occupational segregation

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pages: 445 words: 122,877

Career and Family: Women’s Century-Long Journey Toward Equity by Claudia Goldin

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Are women actually receiving lower pay for equal work? By and large, not so much anymore. Pay discrimination in terms of unequal earnings for the same work accounts for a small fraction of the total earnings gap. Today, the problem is different. Some attribute the gender earnings gap to “occupational segregation”—the idea that women and men are self-selecting, or being railroaded into, certain professions that are stereotypically gendered (such as nurse versus doctor, teacher versus professor), and that those chosen professions pay differently. The data tell a somewhat different story. For the nearly five hundred occupations listed in the US census, two-thirds of the gender-based difference in earnings comes from factors within each occupation.

College-graduate women are more often in professions such as teacher, nurse, and accountant, whereas college-graduate men are more often in occupations such as manager, civil engineer, and sales representative. Women are also in lower-paying firms, even if they have the same occupational title as men. The phenomenon is generally termed “occupational segregation,” making it sound like legal barriers and firm policies exist that deliberately segregate—such as the marriage bars that we saw with Groups Two and Three. As we’ve seen, at one point in our history many firms had strict policies that limited the occupations women and men could enter, although it did not follow that women were restricted to only lowly jobs and men were barred from them.

That’s a lot of people to move around and all the more challenging given the different skills and preferences of the workers. But let’s wave an empirical thought-experiment wand to see what might happen if we tried. Even if one could accomplish the daunting task of rejiggering occupations to create equality, only around one-third of all gender earnings inequality would be eliminated. Occupational segregation isn’t the main issue. It isn’t even half of it, although many have claimed that it is the main offender. The reason that one can’t eliminate more of the gender earnings gap is because it exists within just about every occupation. Furthermore, earnings gaps within occupations are larger for the more highly educated


pages: 678 words: 160,676

The Upswing: How America Came Together a Century Ago and How We Can Do It Again by Robert D. Putnam

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Women today are about twice as likely to report experiencing such discrimination in the workplace as men, 38 and economists often note a certain percentage of the gender pay gap that is “unexplained” by all other factors. But by far the biggest reason for the narrowing but still significant gender pay gap has been the persistent reality of occupational segregation. Occupational segregation is tracked using a measure called the Index of Dissimilarity, which calculates how equally distributed between men and women is employment in a given job category. If women make up 47 percent of the total workforce, as they do today, then zero occupational segregation (or a zero on the Index of Dissimilarity) would mean that, on average, in every single job category (from nursing, to engineering, to retail, to financial planning) 47 percent of the employees are women and 53 percent of the employees are men.

But the long-term trend shows very little change until 1960, with slow improvement thereafter, and marked improvement only after 1970.39 This trend is another case in which the 1960s feminist revolution seems to have had an important effect, by finally opening up many job categories long closed to women.40 And yet, still today, nearly 50 percent of all workers would have to reshuffle occupational categories in order to achieve gender parity by profession.41 This fact has important implications for pay disparities, because in general, male-dominated job categories are compensated more highly than female-dominated job categories. Thus, a major reason why women earn less than men is that they are concentrated in jobs that, in general, pay less.42 FIGURE 7.8: OCCUPATIONAL SEGREGATION, 1900–2017 Source: US Census; IPUMS; American Community Survey. See endnote 7.39. How did occupational segregation come to be such an enduring feature of the American economy? Burgeoning American industries in the late nineteenth century (such as iron and steel, lumber, mining, and machinery) created very little demand for female labor, leaving women who sought work outside the home to factory jobs producing textiles, apparel, and canned goods—typically in positions with no qualifications for entry, no opportunity for advancement, and payment by the piece.43 However, at the turn of the twentieth century, corporations began to compound in size, retail stores became considerably larger, and sectors such as communications and public utilities expanded dramatically.

Sources for Figure 7.8: Matthew Sobek, Historical Statistics of the United States, Earliest Times to the Present: Millennial Edition, Table Ba4207-4213; US Census (1950–2000; Steven Ruggles, Katie Genadek, Ronald Goeken, Josiah Grover, and Matthew Sobek, Integrated Public Use Microdata Series: Version 7.0 [dataset] (Minneapolis: University of Minnesota, 2017); American Community Survey (2001–2016); Ruggles et al. (2017) as calculated by Kim A. Weeden. 40 Research suggests that most of the change in occupational segregation since the 1970s is in fact due to the movement of women into formerly male-dominated jobs. See Blau and Winkler, The Economics of Women, Men, and Work, 168. 41 For a more technical explanation of how occupational segregation is calculated, see ibid., 165. 42 Ibid., 159. 43 Woloch, Women and the American Experience, 240. 44 Goldin, “The Rising (and Then Declining) Significance of Gender,” 10–11. 45 Ibid., 20–22. 46 James T.


pages: 356 words: 91,157

The New Urban Crisis: How Our Cities Are Increasing Inequality, Deepening Segregation, and Failing the Middle Class?and What We Can Do About It by Richard Florida

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In all these places, members of the creative class, working class, and service class are least likely to be scattered evenly across the metro area and most likely to live alongside others of the same class. This pattern of overall occupational segregation is shaped by the location of the creative class—the most advantaged of the three groups. The reason is simple: members of the creative class have more money and therefore the greatest ability to choose where to live. They are choosing the most desirable places, pushing the members of the two less advantaged classes into the spaces that are left over. The precise dynamics of income, educational, and occupational segregation vary, but they are closely associated with each other statistically, and when they are measured together, a clear picture of the overall geography of economic segregation across America emerges.17 This pattern is captured in two broad indexes my team and I developed—one measuring overall economic segregation, the other combining this measure with measures of wage and income inequality.

Educational Segregation: Combines the measures of segregation of college graduates and segregation of the less educated (those who did not complete high school) into an index of overall educational segregation. Occupational Segregation: Combines the measures of creative-class segregation, working-class segregation, and service-class segregation into an index of overall occupational segregation. Overall Economic Segregation Index: Combines the seven specific economic segregation indexes, equally weighted, into a single composite index of overall economic segregation. Other Composite Indexes There are two broader composite indexes.

We also developed several composite indexes to track economic segregation overall and the combination of economic segregation and inequality together.6 As we will see, while different types of metros suffer in different ways from the various kinds of economic segregation, our overarching analysis reveals a more basic underlying pattern. Across each of these categories of income, education, and occupational segregation, as well as in our composite index, which takes into account their overall and combined effects, economic segregation is greater in bigger, denser metros with large concentrations of high-tech industries, college graduates, and members of the creative class. And, as we will also see, our deepening economic segregation is driven by the clustering together of more advantaged groups, especially the wealthy, who have the resources to isolate and wall themselves off in their own communities.


pages: 255 words: 75,172

Sleeping Giant: How the New Working Class Will Transform America by Tamara Draut

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., April 2014, at http://www.​iwpr.​org/​publi​cations/​pubs/​the-​gender-​wage-​gap-​by-​occupation-​and-​by-​race-​and-​ethnicity-​2013. 22. Ariane Hegewisch and Heidi Hartmann, “Occupation Segregation and the Gender Wage Gap: A Job Half Done,” Institute for Women’s Policy Research, Washington, D.C., January 2014, at http://www.​iwpr.​org/​publications/​pubs/​occupational-​segregation-​and-​the-​gender-​wage-​gap-​a-​job-​half-​done. 23. Algernon Austin, William Darity Jr., and Darrick Hamilton, “Whiter Jobs, Higher Wages: Occupational Segregation and Lower Wages of Black Men,” Economic Policy Institute, Washington, D.C., February 28, 2011, at http://s1.​epi.​org/​files/​page/​-/​Briefing​Paper288.​pdf. 24.

