False Assumption Registry

Gender Pay Gap Proves Discrimination

False Assumption: Women earn substantially less than men due to workplace discrimination rather than career choices and job differences.

Summaries Written by FARAgent (AI) on February 12, 2026 · Pending Verification

For years the common claim was simple: women earn about 77 or 78 cents on the dollar, therefore the gap proves discrimination. That view had an obvious appeal. Headline numbers from the Census Bureau, the Labor Department, and advocacy groups showed a persistent earnings gap, and the country had a long, real history of sex discrimination in hiring, promotion, and pay. Politicians used the language people knew, “equal pay for equal work” and “women deserve equal pay,” and many reasonable people took the raw ratio as a fair shorthand for unequal treatment. Research on occupational sorting and motherhood penalties, including work later associated with Claudia Goldin, also gave the assumption a respectable academic footing by showing that women often paid a price for work structured around long, inflexible hours.

Over time, however, a growing body of evidence suggested that the famous ratio bundled together many different things. Government and labor economists noted that the raw gap compares average male and female earnings across the whole economy, not men and women in the same job with the same hours, tenure, specialty, and experience. Once researchers adjusted for occupation, hours worked, time out of the labor force, college major, industry, and willingness to take dangerous or irregular work, the gap often narrowed sharply, though it did not always disappear. Critics also pointed to awkward facts, including reports that even the Obama White House had a female staff pay ratio in the mid-80s when measured the same crude way used in political messaging. That did not prove discrimination there, but it did show how easily an aggregate statistic could be mistaken for a smoking gun.

The debate now is less tidy than the slogan. An influential minority of researchers and commentators argue that the phrase “the gender pay gap” still encourages the public to treat an average earnings difference as direct proof of employer bias, when much of it reflects career paths, family choices, and job mix. Others answer that those choices are themselves shaped by social norms, caregiving burdens, workplace design, and subtler forms of discrimination, so the gap still tells us something important even when it is not a measure of unequal pay for the same work. The assumption is increasingly questioned in its bluntest form, but the broader argument over how much of the gap is discrimination, and how much is choice constrained by circumstance, remains very much alive.

Status: A small but growing and influential group of experts think this was false
People Involved
  • President Obama cited the gender earnings ratio in his 2014 State of the Union address, stating that women make 77 cents for every dollar a man earns and calling it wrong and an embarrassment. As president he repeatedly framed the raw statistic as proof that pay discrimination remained a real and persistent problem. His administration used the figure to justify legislative pushes such as the Paycheck Fairness Act. The rhetoric carried the assumption into millions of households through prime-time television. [3]
  • Hillary Clinton called for equal pay for women’s work in the first 2016 presidential debate and continued to champion the Paycheck Fairness Act. She presented the uncontrolled 77-cent figure as straightforward evidence of systemic shortchanging of American families. At the same time her own foundation paid male executives 38 percent more than female ones. The contrast illustrated how the raw statistic traveled across partisan lines. [3]
  • Lawrence Summers hypothesized at a 2005 NBER conference that greater male variability in math aptitude and the demands of high-pressure jobs might explain part of the underrepresentation of women in top-tier science and engineering positions. The remarks triggered immediate faculty outrage and national headlines. Summers resigned as Harvard president amid the backlash. His suggestion that factors other than discrimination could be at work became a cautionary tale for anyone questioning the prevailing narrative. [26][32]
  • Claudia Goldin, Harvard labor economist, published work showing that the residual pay gap largely reflected nonlinear penalties for reduced hours and workplace flexibility rather than outright discrimination. She noted that in business and law, working 20 percent fewer hours could cut pay by far more than 20 percent. Goldin’s data offered one of the more careful academic examinations of the gap’s persistence even after controlling for observable traits. [6][8]
  • Rachel Greszler and James Sherk, senior policy analysts at the Heritage Foundation, examined federal pay data under the standardized General Schedule and found no significant within-grade gap once occupation was taken into account. They argued that women’s concentration in lower-paid fields such as social work rather than engineering explained most of the difference. Their reports warned that policies built on the raw statistic risked distorting labor-market choices. [5][9]
▶ Supporting Quotes (20)
“In his 2014 State of the Union address, President Obama used this figure to great effect, lamenting that, "women make up about half of our workforce. But they still make 77 cents [now 79.6 cents] for every dollar a man earns. That is wrong, and in 2014, it's an embarrassment. A woman deserves equal pay for equal work."”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“In the first presidential debate of 2016, Hillary Clinton called for much the same thing -- "equal pay for women's work." [...] Her family foundation pays its male executives 38 percent more than its female executives.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“According to Diana Furchtgott-Roth, Senior Fellow at the Manhattan Institute, the average female White House staffer made 84 percent of what the average male staffer did in 2015.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“Harvard economist Claudia Goldin has found that in some well-paid occupations, such as business and law, people who work very long hours receive a disproportionate increase in their wages—which means that those who work fewer hours receive disproportionately lower pay.”— Explaining the Gender Wage Gap
“Report • By Jessica Schieder and Elise Gould • July 20, 2016”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“But it must involve alterations in the labor market, in particular changing how jobs are structured and remunerated to enhance temporal flexibility.”— A Grand Gender Convergence: Its Last Chapter
“—Rachel Greszler is Senior Policy Analyst in Economics and Entitlements and James Sherk is Senior Policy Analyst in Labor Economics in the Center for Data Analysis at The Heritage Foundation.”— Equal Pay for Equal Work: Examining the Gender Gap
“About the Authors John F. Early Adjunct Scholar; President, Vital Few”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“Phil Gramm Former Chairman, Senate Banking Committee”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“RESEARCH COMMITTEE Sally Lloyd Ph.D., Chair”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Harriet Harman ignored this to ensure that the 2009 Equalities Bill included prescriptions for action. The main purpose of the Bill was to synthesise and harmonise equal opportunities laws across all the relevant social groups and criteria (sex, age, ethnic group, religion, disability and sexual orientation). However Harman insisted it should also include new obligations on employers, most notably compulsory gender pay audits for public bodies and companies, and a strong push for employers to use positive action (in effect, positive discrimination) in favour of women, so as to make business ‘more representative’.”— Feminist Myths and Magic Medicine
“Most notably the academic Anne Phillips 2004, Kat Banyard 2010, the Fawcett Society, and the Labour politicians Harriet Harman MP and Jacquie Shaw MP who shaped the 2009 Equalities Bill. They all claim that sex discrimination remains important in the UK today, and that the pay gap and all other sex differences can and should be eliminated.”— Feminist Myths and Magic Medicine
“One of the simple points that Peterson made in the interview is that the widely reported gender pay gap (e.g., that women earn 85 cents for every dollar a man earns) refers to an average pay disparity that doesn’t control for differences such as industry, occupation, experience, education, working hours, and so on.”— How to Confront Highbrow Misinformation
“Equal pay for the same work is a hard won right that should be defended at al costs. But equal pay for similar work, as deemed by a judge, is madness. It will bankrupt businesses and councils, and make it impossible to provide basic services.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“For every £1 earned by a man a women takes home around 80p for doing the same job.”— Women still only earn 80p for every pound a man is paid | Euractiv
“Last week, the Conservative Prime Minister, David Cameron, boldly declared that he was committed to eradicating the gender pay gap in a generation.”— Women still only earn 80p for every pound a man is paid | Euractiv
“My results suggest that, if the current comparable worth legislation proposed in New York State were to become law, there is great potential for it to reduce the wage gap and especially benefit low-wage workers, while not causing an excessive burden on employers.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“Goldin (1990) argues that “equal pay for equal work has been … a rather weak doctrine to combat discrimination” (201) and that “Title VII of the 1964 Civil Rights Act has also been weak in counteracting pay inequities that arise from differences in jobs and promotion” (209).”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“Blau and Kahn's (2017) article in the Journal of Economic Literature summarizes the professional consensus: “We see no indication of a notable improvement in women's relative earnings in the immediate post-1964 period that might be attributable to the effects of the government's antidiscrimination effort; the gender pay ratio remained basically flat through the late 1970s or early 1980s, after which it began to increase” (848).”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“There are three broad hypotheses about the sources of the very substantial disparities... their importance probably ranks in exactly the order that I just described.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
Organizations Involved

