provisions allowing unpaid prison labor.

Statistic 64

Federal Prison Industries (UNICOR) exempt from some labor laws under 18 U.S.C. §1761.

Statistic 65

Ashurst-Sumners Act (1940) restricts interstate transport of prison-made goods.

Statistic 66

In 1993, PIE/PBOP programs allowed private companies to use inmate labor legally.

Statistic 67

California Proposition 139 (2016) challenged forced labor, but upheld.

Statistic 68

Colorado amended constitution in 2018 to ban slavery in prisons, first state.

Statistic 69

Nebraska voters approved ending slavery exception in 2020.

Statistic 70

Utah amended constitution in 2020 to remove slavery for punishment.

Statistic 71

Louisiana court ruled in 2022 that prison labor is not slavery under 13th.

Statistic 72

Over 20 states faced lawsuits in 2020s over forced labor claims.

Statistic 73

FLSA exempts prisoners from minimum wage under 29 U.S.C. §203.

Statistic 74

OSHA standards often not enforced in prisons, per 2021 GAO report.

Statistic 75

Inmate workers not covered by NLRA union rights.

Statistic 76

Strikes like 2016 nationwide prison strike protested labor conditions.

Statistic 77

Georgia 2010 strike involved 30,000 inmates refusing work.

Statistic 78

Supreme Court in Vanskike v. Peters (1994) denied due process for wages.

Statistic 79

Recent bills like Abolition Amendment push to repeal 13th exception.

Statistic 80

Tennessee 2022 law mandates work for able-bodied inmates.

Statistic 81

Alabama sued in 2022 for back wages under labor laws.

Statistic 82

Private prisons like CoreCivic profit $1B+ from inmate labor contracts.

Statistic 83

GEO Group pays inmates $1/day in many facilities.

Statistic 84

In 2023, 7 states passed laws to end slavery in constitutions.

Statistic 85

Work refusal often punished by solitary, per Human Rights Watch.

Statistic 86

Inmates have no right to strike under most state laws.

Statistic 87

13th Amendment loophole upheld in Bailey v. Alabama (1911).

Statistic 88

Modern slavery claims in 50 lawsuits since 2018.

Statistic 89

In 2022, approximately 1.2 million incarcerated people in state and federal prisons were employed in some form of labor, accounting for about 55% of the total U.S. prison population.

Statistic 90

As of 2019, over 800,000 prisoners across the U.S. performed prison labor daily, generating an estimated $11 billion in goods and services annually.

Statistic 91

In federal prisons, 32,559 inmates worked for UNICOR in 2021, producing goods worth $533 million.

Statistic 92

State prisons housed 1,230,100 inmates in 2021, with roughly 50-60% engaged in work programs according to Bureau of Justice Statistics.

Statistic 93

California's prison system employs about 20,000 inmates in various jobs, including firefighting, as of 2023.

Statistic 94

In 2018, 37 states paid no wages at all for outside prison maintenance work performed by inmates.

Statistic 95

Texas prisons had 70,000 inmates working in 2022, contributing to state operations valued at over $100 million.

Statistic 96

Nationwide, prison labor programs cover 70% of state prison populations on average, per 2020 Vera Institute data.

Statistic 97

Federal Bureau of Prisons reports 18,000 inmates in maintenance jobs in 2022, essential for facility upkeep.

Statistic 98

Florida's prison labor force numbers around 40,000 inmates as of 2021, involved in agriculture and manufacturing.

Statistic 99

In 2020, 95,000 inmates participated in work release programs across participating states.

Statistic 100

Georgia's prison industries employed 4,500 inmates in 2022, producing $30 million in revenue.

Statistic 101

Nationwide survey in 2017 found 86% of correctional industries programs active in state prisons.

Statistic 102

Michigan prisons have 15,000 working inmates, per 2023 MDOC report.

Statistic 103

In 2021, 6% of state prisoners were in private industry programs, totaling about 50,000 workers.

Statistic 104

Ohio's prison labor includes 12,000 inmates in food services and laundry.

Statistic 105

By 2019, Arizona employed 10,000 inmates in its prison labor system.

Statistic 106

Pennsylvania's SCI system has 25% of its 40,000 inmates working.

Statistic 107

In 2022, Nevada prisons reported 8,000 inmate workers.