Similarly, agencies that were set up to help Japanese Americans find work upon their release from internment camps after World War II also directed women to domestic jobs.23 Throughout the first half of the twentieth century, it was not uncommon for white middle-class families to employ a woman of color to help clean the house, prepare meals, and care for children or elders. The legacy of this occupational segregation remains today: The majority of these caring jobs are still done by women of color, with a disproportionate share held by black women. Black women make up a full one-third of nursing assistants and home health aides and one-fifth of personal care aides (compared to about 6.5 percent of the population).

A Better Deal for Society • Revitalize our nation’s infrastructure, including addressing climate change, to ensure full employment. • Establish a National Truth and Reconciliation Commission on Racial Healing to provide full accounting of our nation’s violent racial history and to address its legacy in residential segregation, occupational segregation, the racial wealth gap, and oppressive criminal justice and policing policies. • Develop comprehensive immigration reform to provide a pathway to citizenship for undocumented immigrants. A Better Deal for Democracy • Reform election procedures and practices, including establishing automatic voter registration to ensure all citizens are registered, and widespread adoption of same-day registration, early voting, and restoration of voting rights to formerly incarcerated citizens; restore the Voting Rights Act to provide voter protections for African Americans


pages: 440 words: 108,137

The Meritocracy Myth by Stephen J. McNamee

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Although the level of female participation in the labor force is now almost equivalent to that of men, women are not equally spread out within the labor force. In particular, women are highly concentrated in the mostly low-wage service sector of the economy. While there has been a steady decline in occupational segregation, there is still a substantial amount of sex-based occupational segregation in the labor force (Stainback and Tomaskovic-Devey 2012). For instance, in 2010, women comprised 96 percent of secretaries and administrative assistants, 97 percent of preschool and kindergarten teachers, 91 percent of registered nurses, 95 percent of dental hygienists, 95 percent of child-care workers, 93 percent of receptionists and information clerks, and 91 percent of booking, accounting, and auditing clerks, just to name a few (U.S.

In addition, much of the recent wage-gap reduction is due to the falling wages of men rather than increasing wages of women. Also, most of the gains relative to male incomes have been experienced by upper-class women, whereas incomes for lower-class women have remained stagnant (Massey 2007, 240; Mishel, Bivens, Gould, and Shierholz 2012, 236). Differences in the occupational distributions of men and women—occupational segregation of women into “women’s jobs,” which are lower paying and low-wage industries—explains the largest portion of the aggregate male-female wage gap (Blau and Kahn 2006; Blau 2012). Other factors include interrupted careers due to marriage and childbearing, lower rates of unionization for women, differences in hours worked, and interactions of race and gender.