The U.S. Department of Labor commissioned the CONSAD Research Corporation to produce a detailed statistical analysis of the wage disparity. The resulting 2009 report accounted for between 65 and 76 percent of the raw gap through measurable factors including occupation, hours, and career interruptions. The department’s own foreword warned that the unadjusted figure continued to be used in misleading ways to advance public-policy agendas. The report itself received far less public attention than the raw Census numbers it sought to contextualize. [2][12]

The Census Bureau published the median earnings ratio showing women at 79.6 percent of men’s earnings in 2015. This single statistic became the primary exhibit in political speeches and advocacy campaigns. Bureau releases often reproduced language from pay-equity groups without prominently featuring the accompanying explanatory data on hours or occupation. The figure proved durable in headlines even as more granular studies chipped away at its interpretation. [3][13]

The Economic Policy Institute issued a 2016 report arguing that occupational segregation stemmed from gender bias, societal norms, and discrimination in education and hiring rather than voluntary preferences. The analysis cited studies showing that even within occupations small gaps remained after controlling for experience and hours. It framed these residuals as evidence that structural forces continued to shape women’s earnings. [7]

Birmingham City Council in the United Kingdom lost a series of equal-pay court cases that ultimately cost £1.1 billion in back-pay claims. Facing further liabilities estimated at £760 million, the council declared bankruptcy in 2023. It then cut pay for male-dominated refuse-collection roles to match female-dominated job grades, triggering a strike that left 17,000 tons of rubbish piling up in the streets. The episode illustrated how legal enforcement of comparable-worth principles could produce unintended fiscal and public-health consequences. [19][21]

▶ Supporting Quotes (28)
“Australia’s Workplace Gender Equality Agency claims women earn almost $30,000 less than men each year.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“Take the aforementioned Populous report. The firm openly states that men and women are paid equally for the same jobs. The “gap” appears because there are more men in senior positions.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“However, despite these gains the raw wage gap continues to be used in misleading ways to advance public policy agendas without fully explaining the reasons behind the gap.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“The Obama administration points to this number as proof that "pay discrimination is a real and persistent problem that continues to shortchange American women and their families."”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“The main piece of evidence mustered to defend it is a Census Bureau figure comparing women's median earnings to those of men -- the so-called "gender earnings ratio." According to the Bureau's most recent calculation, from 2015, a typical woman earns 79.6 percent as much as a typical man.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“Some U.S. policymakers have called for, and some governments around the world have implemented, laws to try to eliminate gender differences in labor market outcomes”— The Gender Pay Gap: Choice, Children, and Public Policy
“The “77 cents” formulation is a colloquialism—shorthand for expressing a complex economic truth.”— Explaining the Gender Wage Gap
“Economic Policy Institute”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“The White House and many in Congress argue that employers pay women less than men for the same work. They point to figures showing that women earn 77 cents for each dollar men earn.”— Equal Pay for Equal Work: Examining the Gender Gap
“The average woman on the GS makes 89 cents for each dollar earned by the average man.”— Equal Pay for Equal Work: Examining the Gender Gap
“Tuesday, March 12, is “equal pay day,” according to the National Committee on Pay Equity, a coalition of advocacy groups.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“If the Census Bureau follows its precedent from last year, it will endorse the day by reproducing word for word a press release from the pay equity committee, and it will report none of the data that it and the Bureau of Labor Statistics collect that explain why the pay gap exists.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“Women’s Fund of the Greater Cincinnati Foundation’s Research Committee”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Institute for Women’s policy Research. (2020). The Gender Wage Gap: 2019 Earnings Differences by Race and Ethnicity.”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Most notably the academic Anne Phillips 2004, Kat Banyard 2010, the Fawcett Society, and the Labour politicians Harriet Harman MP and Jacquie Shaw MP who shaped the 2009 Equalities Bill. They all claim that sex discrimination remains important in the UK today, and that the pay gap and all other sex differences can and should be eliminated.”— Feminist Myths and Magic Medicine
“Birmingham Council was found to have contravened equal pay legislation because they failed to provide bonuses to cooks, cleaners, catering and care staff, but did offer them to bin men, street cleaners, and grave diggers.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“But this deal collapsed when the GMB union claimed it had found evidence the council was not properly implementing a crucial job evaluation scheme meant to ensure male and female employees were paid equally.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“They do not take into account differences in rates of pay for jobs which are comparable in their nature.”— Women still only earn 80p for every pound a man is paid | Euractiv
“EU figures show that the average gender pay gap across Europe is 16 percent; shamefully, Britain can’t boast that she is a European leader in reducing the gap.”— Women still only earn 80p for every pound a man is paid | Euractiv
“not exactly obstructed by male-dominated unions, continued to preside over arrangements which turned out to be institutionally discriminatory.”— No easy answers in the struggle for equal pay
“next month sees Glasgow City Council at a second session of an employment tribunal – there's a third scheduled for May – defending the arrangements it has come to after a process which began way back in 2005. A process which has already cost it over £50 million in compensation packages to female employees.”— No easy answers in the struggle for equal pay
“A landmark judgment at the end of last year found Birmingham City Council on the wrong end of a court case brought by more than 170 women claiming back pay over six years. It is likely to open the floodgates for hundreds, if not thousands more.”— No easy answers in the struggle for equal pay
“Their pitch was that on a no-win-no-fee basis they could get the women a better deal than union reps who, they suggested, had been asleep on the job in order to protect the incomes of their male membership. Since the lawyers' cut of a successful action involved anything from 10% to 25% of the women's compensation packages... four times as many Glasgow employees plumped for a private law firm than for Unison”— No easy answers in the struggle for equal pay
“The Institute for Women’s Policy Research (IWPR) found that of the twenty states that have implemented comparable worth in their civil services since 1989, all increased their female to male wage ratios.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“Annual estimates reported by the Census Bureau show that—among full-time, full-year workers—women's median annual wage earnings hovered around 60% of men's for 15 years after the legislation passed (Figure I, Panel A).”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“the many things we’re doing at Harvard to promote the crucial objective of diversity.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“the 'work-experience pay gap' accounts for nearly 80 percent of the overall gender pay gap among US professional workers”— Tough trade-offs: How time and career choices shape the gender pay gap
“Payscale can help employers monitor the controlled and uncontrolled pay gap in their organizations.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
The Foundation