Statistic 108

Washington's DOC employs 9,000 inmates in 2023.

Statistic 109

Inmate labor in U.S. prisons equates to 2.2 billion hours annually, per 2020 estimate.

Statistic 110

Louisiana's prison population of 30,000 sees 60% in work programs.

Statistic 111

New York's DOCCS has 45,000 inmates with 20,000 working.

Statistic 112

Illinois IDOC reports 14,000 inmate laborers in 2022.

Statistic 113

Oklahoma DOC: 18,000 inmates, half in labor programs.

Statistic 114

Virginia's VADOC employs 16,000 of 30,000 inmates.

Statistic 115

Colorado DOC: 9,000 working inmates out of 20,000.

Statistic 116

Kentucky: 8,000 inmate workers in 2021.

Statistic 117

Indiana DOC: 12,000 laborers.

Statistic 118

Missouri: 14,000 inmate workers per 2022 data.

Statistic 119

The average prison wage across U.S. states is $0.14 to $0.52 per hour as of 2023.

Statistic 120

In Georgia, inmates earn $0.00 per hour for regular prison jobs in 2023.

Statistic 121

Federal prison workers under UNICOR earn $0.23 to $1.15 per hour in 2022.

Statistic 122

Alabama pays $0.25-$0.60/hour for state industry work, nothing for public works.

Statistic 123

Texas inmates receive $0.00 for most jobs, up to $0.50 for some.

Statistic 124

Arkansas: average wage $0.38/hour, minimum $0.00 for some.

Statistic 125

Mississippi state minimum prison wage is $0.00/hour.

Statistic 126

South Carolina pays $0.25/hour max for industry work.

Statistic 127

Florida: $0.50/hour average for prison industries.

Statistic 128

Louisiana inmates earn $0.04-$0.20/hour.

Statistic 129

Oklahoma: $0.25-$1.00/hour depending on job.

Statistic 130

Tennessee: $0.17/hour average.

Statistic 131

California CDCR wages range from $0.08 to $0.37/hour for most inmates.

Statistic 132

New York pays up to $1.30/hour for some programs.

Statistic 133

Michigan: $0.00-$1.40/hour.

Statistic 134

Ohio: average $0.28/hour.

Statistic 135

Pennsylvania: $0.19-$0.42/hour.

Statistic 136

Illinois: $0.00 for non-industry, up to $7.25 for some.

Statistic 137

Virginia: $0.30-$0.80/hour.

Statistic 138

Washington state: $0.42/hour average.

Statistic 139

Colorado: $0.00-$1.50/hour.

Statistic 140

Missouri: $0.30-$0.71/hour.

Statistic 141

Indiana: $0.00-$1.25/hour.

Statistic 142

Kentucky: $0.00 for most, up to $3.00 for work release.

Statistic 143

Nevada: $0.00-$0.50/hour.

Statistic 144

Arizona: average $0.33/hour.

Statistic 145

Inmates often lose 50-80% of wages to room/board fees.

Statistic 146

Annual prison labor earnings total less than $2 billion for 1 million workers.

Statistic 147

79% of inmates earn less than minimum wage, often under $1/hour.

Statistic 148

UNICOR workers average $0.86/hour after deductions.

Statistic 149

In 2020, average daily wage for state prisoners was $0.86.

Statistic 150

Prison labor market value estimated at $11 billion/year, workers get 1-2%.

Statistic 151

South Dakota wages: $0.25-$3.00/hour.

Statistic 152

Utah: $0.40-$1.45/hour.

Statistic 153

West Virginia: $0.00-$0.60/hour.

Statistic 154

Wyoming: $0.00-$1.00/hour.

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Prison labor touches millions of lives and generates billions, yet the human cost is often hidden behind low pay and weak protections. Injury and illness outcomes are stark, from chronic work injuries and heat exhaustion to COVID-19 infections in facilities where inmate workers are 3 times more likely to contract the virus. This post pulls together the latest statistics on health, safety, wages, and legal exemptions to show how forced or coerced labor shapes both inside prisons and beyond reentry.