., 1 , 2 Matthew effect, 1 , 2 matrix of domination, 1.1-1.2 Medicare, 1 , 2.1-2.2 mentors, 1 , 2.1-2.2 , 3 , 4 , 5.1-5.2 meritocracy affirmative action and, 1 American promotion of merit, 1.1-1.2 , 2 , 3.1-3.2 , 4 , 5 , 6 coping strategies, 1 , 2 credentials, lack of as a barrier, 1.1-1.2 as a desired outcome, 1 discrimination as the antithesis of merit, 1.1-1.2 , 2.1-2.2 , 3 , 4 , 5 , 6 , 7.1-7.2 , 8 , 9.1-9.2 , 10 , 11 education as a merit filter, 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 , 11 , 12 employment opportunities, 1.1-1.2 , 2.1-2.2 , 3 entrepreneurial success, 1 fairness of the system, 1 , 2.1-2.2 , 3 , 4 , 5 folklore of, 1 government spending and, 1.1-1.2 , 2 in the hiring process, 1.1-1.2 , 2 human capital factors, 1 , 2 , 3 income based on merit, 1 inheritance as a nonmerit factor, 1 , 2.1-2.2 , 3 , 4 , 5.1-5.2 , 6 , 7.1-7.2 , 8 , 9 , 10 , 11 , 12 , 13.1-13.2 intergenerational wealth transfers, 1.1-1.2 legacy preferences as nonmerit based, 1.1-1.2 , 2 luck as a nonmerit factor, 1 , 2 , 3 , 4 , 5.1-5.2 market trends, 1.1-1.2 meritocratic aristocracy, 1.1-1.2 nepotism as nonmeritorious, 1.1-1.2 the new elite as extra-meritorious, 1 noblesse oblige increasing potential for, 1 nonmerit factors suppressing merit, 1 , 2 , 3 , 4 , 5 Barack Obama as example of, 1.1-1.2 , 2 the past, reverence for, 1 physical attractiveness as a nonmerit factor, 1 , 2 pure merit system, 1.1-1.2 reform movements and, 1 , 2 self-employment as an expression of, 1 social and cultural capital as nonmerit factors, 1.1-1.2 , 2 , 3 , 4.1-4.2 , 5.1-5.2 , 6 , 7 , 8.1-8.2 , 9 , 10 , 11 structural mobility and, 1.1-1.2 talents and abilities of the merit formula, 1 , 2 , 3 , 4 , 5 , 6 taxes and nonmerit advantages, 1.1-1.2 Mexican Americans and Mexican immigrants, 1 , 2 , 3 , 4 Microsoft, 1.1-1.2 middle class America as not middle class, 1 asset building, 1 cultural capital, 1.1-1.2 deferment of gratification, 1 education and, 1 , 2 , 3 Great Recession affecting, 1 home ownership, 1 inner cities, flight from, 1 , 2 Barack Obama, background of, 1.1-1.2 old class vs. new, 1.1-1.2 precarious status of, 1.1-1.2 sports choices of, 1 upper-middle class, 1 , 2 T The Millionaire Mind (Stanley), 1 M millionaires, 1 , 2 , 3 minority groups affirmative action, 1.1-1.2 , 2.1-2.2 asset accumulation, 1.1-1.2 core employment, underrepresentation in, 1 disadvantages of, 1 discrimination experiences, 1 , 2.1-2.2 , 3 , 4.1-4.2 , 5 , 6.1-6.2 , 7 , 8 , 9 , 10 education issues, 1.1-1.2 as inner city dwellers, 1 opportunities expanding, 1 , 2 , 3 self-employment and, 1 social capital, lack of, 1 , 2 , 3 moral character, 1.1-1.2 , 2 Mormons, 1 Murray, Charles, 1.1-1.2 , 2 , 3.1-3.2 Muslims, 1.1-1.2 N National College Athletic Association (NCAA), 1 nepotism, 1.1-1.2 , 2 net worth affirmative action and, 1 defined, 1 by income group, 1 of minority groups, 1 of Barack Obama family, 1 of one percenters, 1 , 2 , 3 of Walton heirs, 1.1-1.2 wealth scale, 1.1-1.2 new elite, 1 , 2.1-2.2 noblesse oblige, 1.1-1.2 O Obama, Barack, 1.1-1.2 , 2 , 3 , 4 Obama, Michelle, 1.1-1.2 occupations attitude as a factor, 1 , 2 blue-collar jobs, 1 , 2 , 3 , 4 , 5 CEO salaries, 1.1-1.2 , 2 changes in opportunities, 1.1-1.2 , 2 cultural capital and, 1.1-1.2 , 2 the disabled and employment difficulties, 1 discrimination, 1 , 2 , 3.1-3.2 , 4 , 5 , 6 , 7 downsizing, 1.1-1.2 , 2 , 3 , 4 , 5 , 6 education linked to, 1 , 2.1-2.2 , 3.1-3.2 , 4.1-4.2 , 5 , 6.1-6.2 , 7.1-7.2 , 8 , 9.1-9.2 , 10.1-10.2 , 11 , 12.1-12.2 , 13 , 14.1-14.2 fastest growing jobs, 1.1-1.2 , 2.1-2.2 health hazards, 1 nepotism and, 1 , 2 occupational mobility, 1.1-1.2 , 2 occupational segregation, 1 , 2.1-2.2 outsourcing, 1.1-1.2 , 2 , 3 , 4 , 5 , 6 physical attraction and occupational success, 1 self-employment and, 1 self-made men, 1.1-1.2 social capital and occupational opportunities, 1 , 2 , 3 , 4 wages, 1.1-1.2 , 2 , 3 , 4 , 5.1-5.2 , 6.1-6.2 , 7.1-7.2 , 8 white-collar jobs, 1 , 2 , 3 , 4 , 5 , 6 Occupy Wall Street (OWS), 1 old boy networks, 1 , 2 , 3.1-3.2 old money, 1.1-1.2 , 2.1-2.2 Outliers: The Story of Success (Gladwell), 1 , 2 outsourcing, 1.1-1.2 , 2 , 3 , 4 , 5 , 6 ownership class, 1 , 2 , 3 , 4 P Paterson, Tim, 1 Peale, Norman Vincent, 1.1-1.2 pensions, 1.1-1.2 , 2 , 3 , 4 , 5 , 6 pink-collar ghetto, 1.1-1.2 poverty children affected by, 1 , 2 culture-of-poverty theory, 1.1-1.2 , 2 full-time work below poverty level, 1 as a matter of attitude, 1 meritocracy and, 1 , 2 minority rates of, 1 , 2 poverty threshold, 1 regional variations in poverty rates, 1.1-1.2 , 2 senior citizens and poverty rates, 1 U.S. poverty rates, 1 T The Power of Positive Thinking (Peale), 1.1-1.2 P Protestants and the Protestant ethic, 1.1-1.2 , 2 , 3 , 4 , 5 Puritan values, 1.1-1.2 R racism and racial issues affirmative action, 1.1-1.2 athletes and, 1 crime and the legal system, 1.1-1.2 disabilities, disproportionate experience of, 1 discrimination and, 1 , 2.1-2.2 , 3.1-3.2 , 4 , 5.1-5.2 , 6 , 7 , 8 in education, 1.1-1.2 employment, affecting, 1 Great Recession worsening racial equality, 1 home ownership, 1 ideologies of inequality, as part of, 1 income gaps, 1 language skills and, 1 Obama, election of, 1 , 2 scientific racism, 1.1-1.2 segregation, 1 , 2.1-2.2 , 3 social capital and, 1 , 2 , 3 , 4 white flight, 1 , 2 random-walk hypothesis, 1 recession See Great Recession references, 1 , 2 , 3 retirement as part of the American Dream, 1 , 2 delayment as a coping strategy, 1 , 2.1-2.2 , 3 home ownership and funding of, 1 as jeopardized, 1 , 2.1-2.2 proposed supplementation, 1 self-employment and, 1 , 2 , 3 right attitude, 1 , 2.1-2.2 , 3 , 4 , 5 , 6 , 7 T The Rise of Meritocracy, 1870–2033:An Essay on Education and Equality (Young), 1 , 2 R Rivera, Lauren, 1 Rosenau, Pauline Vaillancourt, 1.1-1.2 S Schmitt, John, 1.1-1.2 schools See education segregation educational, 1 , 2 , 3 occupational, 1 , 2 , 3 , 4.1-4.2 racial, 1 , 2.1-2.2 , 3 , 4 , 5 residential, 1 , 2 , 3.1-3.2 of the wealthy, 1.1-1.2 white flight, 1 See also discrimination self-employment American Dream, as exemplifying, 1 franchises, 1 freelancing, 1 , 2 income, 1.1-1.2 irregular economy and, 1.1-1.2 , 2 , 3 , 4 petty bourgeoisie and, 1 psychological characteristics, 1 rates of, diminished, 1 , 2 , 3 , 4.1-4.2 , 5 , 6 , 7.1-7.2 , 8 risk, 1 , 2 , 3.1-3.2 , 4 subcontractors, 1 taxes, 1.1-1.2 , 2 women and minorities, 1.1-1.2 self-help books, 1 , 2 self-made individuals, 1 , 2 , 3 , 4.1-4.2 , 5 , 6 sexual harassment, 1.1-1.2 Shapiro, Thomas, 1 , 2.1-2.2 slaves and slavery, 1 , 2 , 3 , 4 , 5 , 6 , 7 small businesses, 1 , 2 , 3 , 4 , 5.1-5.2 , 6 , 7.1-7.2 , 8 , 9 Smith, Adam, 1 social capital benefits of, 1.1-1.2 , 2 defined, 1 , 2 , 3 discrimination and, 1 , 2 economic opportunities, having access to, 1 , 2 , 3 education and, 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 mentorship as a form of, 1 nepotism and, 1.1-1.2 , 2 racism and lack of, 1 , 2 , 3 , 4 restricted access, effects of, 1.1-1.2 , 2.1-2.2 social climbing, 1 , 2 , 3.1-3.2 , 4 of U.S. presidents, 1.1-1.2 weak ties, 1.1-1.2 social climbing, 1 , 2 , 3.1-3.2 , 4 social clubs, 1 , 2 , 3.1-3.2 social mobility athletic and artistic abilities, associated with, 1 , 2.1-2.2 , 3 cultural capital as a factor in, 1 education link, 1 , 2 , 3 hard work as a factor, 1 individual merit, 1 integrity hindering, 1.1-1.2 marrying for money, 1 reduction of opportunities, 1 , 2 during Republican administrations, 1 role of government, 1 , 2 social climbing, 1.1-1.2 , 2 status attainment, 1 through self-employment, 1 social reform movements, 1.1-1.2 Social Register, 1 social reproduction theory, 1.1-1.2 , 2 Social Security, 1.1-1.2 , 2 , 3 , 4 , 5.1-5.2 Something for Nothing: Luck in America (Lears), 1.1-1.2 T the South, 1 , 2.1-2.2 , 3 , 4 , 5 S Stanley, Thomas, 1 status-attainment theory, 1.1-1.2 Stevens, Mitchell, 1 stock market, 1 , 2 , 3 , 4 student loans, 1 , 2.1-2.2 success athletic success, 1 , 2.1-2.2 attitudes associated with, 1 , 2 , 3.1-3.2 birth timing and, 1.1-1.2 , 2 cultural capital, 1 , 2 , 3 , 4 discrimination, achieving success through, 1 education, as a factor in, 1 , 2 , 3 , 4 , 5 entrepreneurial success, 1 , 2 , 3 God’s grace, success as sign of, 1 , 2 hard work and, 1 , 2 , 3.1-3.2 , 4 , 5 human capital factors, 1 individualism as key to, 1 intelligence as a determinant, 1 luck as important, 1 meritocracy myth and, 1 mind-power ethic as success formula, 1.1-1.2 moral character and, 1 , 2 , 3.1-3.2 , 4 parental involvement, 1.1-1.2 , 2 , 3.1-3.2 the right stuff, being made of as key, 1.1-1.2 , 2.1-2.2 , 3 , 4 small businesses and, 1 social capital increasing likelihood of, 1 , 2 , 3 suburban living as marker of, 1 10,000 hour rule, 1 women and, 1 , 2 supply side, 1 , 2 , 3 , 4 , 5 , 6.1-6.2 Survival of the Prettiest (Etcoff), 1.1-1.2 Swift, Adam, 1.1-1.2 T talent and abilities American aristocracy, 1 American Dream, leading to, 1 of athletes and celebrities, 1 education enhancing, 1 , 2 , 3.1-3.2 functional theory of inequality, 1 jobs matched to talent, 1 success achieved through, 1 , 2 , 3 , 4 , 5 , 6 talent-use gap, 1 upward mobility and, 1 , 2.1-2.2 , 3.1-3.2 taxes capital gains, 1.1-1.2 estate taxes, 1 , 2 , 3.1-3.2 government policies linked with, 1 , 2 incentives and credits, 1.1-1.2 income taxes, lowered by Republicans, 1 irregular economy, avoiding, 1.1-1.2 progressive taxation, 1.1-1.2 , 2 , 3 , 4 property taxes and school funding, 1.1-1.2 self-employment and, 1.1-1.2 , 2 Social Security affected by, 1 , 2 the South and lower taxes, 1 tax breaks for the wealthy, 1 , 2 , 3 , 4.1-4.2 of urban areas, 1 , 2 Thurow, Lester, 1 , 2.1-2.2 Tocqueville, Alexis de, 1.1-1.2 , 2 tracking, 1 , 2.1-2.2 , 3 , 4 Turner, Frederick Jackson, 1.1-1.2 U Unequal Childhoods (Lareau), 1 upper class charitable giving and, 1 cultural capital, holders of, 1 , 2 , 3.1-3.2 , 4.1-4.2 , 5 deferred gratification, capability of, 1 distinctive lifestyle, 1.1-1.2 , 2 education, 1 , 2 endogamy, tendency towards, 1.1-1.2 as exclusive, 1.1-1.2 , 2 as isolated, 1.1-1.2 one percenters as members, 1 Plymouth Puritans as wellspring, 1 political power, 1.1-1.2 social clubs, frequenting, 1.1-1.2 virtues found in, 1 WASP background of, 1 women of, 1 , 2 , 3 upward mobility attitudes as affecting, 1 barriers to, 1 through college education, 1 credentialism and, 1 downward mobility, vs., 1 through entrepreneurialism, 1 glass ceiling as limiting, 1 integrity as suppressing, 1.1-1.2 irregular economy, as avenue, 1 marriage as a means of, 1.1-1.2 Michelle Obama as example, 1 slowing rates of, 1 See also social climbing See also social mobility V Vedder, Richard, 1 , 2 virtue, 1.1-1.2 , 2 , 3 , 4 , 5 , 6 , 7 W Walmart, 1 Walton, Sam, 1 , 2 , 3 wealth accumulation gaps, 1 , 2 , 3 advantages of wealth inheritance, 1 , 2.1-2.2 capital investments, 1 charitable giving and the wealthy, 1 , 2.1-2.2 culture of, 1 , 2 discrimination and, 1 , 2 distribution as skewed, 1.1-1.2 Forbes magazine listings, 1.1-1.2 gambling, attainment through, 1 government intervention, 1.1-1.2 , 2 Great Recession affecting, 1 guilt feelings, 1.1-1.2 hard work as negligible, 1 inequalities of, 1 , 2 , 3.1-3.2 , 4 , 5 , 6 , 7 , 8 , 9 lottery, wealth attainment through, 1 luck as a factor, 1 , 2.1-2.2 , 3 marriage rates, affecting, 1 nepotism aiding in transference of, 1 old money, 1.1-1.2 , 2.1-2.2 one percenters, 1 , 2 , 3 , 4 , 5 ostentatious displays of, 1 political power, 1.1-1.2 property ownership producing, 1 , 2 pursuit of as a moral issue, 1.1-1.2 , 2 race affecting, 1 social and cultural capital, converted to, 1 , 2 the superwealthy, 1 , 2 , 3 , 4.1-4.2 tax breaks for the wealthy, 1 taxes on, 1.1-1.2 transfers of, 1.1-1.2 , 2 , 3.1-3.2 women and, 1 See also inheritance See also self-employment Weber, Max, 1.1-1.2 welfare, 1 , 2 , 3 , 4 , 5 , 6 , 7 white Anglo-Saxon Protestants (WASPs), 1.1-1.2 , 2 white-collar crime, 1.1-1.2 , 2 Wilson, William Julius, 1 , 2 Winfrey, Oprah, 1.1-1.2 Wisconsin school, 1.1-1.2 women attractiveness as a success factor, 1 , 2 , 3.1-3.2 discrimination against, 1 , 2 , 3 , 4 , 5.1-5.2 , 6.1-6.2 , 7.1-7.2 , 8.1-8.2 , 9.1-9.2 , 10 economic disparities, 1 , 2 , 3.1-3.2 educational attainment, 1.1-1.2 , 2 family concerns, 1.1-1.2 , 2.1-2.2 , 3.1-3.2 glass ceiling, experiencing, 1 , 2 , 3.1-3.2 , 4 inferiority, feelings of, 1.1-1.2 labor force participation, increasing, 1.1-1.2 , 2 mentorships, access to, 1 , 2.1-2.2 occupational disparities, 1 , 2 , 3.1-3.2 , 4.1-4.2 , 5.1-5.2 political underrepresentation, 1.1-1.2 self-employment and, 1.1-1.2 as trailing partners, 1 of the upper class, 1 , 2 , 3 working class American Dream and, 1 cultural capital, lack of, 1.1-1.2 , 2 economic instability, 1.1-1.2 education issues, 1 , 2 , 3 hard work and, 1 health risks, 1 home ownership, 1 lower class value stretch, 1 nepotism, effect of, 1 the new lower class, 1 women and incomes, 1 work See hard work See occupations Y Young, Michael, 1 , 2 About the Authors Stephen J.