The raw gender pay gap appeared to many as clear proof of overt workplace discrimination. Policymakers, journalists, and advocacy organizations routinely cited the statistic that women earned 77 or 79 cents for every dollar men earned, presenting it as evidence that employers paid women less for the same work. The figure came from simple median comparisons of full-time year-round workers and spread quickly through political speeches and media reports. It seemed straightforward and therefore persuasive. Yet subsequent analyses repeatedly showed that the gap shrank dramatically once differences in occupation, hours, experience, and career choices were taken into account. [1][2][3]

The assumption rested on the belief that occupational segregation and motherhood penalties themselves reflected discrimination rather than preferences. Reports from the Economic Policy Institute and others argued that girls were steered away from STEM fields by parental expectations and societal norms, and that mothers faced a wage penalty because employers viewed them as less committed. These claims generated the sub-belief that the residual gap after controlling for observables must represent direct bias. Growing evidence from personnel economics suggested instead that many gaps arose from compensating differentials for jobs requiring long, inflexible hours. [6][7][8]

Studies that adjusted for measurable factors found the unexplained portion of the gap fell to between 5 and 7 percent. The CONSAD report for the Department of Labor showed that occupation, industry, and work-history variables accounted for most of the difference, leaving only a small residual that could not be unambiguously attributed to discrimination. Later analyses by Payscale and federal personnel data reached similar conclusions. The raw statistic nonetheless continued to dominate public discussion. [2][5][9][38]

Claudia Goldin’s research highlighted how pay structures in certain high-earning fields imposed steep penalties for reduced hours or career interruptions, penalties that affected mothers disproportionately. She observed that the gap widened with age and after childbirth even among women with similar education. These patterns suggested that the interaction between family choices and job demands played a larger role than simple employer bias. At the same time, advocates maintained that the very existence of such job structures reflected deeper societal discrimination. [4][8]