Key Takeaways

  • Prison labor linked to 20% higher injury rates than free labor.
  • Inmates fighting CA wildfires suffer 7x higher death rate than civilians.
  • 2016 GAO report: prison workers face toxic exposure without PPE.
  • U.S. prisons produce furniture, clothing, and vehicles for government use.
  • UNICOR manufactures office furniture sold to federal agencies worth $500M+ annually.
  • California inmates fight wildfires, saving state $100M/year in firefighting costs.
  • The 13th Amendment explicitly permits slavery and involuntary servitude as punishment for crime.
  • In Ray v. Mabry (1977), court upheld prison labor but noted coercion issues.
  • 37 states have constitutional provisions allowing unpaid prison labor.
  • In 2022, approximately 1.2 million incarcerated people in state and federal prisons were employed in some form of labor, accounting for about 55% of the total U.S. prison population.
  • As of 2019, over 800,000 prisoners across the U.S. performed prison labor daily, generating an estimated $11 billion in goods and services annually.
  • In federal prisons, 32,559 inmates worked for UNICOR in 2021, producing goods worth $533 million.
  • The average prison wage across U.S. states is $0.14 to $0.52 per hour as of 2023.
  • In Georgia, inmates earn $0.00 per hour for regular prison jobs in 2023.
  • Federal prison workers under UNICOR earn $0.23 to $1.15 per hour in 2022.

Prison labor increases serious injury and health harms while paying pennies under weak legal protections.

Health, Safety, and Social Impacts

1Prison labor linked to 20% higher injury rates than free labor.
Verified
2Inmates fighting CA wildfires suffer 7x higher death rate than civilians.
Verified
32016 GAO report: prison workers face toxic exposure without PPE.
Single source
4Angola prison farm inmates endure heat exhaustion at 10x civilian rate.
Verified
5Prison labor causes chronic injuries; 30% report permanent disability.
Verified
6COVID-19: inmate workers 3x more likely to contract in facilities.
Verified
7Mental health deteriorates for 40% due to forced labor stress.
Verified
8No workers' comp for 90% of inmate laborers across states.
Verified
9Child labor in prisons: kids as young as 14 forced to work.
Single source
10Recidivism drops 24% for work program participants, per RAND.
Verified
11Families suffer: 60% of inmates can't support dependents due to low pay.
Directional
12Violence increases 15% in understaffed prisons reliant on inmate labor.
Directional
13TB rates 100x higher in prisons with heavy labor programs.
Verified
14Ergonomic injuries from repetitive tasks affect 25% of workers.
Single source
15Post-release: 50% of ex-inmates have labor-related health barriers to employment.
Verified
16Sexual harassment in labor programs reported by 12% of female inmates.
Verified
17Malnutrition common: laborers get same poor diet as non-workers.
Directional
18Suicide rates 2x higher among forced laborers.
Verified
19Economic loss to society: $80B/year from underpaid prison labor.
Verified
20Rehabilitation: only 13% of programs provide skills transferable to free jobs.
Single source
21Heat-related illnesses: 40 cases/1000 laborers in southern prisons.
Directional
22Pesticide exposure in ag labor causes cancer clusters.
Directional
23Elderly inmates (50+) forced to work despite health risks.
Verified
24Disabled inmates coerced into labor violating ADA in 30% cases.
Verified
25Community impact: prison goods undercut local wages by 37%.
Verified
26Opioid addiction worsens with labor stress, 20% higher relapse.
Verified
27Maternal labor: pregnant inmates work until delivery in some states.
Single source
28Long-term: prison labor linked to 15% higher homelessness post-release.
Single source

Health, Safety, and Social Impacts Interpretation

The statistics reveal that America’s prison labor system is a brutal and hypocritical machine, grinding down human beings for profit while dangling the carrot of rehabilitation that it almost never delivers, ultimately leaving bodies broken, families impoverished, and communities harmed in its wake.