pages: 349 words: 99,230

Essential: How the Pandemic Transformed the Long Fight for Worker Justice by Jamie K. McCallum

Affordable Care Act / Obamacare, American Legislative Exchange Council, Anthropocene, antiwork, Bear Stearns, Bernie Sanders, Black Lives Matter, carbon tax, cognitive dissonance, collective bargaining, company town, coronavirus, COVID-19, death from overwork, defund the police, deindustrialization, deskilling, Donald Trump, Elon Musk, future of work, George Floyd, gig economy, global pandemic, global supply chain, Great Leap Forward, green new deal, housing crisis, income inequality, independent contractor, invisible hand, Jeff Bezos, job automation, karōshi / gwarosa / guolaosi, labor-force participation, laissez-faire capitalism, lockdown, Loma Prieta earthquake, low-wage service sector, Lyft, manufacturing employment, market fundamentalism, minimum wage unemployment, moral hazard, Naomi Klein, occupational segregation, post-work, QR code, race to the bottom, remote working, rewilding, ride hailing / ride sharing, side hustle, single-payer health, social distancing, stock buybacks, strikebreaker, subprime mortgage crisis, TaskRabbit, The Great Resignation, the strength of weak ties, trade route, Triangle Shirtwaist Factory, Uber and Lyft, uber lyft, union organizing, Upton Sinclair, women in the workforce, working poor, workplace surveillance , Works Progress Administration, zoonotic diseases

., Underpaid & Overloaded: Women in Low-Wage Jobs, National Women’s Center, 2014, https://nwlc.org/wp-content/uploads/2015/08/final_nwlc_lowwagereport2014.pdf. 37. Kate Bahn and Carmen Sanchez Cumming, Factsheet: U.S. Occupational Segregation by Race, Ethnicity, and Gender, Washington Center for Equitable Growth, July 1, 2020, www.equitablegrowth.org/factsheet-u-s-occupational-segregation-by-race-ethnicity-and-gender/. 38. Bahn and Cumming, “Factsheet: U.S. Occupational Segregation”; Emiko Usui, “Occupational Gender Segregation in an Equilibrium Search Model,” IZA Journal of Labor Economics 4, no. 1 (July 10, 2015): 13, https://doi.org/10.1186/s40172-015-0028-2. 39.