▶ Supporting Quotes (48)
“The gender pay gap is not about men and women being paid differently for doing the same work. It’s about different jobs, different career choices, and ultimately, different life paths. When men and women with similar experience, working the same roles, are compared, the so-called “gap” shrinks to almost nothing.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“When it comes to pay in the workplace, gender equality, we’re told, is 134 years away.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“In the political domain, the values calculated for the raw gap have been interpreted by many people as a clear indication of overt wage discrimination against women”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“A greater percentage of women than men tend to work part-time. Part-time work tends to pay less than full-time work. A greater percentage of women than men tend to leave the labor force for child birth, child care and elder care.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“Remarkably, Blau and Kahn conclude that 50.5 percent of that gap can be attributed to a worker's industry and occupation alone.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“In 2015, the average college-bound woman scored 31 points lower on the SAT in math than did the average college-bound man.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“The problem with making policy based on the pay gap is that it provides an apples-to-oranges comparison that does not take into account all the things that can affect individuals’ earnings, such as education, experience, hours, occupation, career interruptions, and benefits.”— The Gender Pay Gap: Choice, Children, and Public Policy
“[C]lose to two-thirds of the overall gender earnings gap can be accounted for by the differential impacts of children on women and men.”— The Gender Pay Gap: Choice, Children, and Public Policy
“It’s calculated by dividing the median earnings of full-time, year-round, working women by the median earnings of full-time, year-round, working men, all rounded to the nearest $100.”— Explaining the Gender Wage Gap
“One of the largest driving factors of the gender wage gap is the fact that men and women, on average, work in different industries and occupations; this accounts for up to 49.3 percent of the wage gap, according to some estimates.”— Explaining the Gender Wage Gap
“Women not only work in different occupations, but they also work fewer hours in the workplace: 35 minutes less per day than men, among full-time working men and women.”— Explaining the Gender Wage Gap
“Mothers, on average, have lower earnings than women without children, and while some of this gap may be due to working fewer hours, at least some of it persists even when productivity is taken into account.”— Explaining the Gender Wage Gap
“Women are paid 79 cents for every dollar paid to men (Hegewisch and DuMonthier 2016). This is despite the fact that over the last several decades millions more women have joined the workforce and made huge gains in their educational attainment.”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“And occupational differences certainly do matter—occupation and industry account for about half of the overall gender wage gap (Blau and Kahn 2016).”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“Gender pay gaps within occupations persist, even after accounting for years of experience, hours worked, and education.”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“As shown in Figure A, men with a college degree make more per hour than women with an advanced degree.”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“parents are often more likely to expect their sons, rather than their daughters, to work in science, technology, engineering, or mathematics (STEM) fields, even when their daughters perform at the same level in mathematics (OECD 2015).”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“Most of the gender wage gap studies have produced estimates of an “explained” and a “residual” portion.7 The “residual” is often termed “wage discrimination” since it is the difference in earnings between observationally identical males and females.”— A Grand Gender Convergence: Its Last Chapter
“The explained portion of the gender wage gap decreased over time as human capital investments between men and women converged. Differences in years of education, in the content of college and in accumulated labor market experience narrowed. In consequence, the residual portion of the gap rose relative to the explained portion.”— A Grand Gender Convergence: Its Last Chapter
“The existing explanations for the residual gender pay gap regarding how women compete and bargain relative to men have some merit. But they do not explain why different amounts of time out of the labor force and different numbers of hours worked per day or per week have a large effect on the time-adjusted earnings in some occupations but not in others.”— A Grand Gender Convergence: Its Last Chapter
“Such statistics ignore other factors that influence pay. Education, choice of industry and occupation, hours worked, experience, and career interruptions all affect the productivity—and compensation—of workers, whether male or female.”— Equal Pay for Equal Work: Examining the Gender Gap
“When we examined pay gaps by grade level for the GS population, we found that there was no significant gap between female and male salaries. However, more females were found in lower grades, which may be a reflection of differences in occupational distribution.”— Equal Pay for Equal Work: Examining the Gender Gap
“92 percent of workplace fatalities in the U.S. are male.”— Equal Pay for Equal Work: Examining the Gender Gap
“The 84% figure, which is correct, is arrived at by dividing the average annual pay for women who work full-time all year by the average annual pay of men working full-time all year. But that comparison is misleading because full-time, year-round work is defined so broadly.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“Among full-time workers, however, the actual number of hours worked varies significantly. More than a quarter of the reported pay gap for full-time workers is attributable solely to men working an average of two hours more a week than women.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“The Census Bureau treats elementary and secondary teachers in a way that further distorts the wage comparison. On average teachers work only 38 weeks a year, but in its calculations, the Census Bureau pretends they work 52 weeks.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“Workers’ earning power increases as they gain more experience. On average, women over 40 have three less years of experience than men of the same age. The reason for this should be obvious: Many women drop out of the labor force at some point to rear children. That alone explains about a third of the observed pay gap.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“In 2019, the median income of Black women was $36,608 (as compared to median earnings for white men of $59,644 and white women of $46,748).”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“In Ohio, Black women’s median income was $33,710 as compared to $53,532 for white men; this translates to paying Black women 66 cents for every dollar earned by white men.”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“After the abolition of slavery, Black women were occupationally restricted to farm labor (primarily in the South) and domestic service (primarily in the North)”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Sex differences are treated as self-evident proof of widespread sex discrimination and sex-role stereotyping rather than the result of personal choices and preferences.”— Feminist Myths and Magic Medicine
“For example, there is no evidence that the sex segregation of occupations is an important cause of the pay gap between men and women. Similarly, a study of nine OECD countries has shown that the link between occupational segregation and the pay gap is coincidental, not causal. We now know why: higher levels of female employment produce higher levels of occupational segregation (as more unskilled women join the labour force) and thus a larger pay gap.”— Feminist Myths and Magic Medicine
“One of the simple points that Peterson made in the interview is that the widely reported gender pay gap (e.g., that women earn 85 cents for every dollar a man earns) refers to an average pay disparity that doesn’t control for differences such as industry, occupation, experience, education, working hours, and so on.”— How to Confront Highbrow Misinformation
“They argued Birmingham City Council had provided lower pay to women in predominantly female jobs (cooks, cleaners & care staff) compared to refuse collectors and road workers.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“The claimants drew a comparison between manually taxing jobs, with higher labour shortages, and unsociable hours (bin men) and more popular jobs like cooking and cleaning.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“Because of the 22% gap in pay between men and women... For every £1 earned by a man a women takes home around 80p for doing the same job.”— Women still only earn 80p for every pound a man is paid | Euractiv
“A number of local councils, public bodies and private organisations across the UK have carried out job evaluation schemes where they have tried to match the jobs that women tend to do, such as care-work, cleaning and cooking, with the work that men tend to do, such as refuse collection, street sweeping and gardening.”— Women still only earn 80p for every pound a man is paid | Euractiv
“pay rates had grown up which made the casual assumption that outdoor dirty jobs like refuse collection and grave digging were intrinsically worth more than indoor manual work like cooking and cleaning.”— No easy answers in the struggle for equal pay
“As one executive explained "it seems that in some areas bonuses were being paid for turning up to work".”— No easy answers in the struggle for equal pay
“recent empirical research has found that they can only explain, at most, about two-thirds of the average male-female wage gap. This suggests that as much as one-third of the average pay differential between fully employed men and women is attributable to a third explanatory factor: gender discrimination.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“The first step is to conduct a job evaluation study that assigns points, based on a uniform set of criteria, to jobs in the each establishment based on their skill and tenure requirements.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“Given high rates of occupational segregation (Blau 1977; Groshen 1991), the legal standard of “equal work” meant that firms could segregate workers across occupations or establishments to comply with the letter of the law while maintaining discriminatory pay practices.”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“there is little evidence of enforcement of Title VII for sex discrimination until the 1970s (Simchak 1971), which has led research on the law's consequences to focus on this later period (Beller 1979, 1982a, 1982b).”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“it does appear that on many, many different human attributes—height, weight, propensity for criminality, overall IQ, mathematical ability, scientific ability—there is relatively clear evidence that whatever the difference in means-which can be debated—there is a difference in the standard deviation, and variability of a male and a female population.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“If you look at the top cohort in our activity, it is not only nothing like fifty-fifty, it is nothing like what we thought it was when we started having a third of the women, a third of the law school class being female, twenty or twenty-five years ago.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“Foreign labor can often be cheaper than hiring U.S. workers, and immigrants who rely on their employers for green card sponsorship are seen as less likely to leave for a different job.”— Apple agrees to $25 million settlement with US over hiring of immigrants
“The uncontrolled gender pay gap measures what women earn in the workforce compared to men without accounting for job title. The uncontrolled gender pay gap is sometimes called the “opportunity gap.””— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
“A common way to look at the gender pay gap is as a percentage of how much women make compared to men (as a fraction of a dollar). In 2026, the uncontrolled gender pay gap is $0.82, meaning that women collectively earn 18% less than men based on how they’re paid for the jobs they have now.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
How It Spread