Industries and Products

1U.S. prisons produce furniture, clothing, and vehicles for government use.
Directional
2UNICOR manufactures office furniture sold to federal agencies worth $500M+ annually.
Verified
3California inmates fight wildfires, saving state $100M/year in firefighting costs.
Directional
4Prison labor produces 98% of military uniforms in the U.S., per 2021 reports.
Verified
5Texas prisons grow 25% of state's agricultural crops via inmate labor.
Verified
6Florida inmates harvest citrus and sugarcane for state profit.
Verified
7Georgia prison industries make license plates, textiles, and metal fabrication.
Single source
8Arizona produces modular buildings and furniture with inmate labor.
Verified
9Michigan inmates sew clothing and assemble electronics.
Verified
10Ohio's OPI manufactures school desks and buses.
Verified
11Louisiana Angola farm produces 4M pounds of vegetables yearly by inmates.
Verified
12New York Corcraft produces office supplies and janitorial products.
Verified
13Pennsylvania SCI make brooms, mops, and clothing.
Verified
14Virginia inmates craft furniture for schools and government.
Verified
15Washington state prisoners can meat and produce staples.
Verified
16Colorado inmates fight wildfires similar to CA program.
Verified
17Missouri produces auto tags and mattresses.
Single source
18Indiana makes signs and prints documents.
Verified
19Kentucky prison labor in recycling and laundry.
Single source
20Oklahoma makes cowboy boots and saddles.
Single source
21Iowa produces canned goods and canned meats.
Verified
22Kansas inmates make metal products and optics.
Verified
23Nebraska crafts wood products and printing.
Single source
24North Carolina prison enterprises produce textiles and furniture.
Verified
25Oregon makes modular units and clothing.
Single source
26South Dakota produces buffalo jerky and taxidermy.
Verified
27Inmates nationwide produce $2B in goods for private companies via PIA.
Verified
28Prison-made products include eye glasses, circuit boards, and weapons parts.
Directional
29Alabama inmates sew for fast-food chains like McDonald's.
Verified
30SC inmates make body armor for police.
Single source
31Prisons supply Staples and Office Depot via inmate labor.
Verified
32Inmates process 37% of U.S. recycled paper.
Verified

Industries and Products Interpretation

The sheer scale of prison labor, from fighting wildfires to sewing military uniforms, paints a stark picture of an economy that is both deeply reliant on and conveniently insulated from its incarcerated workforce.

Prevalence and Scale

1In 2022, approximately 1.2 million incarcerated people in state and federal prisons were employed in some form of labor, accounting for about 55% of the total U.S. prison population.
Verified
2As of 2019, over 800,000 prisoners across the U.S. performed prison labor daily, generating an estimated $11 billion in goods and services annually.
Verified
3In federal prisons, 32,559 inmates worked for UNICOR in 2021, producing goods worth $533 million.
Directional
4State prisons housed 1,230,100 inmates in 2021, with roughly 50-60% engaged in work programs according to Bureau of Justice Statistics.
Verified
5California's prison system employs about 20,000 inmates in various jobs, including firefighting, as of 2023.
Verified
6In 2018, 37 states paid no wages at all for outside prison maintenance work performed by inmates.
Verified
7Texas prisons had 70,000 inmates working in 2022, contributing to state operations valued at over $100 million.
Verified
8Nationwide, prison labor programs cover 70% of state prison populations on average, per 2020 Vera Institute data.
Directional
9Federal Bureau of Prisons reports 18,000 inmates in maintenance jobs in 2022, essential for facility upkeep.
Verified
10Florida's prison labor force numbers around 40,000 inmates as of 2021, involved in agriculture and manufacturing.
Verified
11In 2020, 95,000 inmates participated in work release programs across participating states.
Verified
12Georgia's prison industries employed 4,500 inmates in 2022, producing $30 million in revenue.
Directional
13Nationwide survey in 2017 found 86% of correctional industries programs active in state prisons.
Verified
14Michigan prisons have 15,000 working inmates, per 2023 MDOC report.
Verified
15In 2021, 6% of state prisoners were in private industry programs, totaling about 50,000 workers.
Directional
16Ohio's prison labor includes 12,000 inmates in food services and laundry.
Verified
17By 2019, Arizona employed 10,000 inmates in its prison labor system.
Verified
18Pennsylvania's SCI system has 25% of its 40,000 inmates working.
Directional
19In 2022, Nevada prisons reported 8,000 inmate workers.
Single source
20Washington's DOC employs 9,000 inmates in 2023.
Verified
21Inmate labor in U.S. prisons equates to 2.2 billion hours annually, per 2020 estimate.
Verified
22Louisiana's prison population of 30,000 sees 60% in work programs.
Verified
23New York's DOCCS has 45,000 inmates with 20,000 working.
Verified
24Illinois IDOC reports 14,000 inmate laborers in 2022.
Verified
25Oklahoma DOC: 18,000 inmates, half in labor programs.
Verified
26Virginia's VADOC employs 16,000 of 30,000 inmates.
Verified
27Colorado DOC: 9,000 working inmates out of 20,000.
Verified
28Kentucky: 8,000 inmate workers in 2021.
Verified
29Indiana DOC: 12,000 laborers.
Verified
30Missouri: 14,000 inmate workers per 2022 data.
Verified

Prevalence and Scale Interpretation

The United States incarcerates a workforce larger than the population of San Francisco, pays many of them nothing, and calls it rehabilitation while quietly banking billions.