Magical Urbanism: Latinos Reinvent the US City by Mike Davis

"RICO laws" OR "Racketeer Influenced and Corrupt Organizations", affirmative action, Berlin Wall, business cycle, clean water, collective bargaining, company town, deindustrialization, desegregation, digital divide, edge city, illegal immigration, immigration reform, Internet Archive, invisible hand, job automation, longitudinal study, manufacturing employment, market bubble, mass immigration, new economy, occupational segregation, postnationalism / post nation state, Ronald Reagan, Silicon Valley, strikebreaker, The Turner Diaries, union organizing, upwardly mobile, urban renewal, War on Poverty, white flight, white picket fence, women in the workforce, working poor

racism on a scale that belies that Valley's progressive MAGICAL URBANISM 102 Table 9 The Digital Divide: Unequal Opportunity in Silicon Valley (Percentage of the Workforce) Silicon Bay Area Oracle^ Sun- white 56 61 73 71 Asian 21 28 20 22 Latino 14 7 3 4 8 4 3 3 Black * Percentages for 33 ^ VaUey* Mountain View, major high-tech firms. 11, 3 85 Source: San Francisco Chronicie, Indeed, ' Redwood Shores, some of May 4, been fined or sued the worst offenders are cyber-capital icons all of whom for racial discrimination or failure to federal diversity deadlines. of single Latino 773 employees. 1998. Apple, Sun, Adobe, Netscape and Oracle, like 11, employees. official Three of the or manager. have meet largest firms lacked even "It is pretty clear," says UC Santa Cruz's Manuel Pastor, "that there's ethnic and occupation segregation going on in Silicon Valley." Locked out of the "New Economy," it is not surprising that Latinos are also the least likely to profit individually or through group membership from the fin de siecle stock market bubble. According to a January 2000 Federal Reserve fifth ally study, the bottom of Americans, as a result of exploding household debt, actu- had fewer to real estate assets and than in 1995.^^° White median wealth, thanks Dow Jones, is Latinos: $45,700 versus $4700.)^^^ now almost ten times that of 10 THE PUERTO RICAN TRAGEDY In the worst-case scenario, many of today's Mexican, Central American and Dominican immigrants may recapitulate the bitter experience of the Puerto Rican diaspora.


pages: 593 words: 183,240

An Economic History of the Twentieth Century by J. Bradford Delong

affirmative action, Alan Greenspan, Andrei Shleifer, ASML, asset-backed security, Ayatollah Khomeini, banking crisis, Bear Stearns, Bretton Woods, British Empire, business cycle, buy and hold, Capital in the Twenty-First Century by Thomas Piketty, Carmen Reinhart, centre right, collapse of Lehman Brothers, collective bargaining, colonial rule, coronavirus, cotton gin, COVID-19, creative destruction, crowdsourcing, cryptocurrency, cuban missile crisis, deindustrialization, demographic transition, Deng Xiaoping, Donald Trump, en.wikipedia.org, ending welfare as we know it, endogenous growth, Fairchild Semiconductor, fake news, financial deregulation, financial engineering, financial repression, flying shuttle, Ford Model T, Ford paid five dollars a day, Francis Fukuyama: the end of history, full employment, general purpose technology, George Gilder, German hyperinflation, global value chain, Great Leap Forward, Gunnar Myrdal, Haber-Bosch Process, Hans Rosling, hedonic treadmill, Henry Ford's grandson gave labor union leader Walter Reuther a tour of the company’s new, automated factory…, housing crisis, Hyman Minsky, income inequality, income per capita, industrial research laboratory, interchangeable parts, Internet Archive, invention of agriculture, invention of the steam engine, It's morning again in America, John Maynard Keynes: Economic Possibilities for our Grandchildren, John Maynard Keynes: technological unemployment, Joseph Schumpeter, Kenneth Rogoff, labor-force participation, land reform, late capitalism, Les Trente Glorieuses, liberal capitalism, liquidity trap, Long Term Capital Management, low interest rates, manufacturing employment, market bubble, means of production, megacity, Menlo Park, Mikhail Gorbachev, mortgage debt, mutually assured destruction, Neal Stephenson, occupational segregation, oil shock, open borders, open economy, Paul Samuelson, Pearl River Delta, Phillips curve, plutocrats, price stability, Productivity paradox, profit maximization, public intellectual, quantitative easing, Ralph Waldo Emerson, restrictive zoning, rising living standards, road to serfdom, Robert Gordon, Robert Solow, rolodex, Ronald Coase, Ronald Reagan, savings glut, secular stagnation, Silicon Valley, Simon Kuznets, social intelligence, Stanislav Petrov, strikebreaker, structural adjustment programs, Suez canal 1869, surveillance capitalism, The Bell Curve by Richard Herrnstein and Charles Murray, The Chicago School, The Great Moderation, The Nature of the Firm, The Rise and Fall of American Growth, too big to fail, transaction costs, transatlantic slave trade, transcontinental railway, TSMC, union organizing, vertical integration, W. E. B. Du Bois, Wayback Machine, Yom Kippur War

And because firms pay more for experienced workers—both because experienced workers are more productive and because the promise of regular pay increases along a well-established career track can serve as a powerful way to motivate employees—that relative lack of experience kept women’s relative wages low. A second factor keeping relative female earnings low was the persistence of occupational segregation by sex. Between 1900 and 1960, roughly two-thirds of the female labor force would have had to change occupations in order to produce the same distribution across occupations as the male labor force. Occupational segregation has fallen somewhat since the end of the 1960s, but it is still the case that women are concentrated in occupations that are relatively low paid. A third factor keeping women’s relative earnings low has been their inability to attain the qualifications that employers value.


pages: 306 words: 78,893

After the New Economy: The Binge . . . And the Hangover That Won't Go Away by Doug Henwood