Alarmist headlines across the United States, Europe, and Australia repeated the uncontrolled 17 percent, 13 percent, or $30,000 gaps without context. Media reports and political speeches turned the 77-cent figure into shorthand for discrimination. Equal Pay Day became an annual ritual that framed the raw statistic as proof that women worked extra days for free. The simplicity of the message helped it travel far beyond the data that qualified it. [1][13][20]

Think tanks and advocacy organizations amplified the narrative through reports that reframed occupational choices as products of lifelong bias. The Center for American Progress defended the statistic as capturing both direct discrimination and structural factors. The Economic Policy Institute countered skeptics by arguing that preferences themselves resulted from gendered socialization. These publications supplied the intellectual scaffolding for politicians and journalists. [6][7]

The women’s movement had popularized the slogan “59 cents on the dollar” in the 1970s; the updated “77 cents on the dollar” proved equally sticky. Presidents cited it in State of the Union addresses, candidates repeated it in debates, and advocacy coalitions tied it to legislative campaigns. The National Committee on Pay Equity and similar groups kept the raw number in the public eye through annual events and press releases that the Census Bureau sometimes echoed verbatim. [8][9][13]

In the United Kingdom the assumption moved through unions, courts, and local councils. The GMB union pursued equal-pay claims that collapsed settlement deals and contributed to council bankruptcies. Media coverage framed the resulting pay cuts for male-dominated jobs as necessary corrections rather than policy-induced disruptions. The narrative proved resilient even when concrete consequences such as mountains of uncollected rubbish appeared in city streets. [19][21]

▶ Supporting Quotes (24)
“Meanwhile, alarmist headlines dominate in the U.S., with exasperated reporters shouting about a 17 percent pay gap. In Europe, it is 13 percent.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“And yet, it’s framed like a sinful scandal, complete with ritual apologies and vague promises to “fix” what isn’t broken.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“The gender wage gap, the observed difference between wages paid to women and wages paid to men, has been a source of both political controversy and economic research throughout the past several decades.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“Each year, "Equal Pay Day" falls on the date which, according to the gender earnings ratio, marks how far into a given year a woman must work in order to make what men earned the year before.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“Activists have used the so-called pay gap between men and women as a call to legislative action—for policymakers to enact laws that will result in more closely aligned earnings between men and women.”— The Gender Pay Gap: Choice, Children, and Public Policy
“The most commonly cited statistic for the gender wage gap asserts that women earn only 77 cents for every dollar earned by men.”— Explaining the Gender Wage Gap
“Too often it is assumed that this pay gap is not evidence of discrimination, but is instead a statistical artifact of failing to adjust for factors that could drive earnings differences between men and women.”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“The mantra of the women’s movement in the 1970s was “59 cents on the dollar” and a more recent crusade for pay equality has adopted “77 cents on the dollar.””— A Grand Gender Convergence: Its Last Chapter
“The White House and many in Congress argue that employers pay women less than men for the same work.”— Equal Pay for Equal Work: Examining the Gender Gap
“Originally, the date was calculated as the additional days that women would need to work, on average, to earn the same amount as men earned in the previous year. The day kept moving earlier as the earnings gap grew smaller, so it was shifted to an arbitrary day in March.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“In the Summer of 2020, we witnessed a national movement for racial equity and justice, which has illuminated the continued oppression of and discrimination against the Black community”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“This project consists of three research papers meant to build on one another to gain a deeper understanding of the factors that fuel and hinder economic mobility for Black women”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Thus, calls to smash the glass ceiling, to eliminate the pay gap and to end sex differentials are regularly heard in Parliament and from supranational organisations, academia and the media.”— Feminist Myths and Magic Medicine
“By presenting the pay gap as proof of gender-based discrimination, or as part of an argument for why women deserve “equal pay for equal work,” the mainstream presentation often falsely implies that men and women are being paid radically different amounts for doing the same job.”— How to Confront Highbrow Misinformation
“But this deal collapsed when the GMB union claimed it had found evidence the council was not properly implementing a crucial job evaluation scheme meant to ensure male and female employees were paid equally.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“Wednesday (4 November) is Equal Pay Day... Because of the 22% gap in pay between men and women, that day is when women effectively stop earning a salary and work free for the rest of the year.”— Women still only earn 80p for every pound a man is paid | Euractiv
“it is still a national disgrace.”— Women still only earn 80p for every pound a man is paid | Euractiv
“And a lack of transparency around who got paid what and why meant that many of the disadvantaged women had no notion just how poorly paid they were by comparison with similar or poorer male skill levels.”— No easy answers in the struggle for equal pay
“In those areas of the U.S. where comparable worth remedies have been adopted so far, they are typically applied within a given firm or statewide civil service.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“Blau and Kahn's (2017) article in the Journal of Economic Literature summarizes the professional consensus”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“I’ve had the opportunity to discuss questions like this with chief executive officers at major corporations, the managing partners of large law firms, the directors of prominent teaching hospitals, and with the leaders of other prominent professional service organizations, as well as with colleagues in higher education. In all of those groups, the story is fundamentally the same.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“economists Blau and Lawrence Kahn attribute half of the present gap to women working in different occupations and industries than men”— Occupational Segregation and the Gender Wage Gap: A Job Half Done
“Payscale’s annual Gender Pay Gap Report (GPGR) reveals how much women are paid compared to men in the United States according to statistics from Payscale’s Employee-Reported Data (ERD).”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
“This year, Equal Pay Day falls on March 26, 2026. This date represents how many additional days into the year women must work to earn what men did in the previous year in the United States when data are uncontrolled.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
Resulting Policies

The Paycheck Fairness Act was repeatedly introduced on the premise that the raw pay ratio demonstrated ongoing discrimination requiring stronger legal tools. President Obama and Hillary Clinton cited the 77-cent figure to argue for its passage. Several states enacted their own pay-equity measures, including Massachusetts’ 2016 law prohibiting inquiries into salary history. These policies rested on the belief that equalizing outcomes would correct an injustice rather than override individual choices. [3]

