The productivity-pay gap

The labor side of the extraction thesis. Every other page on this site references wages or working conditions; this one owns them. Numbers below are from BLS, EPI, FTC, NLRB, Gallup, RAND, and peer-reviewed work (Autor/Dorn/Hanson, Piketty/Saez/Zucman, Allegretto). Arrangement is the only editorial contribution.

The one chart everyone should have seen

From 1948 to 1973, US productivity and worker pay grew together at roughly the same rate. In 1973 the two lines separated, and they have not converged since. Productivity is up ~160%; pay is up ~20%. That is the arithmetic of every other story on this site. If the two lines had stayed together, the median US household income today would be roughly $100,000 instead of $75,000. The $25,000-per-year per-household difference, multiplied by 130 million households, is the size of the labor-to-capital transfer that has happened in the last half-century.

Productivity vs real hourly pay (indexed 1948 = 100)

US non-supervisory workers. Source: EPI State of Working America Data Library.

05010015020025019501960197019801990200020102020divergence262215
Productivity
Real hourly pay (non-supervisory)

Your productivity share

If your pay had tracked productivity growth at the 1948-2024 rate, what would it be now? The calculator uses the same EPI indexed series shown in the chart above. For a typical non-supervisory worker, the ratio is 262/215 = 1.22 — pay should be 22% higher to match productivity growth. Plug in a salary.

Your annual salary (gross) $65,000
$25K$75K$150K$250K
Your actual salary
$65.0K
per year
If pay tracked productivity
$79.2K
per year
The gap, kept by capital
$14.2K
per year

Over a 40-year career at this wage level, the cumulative gap is $568.4K. That is per worker, in 2024 dollars, assuming the gap stays constant (it has widened in every measurement decade, so this is conservative). Multiplied across ~130 million non-supervisory US workers, the aggregate is the size of the labor-to-capital transfer that has happened since 1973. The calculator is static, not predictive: it does not assume you get a raise, you change jobs, or policy changes. It is the counterfactual if the line in the chart above had stayed single.

Wages

4 items

US productivity has grown 160% since 1973; real hourly pay for non-supervisory workers has grown ~20%. The federal minimum wage has been $7.25 since 2009, the longest stretch in US history. Wage theft is the largest property crime by dollar value and is rarely prosecuted. The bottom 50% has had essentially zero real-income growth over 50 years; the top 1%'s has tripled.

solid · 2024
Productivity grew 8× faster than pay, 1973-2024

Economic Policy Institute: net productivity of the US economy has grown ~160% since 1973, while real hourly compensation for non-supervisory workers has grown ~20%. The gap, which did not exist 1948-1973, is the single largest long-run economic fact about US labor. It is the arithmetic of the extraction thesis: workers produced the additional output; capital kept the additional value.

$7.25
solid · 2024
Federal minimum wage, unchanged since 2009

The federal minimum wage has been $7.25/hour since July 24, 2009. Adjusted for inflation, that purchasing power has fallen ~28% over the same period. It is the longest stretch without an increase in the history of the minimum wage (enacted 1938). 20 states still use the federal minimum as their ceiling; the other 30 states + DC set their own higher floors. A full-time minimum-wage worker earns ~$15,080/yr before taxes.

$50B
contested · 2023
Estimated annual US wage theft vs $30M recovered

Economic Policy Institute meta-analysis of state enforcement data: US employers steal roughly $50 billion per year from workers via unpaid overtime, off-the-clock work, tip pocketing, misclassification, and minimum-wage violations. The federal Wage and Hour Division recovers ~$30 million per year, or 0.06%. Wage theft exceeds the combined total of all other property crime in the US by a factor of ~2×. It is the single largest category of crime by dollar value; it is rarely prosecuted.

0%
solid · 2022
Real wage growth for bottom 50%, 1973-2022

Piketty, Saez, Zucman: real pre-tax income for the bottom 50% of US earners was essentially flat from 1973 to 2022 when measured across decades, rising only when tax transfers are added. The top 1%'s real income roughly tripled over the same period. The bottom-half line is the median US labor experience of the last 50 years: productivity growth, inflation, and economic expansion have gone past, not through.

Unions

4 items

Union density has fallen from ~33% of US workers in 1955 to 10% today (6% in the private sector), the lowest since federal labor law was enacted. Public support for unions is at 71%, the highest since 1965. The gap between approval and enrollment is the practical effect of employer legal strategy: union-avoidance consulting, captive-audience meetings, and minimal penalties for illegally firing organizers.

10%
solid · 2024
US union membership rate, 2024

BLS: 9.9% of US workers belonged to a union in 2024, down from ~33% in 1955. Private-sector rate: 5.9%. Public-sector rate: 32.2%. The private-sector figure is the lowest since unions were legalized federally in 1935. Declines in the 1980s-90s were policy-driven (PATCO firings 1981, NLRB appointments, right-to-work laws); the 2000s-2020s decline is structural (service-sector shift, misclassification, employer legal tactics).

71%
solid · 2024
Public support for unions, highest since 1965

Gallup August 2024: 71% of Americans approve of labor unions, the highest reading since 1965 and up from a 2009 low of 48%. Approval crosses partisan lines: 88% of Democrats, 71% of independents, 50% of Republicans. Support has been climbing for 15 years but organizing rates have lagged; the structural barriers to certifying a union (employer anti-union campaigns, card-check absent, limited penalties) are the practical gap.