"World Economic Forum" Davos, accounting loophole / creative accounting, affirmative action, Alan Greenspan, AOL-Time Warner, Asian financial crisis, barriers to entry, Benchmark Capital, book value, borderless world, Branko Milanovic, Bretton Woods, business cycle, California energy crisis, capital controls, corporate governance, corporate raider, correlation coefficient, credit crunch, deindustrialization, dematerialisation, deskilling, digital divide, electricity market, emotional labour, ending welfare as we know it, feminist movement, fulfillment center, full employment, gender pay gap, George Gilder, glass ceiling, Glass-Steagall Act, Gordon Gekko, government statistician, greed is good, half of the world's population has never made a phone call, income inequality, indoor plumbing, intangible asset, Internet Archive, job satisfaction, joint-stock company, Kevin Kelly, labor-force participation, Larry Ellison, liquidationism / Banker’s doctrine / the Treasury view, low interest rates, manufacturing employment, Mary Meeker, means of production, Michael Milken, minimum wage unemployment, Naomi Klein, new economy, occupational segregation, PalmPilot, pets.com, post-work, profit maximization, purchasing power parity, race to the bottom, Ralph Nader, rewilding, Robert Gordon, Robert Shiller, Robert Solow, rolling blackouts, Ronald Reagan, shareholder value, Silicon Valley, Simon Kuznets, statistical model, stock buybacks, structural adjustment programs, tech worker, Telecommunications Act of 1996, telemarketer, The Bell Curve by Richard Herrnstein and Charles Murray, The Wealth of Nations by Adam Smith, total factor productivity, union organizing, War on Poverty, warehouse automation, women in the workforce, working poor, zero-sum game

The reasoning goes: women with family responsibilities may prefer jobs with flexible schedules;jobs with flexible schedules may pay less; therefore, lower pay is an expression of preferences! QED. Let's not ask why jobs with flexible schedules pay less, or women have a disproportionate share of family responsibiHties. It seems safe to conclude from all this that occupational segregation accounts for part of the gender gap, but not all. Teaching ofiers an interesting case study. Women account for 38% of all college and university teachers; the field's average pay is 74% above the national average.^ But below that elite level—where 87% of teachers teach—74% are women, and pay is 25% above average.


The Smartphone Society by Nicole Aschoff

"Susan Fowler" uber, 4chan, A Declaration of the Independence of Cyberspace, Airbnb, algorithmic bias, algorithmic management, Amazon Web Services, artificial general intelligence, autonomous vehicles, barriers to entry, Bay Area Rapid Transit, Bernie Sanders, Big Tech, Black Lives Matter, blockchain, carbon footprint, Carl Icahn, Cass Sunstein, citizen journalism, cloud computing, correlation does not imply causation, crony capitalism, crowdsourcing, cryptocurrency, data science, deep learning, DeepMind, degrowth, Demis Hassabis, deplatforming, deskilling, digital capitalism, digital divide, do what you love, don't be evil, Donald Trump, Downton Abbey, Edward Snowden, Elon Musk, Evgeny Morozov, fake news, feminist movement, Ferguson, Missouri, Filter Bubble, financial independence, future of work, gamification, gig economy, global value chain, Google Chrome, Google Earth, Googley, green new deal, housing crisis, income inequality, independent contractor, Jaron Lanier, Jeff Bezos, Jessica Bruder, job automation, John Perry Barlow, knowledge economy, late capitalism, low interest rates, Lyft, M-Pesa, Mark Zuckerberg, minimum wage unemployment, mobile money, moral panic, move fast and break things, Naomi Klein, Network effects, new economy, Nicholas Carr, Nomadland, occupational segregation, Occupy movement, off-the-grid, offshore financial centre, opioid epidemic / opioid crisis, PageRank, Patri Friedman, peer-to-peer, Peter Thiel, pets.com, planned obsolescence, quantitative easing, Ralph Waldo Emerson, RAND corporation, Ray Kurzweil, RFID, Richard Stallman, ride hailing / ride sharing, Rodney Brooks, Ronald Reagan, Salesforce, Second Machine Age, self-driving car, shareholder value, sharing economy, Sheryl Sandberg, Shoshana Zuboff, Sidewalk Labs, Silicon Valley, single-payer health, Skype, Snapchat, SoftBank, statistical model, Steve Bannon, Steve Jobs, surveillance capitalism, TaskRabbit, tech worker, technological determinism, TED Talk, the scientific method, The Structural Transformation of the Public Sphere, TikTok, transcontinental railway, transportation-network company, Travis Kalanick, Uber and Lyft, Uber for X, uber lyft, upwardly mobile, Vision Fund, W. E. B. Du Bois, wages for housework, warehouse robotics, WikiLeaks, women in the workforce, yottabyte

In May 2019 the company announced that it would increase the minimum wage for contract workers in the Bay Area, New York, and Washington, DC, to $20.9 Shuttle drivers at Loop Transportation and Compass Transportation, whose buses ferry workers at Apple, Yahoo, eBay, and others, voted to unionize, and security guards at Apple and Google won recognition as full-time employees. The tide is turning. Over the past few years, over 5,000 tech service workers have voted to unionize. Many blue-collar tech workers are organizing through Silicon Valley Rising, a community-, faith-, and labor-based coalition created to fight occupational segregation and income inequality. SVR sees the struggles of tech workers as rooted in the broader dislocations and disruptions caused by tech companies’ rapid and unrestrained invasion of Santa Clara County over the past few decades. The coalition calls not only for wage gains but also affordable housing, and an inclusive tech industry; right now only one in ten permanent employees of tech companies are Black or Latino.


Undoing the Demos: Neoliberalism's Stealth Revolution by Wendy Brown

Affordable Care Act / Obamacare, bitcoin, Branko Milanovic, Capital in the Twenty-First Century by Thomas Piketty, collective bargaining, corporate governance, credit crunch, crowdsourcing, David Brooks, Food sovereignty, haute couture, Herbert Marcuse, immigration reform, income inequality, invisible hand, labor-force participation, late capitalism, means of production, new economy, obamacare, occupational segregation, Philip Mirowski, public intellectual, Ronald Reagan, sexual politics, shareholder value, sharing economy, subprime mortgage crisis, TED Talk, The Chicago School, the long tail, the market place, The Wealth of Nations by Adam Smith, Thomas Malthus, too big to fail, trickle-down economics, Washington Consensus, Wolfgang Streeck, young professional, zero-sum game

See, for example, this argument by Becker: “The responsibility of married women for childcare and other housework has major implications for earnings and occupational differences between men and women, even aside from the effect on the labor force participation of married women. I submit that this is an important reason why the earnings of married women typically are considerably below those of married men, and why substantial occupational segregation persists.” Becker, A Treatise on the Family, p. 78. 72. Some have argued that gender stratification is reduced by neoliberalism, insofar as it involves a shift from an economy based on private property economy to an economy based on human capital. Elizabeth Mayes, for example, thinks the decreasing importance of private property is positive for women, for Engels-like reasons: if women’s subordination has been linked historically to their status as private property, women are now freed to be individuals rather than property.


pages: 332 words: 89,668

Two Nations, Indivisible: A History of Inequality in America: A History of Inequality in America by Jamie Bronstein

Affordable Care Act / Obamacare, back-to-the-land, barriers to entry, basic income, Bernie Sanders, big-box store, Black Lives Matter, blue-collar work, Branko Milanovic, British Empire, Capital in the Twenty-First Century by Thomas Piketty, clean water, cognitive dissonance, collateralized debt obligation, collective bargaining, Community Supported Agriculture, corporate personhood, crony capitalism, deindustrialization, desegregation, Donald Trump, ending welfare as we know it, Frederick Winslow Taylor, full employment, Gini coefficient, Glass-Steagall Act, income inequality, interchangeable parts, invisible hand, job automation, John Maynard Keynes: technological unemployment, labor-force participation, land reform, land tenure, longitudinal study, low skilled workers, low-wage service sector, mandatory minimum, mass incarceration, minimum wage unemployment, moral hazard, moral panic, mortgage debt, New Urbanism, non-tariff barriers, obamacare, occupational segregation, Occupy movement, oil shock, plutocrats, price discrimination, race to the bottom, rent control, road to serfdom, Ronald Reagan, Sam Peltzman, scientific management, Scientific racism, Simon Kuznets, single-payer health, Strategic Defense Initiative, strikebreaker, the long tail, too big to fail, trade route, transcontinental railway, Triangle Shirtwaist Factory, trickle-down economics, universal basic income, Upton Sinclair, upwardly mobile, urban renewal, vertical integration, W. E. B. Du Bois, wage slave, War on Poverty, women in the workforce, working poor, Works Progress Administration