The United Kingdom’s Equality Act and earlier equal-pay legislation enabled claims comparing jobs of similar value across different occupations. Birmingham City Council faced more than a decade of litigation that culminated in a Section 114 bankruptcy notice in 2023. The council responded by cutting pay for refuse collectors to avoid further claims, triggering a strike. Comparable-worth schemes in American states such as Minnesota raised pay for female-dominated job classes at an average cost of about 4 percent of payroll. [17][19][22]

Governments on both sides of the Atlantic mandated gender-pay reporting for large employers. David Cameron’s 2015 requirement that companies with more than 250 employees publish pay and bonus gaps was justified by the uncontrolled statistic. The European Union cited a 16 percent average gap across member states in its resolutions. These transparency rules kept the raw figure in corporate and political conversation even as controlled analyses showed much smaller differences. [20]

Federal and state policies also expanded paid-leave proposals and childcare subsidies on the theory that the pay gap reflected discrimination rather than family preferences. Advocates argued that the absence of mandated sick days and parental leave exacerbated the disparity. The assumption that equal labor-market outcomes should be the goal shaped both legislative language and agency guidance for more than two decades. [5][6]

▶ Supporting Quotes (22)
“Economically, the gender pay gap myth drives disastrous policies. Resources are directed toward addressing fabricated issues while genuine crises—such as the decline in male educational attainment, the rise of loneliness among both genders, and the increase in youth suicide rates in the UK, U.S., and Australia—are overlooked or discounted.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“this study leads to the unambiguous conclusion that the differences in the compensation of men and women are the result of a multitude of factors and that the raw wage gap should not be used as the basis to justify corrective action.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“President Obama, Hillary Clinton, and other prominent progressives have pushed for legislation like the Paycheck Fairness Act, which would strengthen the Equal Pay Act in hopes of shrinking the gender pay ratio.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“Charlie Baker, the Republican governor of Massachusetts, recently signed pay-equity legislation into law in his state. Starting July 1, 2018, the measure will prohibit employers from requesting a pay history from prospective workers and leave employees free to discuss their salaries with one another, among other things.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“Some U.S. policymakers have called for, and some governments around the world have implemented, laws to try to eliminate gender differences in labor market outcomes—such as government-provided or government-mandated paid parental leave programs and childcare subsidies.”— The Gender Pay Gap: Choice, Children, and Public Policy
“There is currently no mandate in the United States that ensures workers have access to paid sick days, and as a result, roughly 40 percent of workers risk losing a day’s pay or their jobs if they or a family member fall ill.”— Explaining the Gender Wage Gap
“According to the original calculation, the date would be March 9.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“It was not until the Civil Rights Act of 1964 that a fuller range of occupations began to truly open to Black women.”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Section Four: Recommendations for Public Policy Employment Policies Government Assistance Policies Education and Training Policies Wages and Wealth Policies”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Harriet Harman ignored this to ensure that the 2009 Equalities Bill included prescriptions for action. ... most notably compulsory gender pay audits for public bodies and companies, and a strong push for employers to use positive action (in effect, positive discrimination) in favour of women”— Feminist Myths and Magic Medicine
“In September 2023 they issues a Section 114 notice declaring the council to be “in a negative General Fund position” due to “the cost of providing Equal Pay claims”.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“Because they were bankrupt, there was only one way to do this, by cutting pay for refuse collectors.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“Under plans announced by Cameron companies with more than 250 employees will have to publish what they pay their female and male employees including their bonuses.”— Women still only earn 80p for every pound a man is paid | Euractiv
“The UK law enshrined it when the Equal Pay Act came fully into force in 1975.”— No easy answers in the struggle for equal pay
“The Treaty of Rome said so way back in 1957.”— No easy answers in the struggle for equal pay
“In 1982, the state of Minnesota implemented a comparable worth plan for its state employees. The average pay increase for those women who were affected was $2,000 per year. The wage adjustments were phased in over four years and cost only 3.7 percent of the State’s payroll.”— Is “Comparable Worth” Worth It? The Potential Effects of Pay Equity Policies in New York
“The Equal Pay Act of 1963 became the first piece of federal legislation to mandate equal pay for equal work through an amendment to the Fair Labor Standards Act (FLSA) (P.L. 88–38). Title VII of the Civil Rights Act of 1964 went further to ban sex-based discrimination in hiring, firing, and promotion (P.L. 88–352).”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“I am speaking unofficially and not using this as an occasion to lay out the many things we’re doing at Harvard to promote the crucial objective of diversity.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“in violation of a federal law that bars discrimination based on citizenship.”— Apple agrees to $25 million settlement with US over hiring of immigrants
“It requires Apple to pay $6.75 million in civil penalties and $18.25 million to an unspecified number of affected workers... Apple agreed to align its recruiting for PERM jobs with its normal practices. The company will be required to conduct more expansive recruitment and train employees on anti-discrimination laws, according to the settlement.”— Apple agrees to $25 million settlement with US over hiring of immigrants
“The gap between what women and men are paid has persisted year over year despite the passing of the Equal Pay Act in 1963.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
“despite the expansion of pay transparency legislation, which has been shown to close pay gaps.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
Harm Caused

Birmingham City Council paid £1.1 billion in equal-pay claims and faced another £760 million in potential liabilities. The resulting bankruptcy led to service cuts and downward pay adjustments for male-dominated roles. A subsequent strike left 17,000 tons of rubbish in the streets, attracting rats, foxes, cockroaches, and health risks including Weil’s disease. Glasgow City Council paid more than £50 million in compensation with further tribunals pending. [19][21]

Advocacy reports on Black women’s wages in Cincinnati claimed median earnings of $24,100 placed many below the self-sufficiency standard. The analysis attributed the gap to systemic discrimination and called for expanded public assistance and training programs. Critics noted that such framing diverted attention from measurable differences in occupation and hours. Similar narratives in the United States and Europe sustained a policy focus on raw gaps while male disadvantages in dangerous jobs, suicide, and homelessness received less attention. [14]

Misleading use of the statistic contributed to a permanent grievance culture that, according to some observers, eroded trust between the sexes and discouraged young people from viewing ambition as attainable. Policies built on the raw figure sometimes produced unintended labor-market distortions. Firms responded to equal-pay mandates by reducing hiring or promotion of women in the medium term, according to historical studies of the 1960s and 1970s legislation. [1][23]

Public money was spent on measures that had little measurable impact on controlled gaps yet carried real fiscal costs. The emphasis on discrimination narratives sometimes crowded out discussion of male educational decline and other social problems. The cumulative effect, according to critics, was a misallocation of resources and a narrowing of policy imagination. [17]