Source: Gallup
+52%
solid · 2023
NLRB election petitions, 2023 vs 2021

National Labor Relations Board: union election petitions rose 52% between FY2021 and FY2023, the highest filing rate in 25 years. Starbucks, Amazon, REI, Apple retail, and graduate-student campaigns drove the spike. Unfair labor practice charges against employers rose in parallel; the NLRB has a persistent backlog and limited remedies even when employers are found to have illegally fired organizers.

$50K
contested · 2022
Employer anti-union campaign spend, per worker ceiling

EPI: US employers hire specialized "union avoidance" firms during 75%+ of organizing drives. Per-worker spending runs from $5,000 to $50,000 depending on firm size and campaign length. Captive-audience meetings (mandatory anti-union sessions) are legal in federal law; they are banned in most peer OECD countries. The economic incentive to break a campaign is strong because the NLRA penalty for illegally firing an organizer is typically reinstatement plus back pay, which most dismissed workers never pursue.

Source: EPI / Logan

Protection

4 items

The legal architecture that caps worker leverage. ~30 million US workers are bound by non-competes (the FTC tried to ban them; courts blocked the rule). ~56 million are under mandatory arbitration clauses that foreclose class-action. The US is the only OECD country without federal paid family leave. 16% of workers are in gig / independent-contractor status, excluded from minimum-wage and unemployment coverage.

20%
solid · 2024
US workers under non-compete agreements

FTC: ~30 million US workers (roughly 20% of the workforce) are bound by non-compete agreements that restrict where they can work after leaving a job. The FTC issued a nationwide ban on non-competes in April 2024; a federal district court blocked the rule in August 2024, and the ban has not taken effect. Non-competes disproportionately affect low- and middle-wage workers (fast-food workers, hairdressers, janitors); the original justification was trade-secret protection for executives.

56M
solid · 2024
US workers under mandatory arbitration clauses

EPI: approximately 56 million US private-sector workers (~60%) have signed employment contracts requiring them to resolve disputes via private arbitration rather than court, and 41% of those clauses also bar class-action claims. Arbitration outcomes favor employers approximately 80% of the time; average damages are ~1/3 of court awards. The Supreme Court's Epic Systems ruling (2018) confirmed mandatory arbitration clauses are enforceable against class-action waivers.

$0
solid · 2024
US federal guaranteed paid family leave

The US is the only OECD country and one of only four countries in the world without a national paid family leave policy. The FMLA (1993) guarantees 12 weeks of unpaid leave, but only to employees at firms with 50+ workers who have been there 12+ months, which excludes ~44% of the workforce. 13 states + DC have their own paid programs; most offer 6-12 weeks at 60-80% of wages. Peer-country averages: 15-52 weeks at full pay.

16%
solid · 2022-24
US workers in gig / independent-contractor status

Gallup: ~16% of US workers earn primary income through independent-contractor, gig, or platform arrangements. These workers are excluded from federal minimum-wage, overtime, unemployment insurance, and employer-side payroll-tax contributions by classification. DOL's 2024 final rule tightened the test for misclassification; courts have narrowed it on appeal. Platform companies (Uber, Lyft, DoorDash, Instacart) funded the 2020 Prop 22 campaign in California ($205 million, a state record) to preserve contractor status.

Disruption

4 items

What's hitting labor from the outside. The China shock cost ~2M net US manufacturing jobs 1999-2011 and did not re-absorb. Goldman / OpenAI estimate 30% of US occupations have substantial LLM automation exposure. 2025 job growth revised to ~15K/month, the weakest year since 2020. CEO-to-worker pay ratio went from 20:1 in 1965 to 290:1 in 2024.

2M
solid · 2016
Net US manufacturing jobs lost to China shock, 1999-2011

Autor, Dorn, Hanson (AER 2016): the 'China shock' of 1999-2011 caused a net loss of ~2 million US manufacturing jobs, concentrated in specific counties that have not recovered. The paper upended the trade-economics consensus that adjustment costs would be short-run and localized losses would be absorbed. Subsequent work (Autor et al. 2020) tied the same counties to deaths of despair and political realignment. The China-shock literature is the empirical origin of the bipartisan protectionism revival 2017-present.

30%
contested · 2023-25
US occupations with high LLM-automation exposure

Goldman Sachs / OpenAI 2023-24 analysis: approximately 30% of US occupations are estimated to have tasks substantially exposed to large-language-model automation. Legal, finance, software engineering, and administrative support rank highest. A separate Anthropic / Brookings 2025 study found early wage-premium compression in roles where LLM use was already pervasive. The aggregate labor impact is projected, not yet realized; early entry-level white-collar hiring has weakened in 2024-25 in the exposed roles.

+15K/mo
solid · Jan 2026
2025 revised US job growth, weakest since 2020

BLS final 2025 data shows the US added 181,000 nonfarm jobs over the year, averaging ~15,000 per month, the weakest calendar year since the 2020 pandemic. Initial monthly reports had been ~48,000/month; a March 2025 benchmark revision alone stripped 911,000 phantom jobs. December 2025 unemployment rose to 4.4%, partly because discouraged workers left the labor force; average duration of unemployment hit 24.4 weeks, the longest since 2021. This is the labor-market consequence of the tariff cycle.

290:1
solid · 2024
S&P 500 CEO-to-median-worker pay ratio, 2024 (was 20:1 in 1965)

Economic Policy Institute: S&P 500 CEO-to-median-worker pay ratio was ~20:1 in 1965 and ~290:1 in 2024. CEO compensation rose ~1,200% from 1978 to 2023 (inflation-adjusted); typical-worker compensation rose ~15% over the same period. The gap has widened in every decade since 1980 and is not explained by firm size, skill, or productivity changes at the CEO level. It is the compensation-side equivalent of the productivity-pay gap in the first section of this page.