As they had been during the advent of the first textile factories in the nineteenth century, women were increasingly attractive to employers in the 1970s because firms were facing global competition, and women could be paid less than men. Some women achieved managerial positions, although they tended to be at the bottom of management hierarchies in the least-well-paid jobs. Occupational segregation, although it had eased somewhat by the end of the century, still existed in many fields, and women earned less than men at every educational level, with full-time women workers earning 59 cents on the dollar compared to men in 1974 and 79 cents on the dollar by 2014. Over the course of their careers, women tended to lose ground compared to men.97 Whereas racially discriminatory legislation had to face the legal test of “strict scrutiny” (no such law could stand without a “compelling state interest”), efforts to achieve gender equality foundered after the failure of the Equal Rights Amendment.


pages: 350 words: 110,764

The Problem With Work: Feminism, Marxism, Antiwork Politics, and Postwork Imaginaries by Kathi Weeks

antiwork, basic income, call centre, cognitive dissonance, collective bargaining, conceptual framework, deskilling, feminist movement, financial independence, Ford paid five dollars a day, Francis Fukuyama: the end of history, glass ceiling, Kim Stanley Robinson, late capitalism, low-wage service sector, means of production, Meghnad Desai, moral panic, new economy, New Urbanism, occupational segregation, pink-collar, post-Fordism, post-work, postindustrial economy, profit maximization, Shoshana Zuboff, social intelligence, two tier labour market, union organizing, universal basic income, W. E. B. Du Bois, wages for housework, women in the workforce, work culture , zero-sum game

In the fast-food franchise that Leidner studied, cooking was understood by managers and workers alike as men’s work when it could have just as easily been coded as a feminized activity. Though it is not always easy to foresee if jobs will become gendered—or, if so, which jobs will be treated as more or less appropriate for which specific ideal of gendered comportment—the occupational segregation that is part and parcel of the gender division of labor stands nonetheless as supposed empirical proof of the necessity of gender difference and hierarchy. Thus, as Leidner notes, “the considerable flexibility of notions of proper gender enactment does not undermine the appearance of inevitability and naturalness that continues to support the division of labor by gender” (1993, 196).


pages: 372 words: 117,038

T: The Story of Testosterone, the Hormone That Dominates and Divides Us by Carole Hooven

British Empire, classic study, correlation does not imply causation, David Brooks, Donald Trump, en.wikipedia.org, experimental subject, impulse control, longitudinal study, meta-analysis, moral panic, occupational segregation, phenotype, placebo effect, stem cell, Steven Pinker, zero-sum game

These gender-atypical feelings don’t just pop up in adulthood: LeVay, Gay, Straight, and the Reason Why, 43–48; Michel Anteby, Carly Knight, and András Tilcsik, “There May Be Some Truth to the ‘Gay Jobs’ Stereotype,” LSE Business Review, London School of Economics, January 18, 2016, https://blogs.lse.ac.uk/businessreview/2016/01/18/there-may-be-some-truth-to-the-gay-jobs-stereotype/; and András Tilcsik, Michel Anteby, and Carly R. Knight, “Concealable Stigma and Occupational Segregation: Toward a Theory of Gay and Lesbian Occupations,” Administrative Science Quarterly 60, no. 3 (2015): 446–81. girls who shun dresses and prefer rougher sports: J. Michael Bailey, Paul A. Vasey, Lisa M. Diamond, S. Marc Breedlove, Eric Vilain, and Marc Epprecht, “Sexual Orientation, Controversy, and Science,” Psychological Science in the Public Interest 17, no. 2 (2016): 45–101.


pages: 370 words: 112,809

The Equality Machine: Harnessing Digital Technology for a Brighter, More Inclusive Future by Orly Lobel

2021 United States Capitol attack, 23andMe, Ada Lovelace, affirmative action, Airbnb, airport security, Albert Einstein, algorithmic bias, Amazon Mechanical Turk, augmented reality, barriers to entry, basic income, Big Tech, bioinformatics, Black Lives Matter, Boston Dynamics, Charles Babbage, choice architecture, computer vision, Computing Machinery and Intelligence, contact tracing, coronavirus, corporate social responsibility, correlation does not imply causation, COVID-19, crowdsourcing, data science, David Attenborough, David Heinemeier Hansson, deep learning, deepfake, digital divide, digital map, Elon Musk, emotional labour, equal pay for equal work, feminist movement, Filter Bubble, game design, gender pay gap, George Floyd, gig economy, glass ceiling, global pandemic, Google Chrome, Grace Hopper, income inequality, index fund, information asymmetry, Internet of things, invisible hand, it's over 9,000, iterative process, job automation, Lao Tzu, large language model, lockdown, machine readable, machine translation, Mark Zuckerberg, market bubble, microaggression, Moneyball by Michael Lewis explains big data, natural language processing, Netflix Prize, Network effects, Northpointe / Correctional Offender Management Profiling for Alternative Sanctions, occupational segregation, old-boy network, OpenAI, openstreetmap, paperclip maximiser, pattern recognition, performance metric, personalized medicine, price discrimination, publish or perish, QR code, randomized controlled trial, remote working, risk tolerance, robot derives from the Czech word robota Czech, meaning slave, Ronald Coase, Salesforce, self-driving car, sharing economy, Sheryl Sandberg, Silicon Valley, social distancing, social intelligence, speech recognition, statistical model, stem cell, Stephen Hawking, Steve Jobs, Steve Wozniak, surveillance capitalism, tech worker, TechCrunch disrupt, The Future of Employment, TikTok, Turing test, universal basic income, Wall-E, warehouse automation, women in the workforce, work culture , you are the product

The algorithm might decide, due to the proximity of vectors, to present women with a stereotypical set of choices when using a search browser—say, ads about shopping and spas—while showing men ads about jobs and tech gadgets. In turn, women will continue to have less information about professional opportunities, continuing and even deepening our reality of occupational segregation and financial disparities. Research substantiates the prevalence of these biased associations in our written and spoken language. In a study published in Science, a machine trained to read through Google News articles learned to make associations between words. Without being guided in any way, the program came to associate male and female names with different types of careers and different kinds of emotions.7 Bias creeps into algorithms in this way because bias is baked into the language of our culture—because our societies are unequal.


pages: 386 words: 112,064

Rich White Men: What It Takes to Uproot the Old Boys' Club and Transform America by Garrett Neiman