▶ Supporting Quotes (29)
“By relentlessly framing men as oppressors and women as victims—even when the data tells a different story—these narratives pit the sexes against each other in ways that fracture trust and solidarity.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“Boys, especially white boys, grow up internalizing the idea that they are inherently privileged villains. Girls are taught to view ambition and happiness as impossible dreams, forever crushed by visible villains and invisible ceilings.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“Men still overwhelmingly dominate the most dangerous, physically grueling, and thankless industries: construction, logging, mining, and waste management. Men also suffer far higher rates of suicide, incarceration, homelessness, workplace fatalities, and school dropouts.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“A culture of permanent grievance will never inspire the next generation to build, invent, or lead. It will only condition them to dismantle, accuse, and despair.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“the raw wage gap continues to be used in misleading ways to advance public policy agendas without fully explaining the reasons behind the gap.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“Women, especially working mothers, tend to value “family friendly” workplace policies more than men. Research also suggests that differences not incorporated into the model due to data limitations may account for part of the remaining gap.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“measures of earnings frequently fail to reflect that employed women are more likely than men to enjoy family-friendly fringe benefits like parental leave, child care, and sick leave.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“In many cases, those policies often have little or no impact on the divergence between mothers’ and fathers’ labor market outcomes and in some cases, they have resulted in unintended consequences for women, men, and children.”— The Gender Pay Gap: Choice, Children, and Public Policy
“attempting to eliminate such differences through public policies that limit workers’ choices will hurt all workers, and mothers, in particular. Moreover, such efforts could reduce personal and societal well-being by limiting the non-income-generating activities that individuals prioritize over work and wages.”— The Gender Pay Gap: Choice, Children, and Public Policy
“In these jobs, women earn, on average, 60.6 percent of what men do within the same occupation—the equivalent of losing an astonishing $473 dollars per week.”— Explaining the Gender Wage Gap
“The gender wage gap is real—and hurts women across the board by suppressing their earnings and making it harder to balance work and family.”— “Women’s work” and the gender pay gap: How discrimination, societal norms, and other forces affect women’s occupational choices—and their pay
“But a plateau in participation has emerged for US women in most age groups, even for college graduate women, since around the 1990s. The plateau may be related to the relative earnings issues that I will soon discuss. If certain women are disadvantaged in the labor market their participation will be stymied.”— A Grand Gender Convergence: Its Last Chapter
“Perpetuating it discourages women from striving to achieve in the workplace. Few competitors will strive their hardest in a rigged game. Inaccurately telling women that employers have stacked the deck against them dissuades them from making the career investments necessary to get ahead.”— Equal Pay for Equal Work: Examining the Gender Gap
“This not only moves them into the year-round category with only about three-fourths of a year of work, but also reduces their average weekly earnings because their annual pay is divided by 52 rather than 38.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“In 2018, their median annual earnings were approximately $24,100, which is on average 36 percent lower than median annual earnings across all workers in the MSA, and 42 percent lower than the Self-sufficiency Standard.”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Unfortunately, while these wage gaps did narrow after the passage of anti-discrimination laws, they have widened again since 2000.”— BLACK WOMEN’S HISTORICAL LABOR TRENDS & SYSTEMIC BARRIERS TO ECONOMIC MOBILITY
“Quotas are increasingly popular with the political classes across Europe (but are illegal in the EU). Policy makers should learn that they – and many other policies intended to promote sex equality – at best have little impact and at worst are counter-productive and a waste of public funds.”— Feminist Myths and Magic Medicine
“I spoke to many ordinary people (especially guys) who were blown away by Peterson’s observation and felt that they had been lied to by mainstream media and politicians on this issue.”— How to Confront Highbrow Misinformation
“A standoff between striking refuse workers and city officials has left an estimated 17,000 tons of trash piled on city streets that is attracting rats, foxes, cockroaches and maggots.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“Equal pay claims of up to £760m are among the bills it cannot afford. But since the extent of the crisis was revealed last month, it has emerged the council thought it could originally settle the matter for just £120m.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“The current remedy of taking a company to an employment tribunal is costly, complex and quite honestly, a daunting prospect.”— Women still only earn 80p for every pound a man is paid | Euractiv
“A process which has already cost it over £50 million in compensation packages to female employees.”— No easy answers in the struggle for equal pay
“Yet all of this unfolds against a backdrop of budget cuts inevitably resulting in job losses.”— No easy answers in the struggle for equal pay
“It is likely to open the floodgates for hundreds, if not thousands more.”— No easy answers in the struggle for equal pay
“The data show little evidence of short-term changes in women's employment but suggest that firms reduced their hiring and promotion of women in the medium to long term.”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“I would far prefer to believe something else, because it would be easier to address what is surely a serious social problem if something else were true”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“$18.25 million to an unspecified number of affected workers.”— Apple agrees to $25 million settlement with US over hiring of immigrants
“for most men the fact of fatherhood results in a wage bonus; for most women motherhood results in a wage penalty”— Occupational Segregation and the Gender Wage Gap: A Job Half Done
“men earn $1 million dollars more compared to women over a 40-year career with standard annual wage growth. For the roughly 80 million women in the U.S. workforce, lost earnings of 18% due to the gender wage gap amounts to approximately $1.1 trillion in a single year. Over the course of their careers, women collectively earn $86.4 trillion less than men.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
Downfall

The CONSAD report commissioned by the Department of Labor in 2009 showed that measurable factors accounted for 65 to 76 percent of the raw gap, leaving only 4.8 to 7.1 percent unexplained. Later studies by Payscale found the controlled gap as low as 2 percent. Federal personnel data revealed no significant within-grade differences once occupation was considered. These analyses suggested that choices rather than employer discrimination explained most of the disparity. [2][5][9][12]

Claudia Goldin’s research demonstrated that pay penalties for reduced hours and career interruptions accounted for much of the residual gap, particularly in high-earning fields. The gap narrowed rapidly from 62.5 percent in 1979 to 82 percent by 2013 as women increased education and entered previously male occupations. Yet it widened again with age and motherhood, patterns consistent with voluntary trade-offs rather than uniform bias. [4][8][9]