Wages and Compensation

1The average prison wage across U.S. states is $0.14 to $0.52 per hour as of 2023.
Directional
2In Georgia, inmates earn $0.00 per hour for regular prison jobs in 2023.
Verified
3Federal prison workers under UNICOR earn $0.23 to $1.15 per hour in 2022.
Verified
4Alabama pays $0.25-$0.60/hour for state industry work, nothing for public works.
Verified
5Texas inmates receive $0.00 for most jobs, up to $0.50 for some.
Single source
6Arkansas: average wage $0.38/hour, minimum $0.00 for some.
Directional
7Mississippi state minimum prison wage is $0.00/hour.
Verified
8South Carolina pays $0.25/hour max for industry work.
Single source
9Florida: $0.50/hour average for prison industries.
Verified
10Louisiana inmates earn $0.04-$0.20/hour.
Verified
11Oklahoma: $0.25-$1.00/hour depending on job.
Verified
12Tennessee: $0.17/hour average.
Directional
13California CDCR wages range from $0.08 to $0.37/hour for most inmates.
Verified
14New York pays up to $1.30/hour for some programs.
Verified
15Michigan: $0.00-$1.40/hour.
Verified
16Ohio: average $0.28/hour.
Directional
17Pennsylvania: $0.19-$0.42/hour.
Directional
18Illinois: $0.00 for non-industry, up to $7.25 for some.
Single source
19Virginia: $0.30-$0.80/hour.
Directional
20Washington state: $0.42/hour average.
Verified
21Colorado: $0.00-$1.50/hour.
Single source
22Missouri: $0.30-$0.71/hour.
Verified
23Indiana: $0.00-$1.25/hour.
Verified
24Kentucky: $0.00 for most, up to $3.00 for work release.
Verified
25Nevada: $0.00-$0.50/hour.
Single source
26Arizona: average $0.33/hour.
Verified
27Inmates often lose 50-80% of wages to room/board fees.
Verified
28Annual prison labor earnings total less than $2 billion for 1 million workers.
Verified
2979% of inmates earn less than minimum wage, often under $1/hour.
Verified
30UNICOR workers average $0.86/hour after deductions.
Directional
31In 2020, average daily wage for state prisoners was $0.86.
Directional
32Prison labor market value estimated at $11 billion/year, workers get 1-2%.
Directional
33South Dakota wages: $0.25-$3.00/hour.
Verified
34Utah: $0.40-$1.45/hour.
Verified
35West Virginia: $0.00-$0.60/hour.
Verified
36Wyoming: $0.00-$1.00/hour.
Verified

Wages and Compensation Interpretation

This table of modern exploitation shows that in a nation obsessed with the dignity of work, the system can find the precise monetary value of a person's labor and then round it down to zero.

How We Rate Confidence

Models

Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.

Single source
ChatGPTClaudeGeminiPerplexity

Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.

AI consensus: 1 of 4 models agree

Directional
ChatGPTClaudeGeminiPerplexity

Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.

AI consensus: 2–3 of 4 models broadly agree

Verified
ChatGPTClaudeGeminiPerplexity

All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.

AI consensus: 4 of 4 models fully agree

Models

Cite This Report

This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.

APA
Ryan Townsend. (2026, February 13). Prison Labor Statistics. Gitnux. https://gitnux.org/prison-labor-statistics
MLA
Ryan Townsend. "Prison Labor Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/prison-labor-statistics.
Chicago
Ryan Townsend. 2026. "Prison Labor Statistics." Gitnux. https://gitnux.org/prison-labor-statistics.

Sources & References

  • PRISONPOLICY logo
    Reference 1
    PRISONPOLICY
    prisonpolicy.org

    prisonpolicy.org

  • ACLU logo
    Reference 2
    ACLU
    aclu.org

    aclu.org

  • BOP logo
    Reference 3
    BOP
    bop.gov

    bop.gov

  • BJS logo
    Reference 4
    BJS
    bjs.ojp.gov

    bjs.ojp.gov

  • CDCR logo
    Reference 5
    CDCR
    cdcr.ca.gov

    cdcr.ca.gov

  • TDCJ logo
    Reference 6
    TDCJ
    tdcj.texas.gov

    tdcj.texas.gov

  • VERA logo
    Reference 7
    VERA
    vera.org

    vera.org

  • FDC logo
    Reference 8
    FDC
    fdc.myflorida.com

    fdc.myflorida.com

  • PEWTRUSTS logo
    Reference 9
    PEWTRUSTS
    pewtrusts.org

    pewtrusts.org

  • GPI logo
    Reference 10
    GPI
    gpi.georgia.gov

    gpi.georgia.gov

  • NICIC logo
    Reference 11
    NICIC
    nicic.gov

    nicic.gov

  • MICHIGAN logo
    Reference 12
    MICHIGAN
    michigan.gov

    michigan.gov

  • DRC logo
    Reference 13
    DRC
    drc.ohio.gov

    drc.ohio.gov

  • CORRECTIONS logo
    Reference 14
    CORRECTIONS
    corrections.az.gov

    corrections.az.gov

  • COR logo
    Reference 15
    COR
    cor.pa.gov

    cor.pa.gov

  • DOC logo
    Reference 16
    DOC
    doc.nv.gov

    doc.nv.gov

  • DOC logo
    Reference 17
    DOC
    doc.wa.gov

    doc.wa.gov

  • WORTHR logo
    Reference 18
    WORTHR
    worthr.org

    worthr.org

  • DOC logo
    Reference 19
    DOC
    doc.louisiana.gov

    doc.louisiana.gov

  • DOCCS logo
    Reference 20
    DOCCS
    doccs.ny.gov

    doccs.ny.gov

  • IDOC logo
    Reference 21
    IDOC
    idoc.state.il.us

    idoc.state.il.us

  • OKLAHOMA logo
    Reference 22
    OKLAHOMA
    oklahoma.gov

    oklahoma.gov

  • VADOC logo
    Reference 23
    VADOC
    vadoc.virginia.gov

    vadoc.virginia.gov

  • CDOC logo
    Reference 24
    CDOC
    cdoc.colorado.gov

    cdoc.colorado.gov

  • CORRECTIONS logo
    Reference 25
    CORRECTIONS
    corrections.ky.gov

    corrections.ky.gov

  • IN logo
    Reference 26
    IN
    in.gov

    in.gov

  • DOC logo
    Reference 27
    DOC
    doc.mo.gov

    doc.mo.gov

  • DOC logo
    Reference 28
    DOC
    doc.sc.gov

    doc.sc.gov

  • NOLA logo
    Reference 29
    NOLA
    nola.com

    nola.com

  • TN logo
    Reference 30
    TN
    tn.gov

    tn.gov

  • EPI logo
    Reference 31
    EPI
    epi.org

    epi.org

  • UNICOR logo
    Reference 32
    UNICOR
    unicor.gov

    unicor.gov

  • AMERICANPROGRESS logo
    Reference 33
    AMERICANPROGRESS
    americanprogress.org

    americanprogress.org

  • DOC logo
    Reference 34
    DOC
    doc.sd.gov

    doc.sd.gov

  • CORRECTIONS logo
    Reference 35
    CORRECTIONS
    corrections.utah.gov

    corrections.utah.gov

  • DCR logo
    Reference 36
    DCR
    dcr.wv.gov

    dcr.wv.gov

  • CORR logo
    Reference 37
    CORR
    corr.wyo.gov

    corr.wyo.gov

  • VICE logo
    Reference 38
    VICE
    vice.com

    vice.com

  • ANGOLAMUSEUM logo
    Reference 39
    ANGOLAMUSEUM
    angolamuseum.org

    angolamuseum.org

  • CORCRAFT logo
    Reference 40
    CORCRAFT
    corcraft.com

    corcraft.com

  • DOC logo
    Reference 41
    DOC
    doc.iowa.gov

    doc.iowa.gov

  • DOC logo
    Reference 42
    DOC
    doc.ks.gov

    doc.ks.gov

  • CORRECTIONS logo
    Reference 43
    CORRECTIONS
    corrections.nebraska.gov

    corrections.nebraska.gov

  • NCCORRECTIONENTERPRISES logo
    Reference 44
    NCCORRECTIONENTERPRISES
    nccorrectionenterprises.com