Cross-national studies and personnel-economics models showed that “greedy jobs” with convex returns to long hours produced larger gaps in certain sectors regardless of anti-discrimination laws. Nordic countries with generous family policies still exhibited substantial occupational segregation. These findings challenged the belief that equalizing outcomes was simply a matter of removing barriers. [17]

By the late 2010s a growing number of economists and data analysts questioned the uncritical use of the raw statistic. Jordan Peterson’s public comments highlighted its limitations to wider audiences. Firm-level reports such as Populous showed equal pay for equal work, with gaps arising from differences in seniority and hours. The uncontrolled figure nonetheless persisted in political rhetoric and annual observances. [1][18][38]

▶ Supporting Quotes (22)
“Across industries, men are far more likely to work longer hours, take on riskier or more physically demanding jobs, and stay in senior roles longer without stepping away for family or personal breaks. These realities—not discrimination—explain most of the raw pay gaps.”— The Gender Pay Gap Isn’t Real—But the Social Fallout Is - Chronicles
“Statistical analysis that includes those variables has produced results that collectively account for between 65.1 and 76.4 percent of a raw gender wage gap of 20.4 percent, and thereby leave an adjusted gender wage gap that is between 4.8 and 7.1 percent.”— An Analysis of Reasons for the Disparity in Wages Between Men and Women
“Using data from the University of Michigan's Panel Study of Income Dynamics, the authors first calculate the wage gap for 26-64-year-old full-time workers. Among this group, they find that average female earnings were 79.3 percent of average male earnings in 2010 -- similar to the Census Bureau figure. Remarkably, Blau and Kahn conclude that 50.5 percent of that gap can be attributed to a worker's industry and occupation alone.”— Don't Mind the Gap: Gender Pay Disparities Are No Evidence of Discrimination
“After taking these factors into account, the gender-based pay gap almost disappears. A 2009 study commissioned by the U.S. Department of Labor found a difference in earnings of 5 percent to 7 percent after controlling for factors affecting workers’ wages.”— The Gender Pay Gap: Choice, Children, and Public Policy
“A 2018 recent economic study from Harvard University looked at workers who performed the exact same job in a unionized environment that had rigid pay scales prohibiting gender-based pay discrimination. The researchers still found an 11 percent pay gap. According to the authors, “the weekly earnings gap can be explained by the workplace choices that women and men make,” with women choosing to take more unpaid leave and to work fewer overtime hours than men.”— The Gender Pay Gap: Choice, Children, and Public Policy
“This has led to critics charging that the 77-cent figure is a willful manipulation of truth that does not accurately reflect gender discrimination in the workplace.”— Explaining the Gender Wage Gap
“A better answer, I will demonstrate, can be found in an application of personnel economics.13 The explanation will rely on labor market equilibrium with compensating differentials and endogenous job design.”— A Grand Gender Convergence: Its Last Chapter
“The gender gap in pay would be considerably reduced and might vanish altogether if firms did not have an incentive to disproportionately reward individuals who labored long hours and worked particular hours. Such change has taken off in various sectors, such as technology, science, and health, but is less apparent in the corporate, financial, and legal worlds.”— A Grand Gender Convergence: Its Last Chapter
“The Department of Labor commissioned an examination of this research, which it published in 2009. It found that the average woman makes 18 percentage points less than the average man. ... Adding additional controls for the number of children a worker has and time out of the workforce reduces the gender gap by three-quarters—to just five percentage points.”— Equal Pay for Equal Work: Examining the Gender Gap
“In 1979, the median woman working full time made 62.5 percent as much as the median man. By 2013, that figure closed to 82 percent—half the gap disappeared.”— Equal Pay for Equal Work: Examining the Gender Gap
“The claim that the gap reflects discrimination assumes that employers would pass up the chance to hire a woman at 84% of what they pay a man with the same training, skills and experience to do the same job. Since labor costs make up a significant share of total business costs, not only would employers have a strong incentive to hire women but discriminators would have a hard time staying in business.”— The 'Gender Pay Gap' Is a Myth That Won't Go Away
“But these demands for further change rest on faulty assumptions and outdated or partial evidence. For the latest academic research and cross-national comparative studies show that most of the theories and ideas built up around gender equality in the last few decades are wrong. ... Despite all its family friendly and equal opportunity policies, Sweden (and the other Nordic countries) does not have a better record than Anglo-Saxon countries in terms of eliminating sex differences in the labour market.”— Feminist Myths and Magic Medicine
“Jordan Peterson went extremely viral in part due to his Channel 4 interview with Cathy Newman.”— How to Confront Highbrow Misinformation
“The Birmingham bin strike has reached its fifth week. Rubbish is piled high, rats are infesting the streets, and experts are concerned about Weil's disease.”— Feminist theory has turned Birmingham, UK into a stinking rat's nest
“But the figures are misleading and the situation is not as clear cut as some might suggest... The pay gap differs between age groups and sectors. Statistics show that the gender pay gap for women aged between 26 years and 35 years is at six percent.”— Women still only earn 80p for every pound a man is paid | Euractiv
“When Glasgow City Council did its job evaluation exercise seven years ago there was no shortage of pay anomalies tumbling out of the woodwork.”— No easy answers in the struggle for equal pay
“A landmark judgment at the end of last year found Birmingham City Council on the wrong end of a court case”— No easy answers in the struggle for equal pay
“we find that women's weekly wages rose by around 9% (8.7 log points) more in states without preexisting equal pay laws after the federal legislation took effect.”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“Trends predating the 1960s show that the gender gap was growing rapidly in the aftermath of World War II, which makes the stability of the gap after 1964 a notable departure from preexisting trends.”— How the 1963 Equal Pay Act and 1964 Civil Rights Act Shaped the Gender Gap in Pay
“From that, you can back out a difference in the implied standard deviations that works out to be about 20 percent. And from that, you can work out the difference out several standard deviations. If you do that calculation... you get five to one, at the high end.”— Full Transcript: President Summers' Remarks at the National Bureau of Economic Research, Jan. 14 2005
“When data are controlled for job title and other compensable factors, the gender pay gap narrows to $0.99, which is a gap. This figure is unchanged from last year.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
“In 2026, Payscale’s data shows a widening of the uncontrolled gender pay gap, corroborating research from other organizations. The uncontrolled gender pay gap widened by $0.01, while the controlled gap stayed the same.”— 2026 Gender Pay Gap Report | Statistics on the Controlled and Uncontrolled Gender Pay Gap from Payscale
Sources
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