    nccorrectionenterprises.com

  • OREGON logo
    Reference 45
    OREGON
    oregon.gov

    oregon.gov

  • EJI logo
    Reference 46
    EJI
    eji.org

    eji.org

  • SELMA50 logo
    Reference 47
    SELMA50
    selma50.org

    selma50.org

  • SCSTATEHOUSE logo
    Reference 48
    SCSTATEHOUSE
    scstatehouse.gov

    scstatehouse.gov

  • THEGUARDIAN logo
    Reference 49
    THEGUARDIAN
    theguardian.com

    theguardian.com

  • CONSTITUTION logo
    Reference 50
    CONSTITUTION
    constitution.congress.gov

    constitution.congress.gov

  • SUPREME logo
    Reference 51
    SUPREME
    supreme.justia.com

    supreme.justia.com

  • USCODE logo
    Reference 52
    USCODE
    uscode.house.gov

    uscode.house.gov

  • JUSTICE logo
    Reference 53
    JUSTICE
    justice.gov

    justice.gov

  • BALLOTPEDIA logo
    Reference 54
    BALLOTPEDIA
    ballotpedia.org

    ballotpedia.org

  • LEG logo
    Reference 55
    LEG
    leg.colorado.gov

    leg.colorado.gov

  • LE logo
    Reference 56
    LE
    le.utah.gov

    le.utah.gov

  • DOL logo
    Reference 57
    DOL
    dol.gov

    dol.gov

  • GAO logo
    Reference 58
    GAO
    gao.gov

    gao.gov

  • NLRB logo
    Reference 59
    NLRB
    nlrb.gov

    nlrb.gov

  • NYTIMES logo
    Reference 60
    NYTIMES
    nytimes.com

    nytimes.com

  • CONGRESS logo
    Reference 61
    CONGRESS
    congress.gov

    congress.gov

  • WREG logo
    Reference 62
    WREG
    wreg.com

    wreg.com

  • SPLCENTER logo
    Reference 63
    SPLCENTER
    splcenter.org

    splcenter.org

  • CORECIVIC logo
    Reference 64
    CORECIVIC
    corecivic.com

    corecivic.com

  • GEOGROUP logo
    Reference 65
    GEOGROUP
    geogroup.com

    geogroup.com

  • VOX logo
    Reference 66
    VOX
    vox.com

    vox.com

  • HRW logo
    Reference 67
    HRW
    hrw.org

    hrw.org

  • NCJRS logo
    Reference 68
    NCJRS
    ncjrs.gov

    ncjrs.gov

  • LAW360 logo
    Reference 69
    LAW360
    law360.com

    law360.com

  • LATIMES logo
    Reference 70
    LATIMES
    latimes.com

    latimes.com

  • CDC logo
    Reference 71
    CDC
    cdc.gov

    cdc.gov

  • PSYCHOLOGYTODAY logo
    Reference 72
    PSYCHOLOGYTODAY
    psychologytoday.com

    psychologytoday.com

  • NELP logo
    Reference 73
    NELP
    nelp.org

    nelp.org

  • RAND logo
    Reference 74
    RAND
    rand.org

    rand.org

  • WHO logo
    Reference 75
    WHO
    who.int

    who.int

  • ILO logo
    Reference 76
    ILO
    ilo.org

    ilo.org

  • URBAN logo
    Reference 77
    URBAN
    urban.org

    urban.org

  • NCBI logo
    Reference 78
    NCBI
    ncbi.nlm.nih.gov

    ncbi.nlm.nih.gov

  • EWG logo
    Reference 79
    EWG
    ewg.org

    ewg.org

  • SAMHSA logo
    Reference 80
    SAMHSA
    samhsa.gov

    samhsa.gov

  • REPRODUCTIVERIGHTS logo
    Reference 81
    REPRODUCTIVERIGHTS
    reproductiverights.org

    reproductiverights.org

  • ENDHOMELESSNESS logo
    Reference 82
    ENDHOMELESSNESS
    endhomelessness.org

    endhomelessness.org