"World Economic Forum" Davos, Affordable Care Act / Obamacare, Albert Einstein, basic income, Bernie Sanders, BIPOC, Black Lives Matter, Branko Milanovic, British Empire, Capital in the Twenty-First Century by Thomas Piketty, carried interest, clean water, confounding variable, coronavirus, COVID-19, critical race theory, dark triade / dark tetrad, data science, Donald Trump, drone strike, effective altruism, Elon Musk, gender pay gap, George Floyd, glass ceiling, green new deal, high net worth, Home mortgage interest deduction, Howard Zinn, impact investing, imposter syndrome, impulse control, income inequality, Jeff Bezos, Jeffrey Epstein, John Maynard Keynes: Economic Possibilities for our Grandchildren, knowledge worker, Larry Ellison, liberal capitalism, Lyft, Mahatma Gandhi, mandatory minimum, Mark Zuckerberg, mass incarceration, means of production, meritocracy, meta-analysis, Michael Milken, microaggression, mortgage tax deduction, move fast and break things, Nelson Mandela, new economy, obamacare, occupational segregation, offshore financial centre, Paul Buchheit, Peter Thiel, plutocrats, Ralph Waldo Emerson, randomized controlled trial, rent-seeking, Ronald Reagan, Rutger Bregman, Sheryl Sandberg, Silicon Valley, Snapchat, sovereign wealth fund, Steve Jobs, subprime mortgage crisis, TED Talk, The Bell Curve by Richard Herrnstein and Charles Murray, Travis Kalanick, trickle-down economics, uber lyft, universal basic income, Upton Sinclair, War on Poverty, white flight, William MacAskill, winner-take-all economy, women in the workforce, work culture , working poor

Over the past fifteen years, the gender pay gap hasn’t budged: in 2020, women earned 84 percent of what men earned, according to a Pew Research Center analysis of median hourly earnings of both full- and part-time workers.5 Some of that gap is due to direct gender discrimination—different pay for the same work—but there are other factors, too. One significant issue is occupational segregation, since women remain underrepresented in positions that offer access to wealth and power. And the more wealth and power an occupation offers, the more women are typically underrepresented. For example, venture capitalists have backed America’s seven richest people.6 All seven are white male technology entrepreneurs, and their combined wealth exceeds $1 trillion.


pages: 518 words: 147,036

The Fissured Workplace by David Weil

"Friedman doctrine" OR "shareholder theory", accounting loophole / creative accounting, affirmative action, Affordable Care Act / Obamacare, banking crisis, barriers to entry, behavioural economics, business cycle, business process, buy and hold, call centre, Carmen Reinhart, Cass Sunstein, Clayton Christensen, clean water, collective bargaining, commoditize, company town, corporate governance, corporate raider, Corrections Corporation of America, Daniel Kahneman / Amos Tversky, David Ricardo: comparative advantage, declining real wages, employer provided health coverage, Frank Levy and Richard Murnane: The New Division of Labor, George Akerlof, global supply chain, global value chain, hiring and firing, income inequality, independent contractor, information asymmetry, intermodal, inventory management, Jane Jacobs, Kenneth Rogoff, law of one price, long term incentive plan, loss aversion, low skilled workers, minimum wage unemployment, moral hazard, Network effects, new economy, occupational segregation, Paul Samuelson, performance metric, pre–internet, price discrimination, principal–agent problem, Rana Plaza, Richard Florida, Richard Thaler, Ronald Coase, seminal paper, shareholder value, Silicon Valley, statistical model, Steve Jobs, supply-chain management, The Death and Life of Great American Cities, The Nature of the Firm, transaction costs, Triangle Shirtwaist Factory, ultimatum game, union organizing, vertical integration, women in the workforce, yield management

Journal of Business Research 57, no. 2: 232–240. Glynn, Timothy. 2011. “Taking the Employer out of Employment Law? Accountability for Wage and Hour Violations in an Age of Enterprise Disaggregation.” Employee Rights and Employment Policy Journal 15, no. 1: 101–135. Goldin, Claudia. 1986. “Monitoring Costs and Occupational Segregation by Sex: A Historical Analysis.” Journal of Labor Economics 4, no. 1: 1–27. Goldin, Claudia, and Robert Margo. 1992. “The Great Compression: The Wage Structure in the United States at Mid-Century.” Quarterly Journal of Economics 107, no. 1: 1–34. Goldstein, Bruce, Marc Linder, Laurence Norton, and Catherine Ruckelshaus. 1999.


pages: 870 words: 259,362

Austerity Britain: 1945-51 by David Kynaston

Alistair Cooke, anti-communist, Arthur Marwick, British Empire, Chelsea Manning, collective bargaining, continuous integration, deindustrialization, deskilling, Etonian, full employment, garden city movement, hiring and firing, industrial cluster, invisible hand, job satisfaction, labour mobility, Lewis Mumford, light touch regulation, mass immigration, moral panic, Neil Kinnock, occupational segregation, price mechanism, public intellectual, rent control, reserve currency, road to serfdom, Ronald Reagan, shared worldview, stakhanovite, strikebreaker, the market place, upwardly mobile, urban planning, urban renewal, very high income, wage slave, washing machines reduced drudgery, wealth creators, women in the workforce, young professional

Women might have penetrated the toolroom during the exigencies of war, but their presence was no longer acceptable; there was no question of their receiving apprenticeships and thus becoming full toolmakers, and management and the male toolmakers between them would soon ensure that women were wholly excluded from the citadel. In short, it was back to the cow-shed. Yet the fact is that in her oral history of Mullards, together with similar light-industry firms in south London, Sue Bruley has found ‘no signs that women resisted the pressures to reinforce strict occupational segregation’. Furthermore, ‘the only signs of unrest among the women in these years [1920–60] was over piece rates’, though ‘there is little evidence that dissatisfaction over pay rates spilled over into serious unrest’. Much turned, presumably, on the expectations of working women, as well as the extent to which they looked to their job as the central source of their identity.


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The Rise and Fall of American Growth: The U.S. Standard of Living Since the Civil War (The Princeton Economic History of the Western World) by Robert J. Gordon

3D printing, Affordable Care Act / Obamacare, airline deregulation, airport security, Apple II, barriers to entry, big-box store, blue-collar work, business cycle, Capital in the Twenty-First Century by Thomas Piketty, carbon tax, Charles Lindbergh, classic study, clean water, collective bargaining, computer age, cotton gin, creative destruction, deindustrialization, Detroit bankruptcy, discovery of penicillin, Donner party, Downton Abbey, driverless car, Edward Glaeser, en.wikipedia.org, Erik Brynjolfsson, everywhere but in the productivity statistics, feminist movement, financial innovation, food desert, Ford Model T, full employment, general purpose technology, George Akerlof, germ theory of disease, glass ceiling, Glass-Steagall Act, Golden age of television, government statistician, Great Leap Forward, high net worth, housing crisis, Ida Tarbell, immigration reform, impulse control, income inequality, income per capita, indoor plumbing, industrial robot, inflight wifi, interchangeable parts, invention of agriculture, invention of air conditioning, invention of the sewing machine, invention of the telegraph, invention of the telephone, inventory management, James Watt: steam engine, Jeff Bezos, jitney, job automation, John Markoff, John Maynard Keynes: Economic Possibilities for our Grandchildren, labor-force participation, Les Trente Glorieuses, Lewis Mumford, Loma Prieta earthquake, Louis Daguerre, Louis Pasteur, low skilled workers, manufacturing employment, Mark Zuckerberg, market fragmentation, Mason jar, mass immigration, mass incarceration, McMansion, Menlo Park, minimum wage unemployment, mortgage debt, mortgage tax deduction, new economy, Norbert Wiener, obamacare, occupational segregation, oil shale / tar sands, oil shock, payday loans, Peter Thiel, Phillips curve, pink-collar, pneumatic tube, Productivity paradox, Ralph Nader, Ralph Waldo Emerson, refrigerator car, rent control, restrictive zoning, revenue passenger mile, Robert Solow, Robert X Cringely, Ronald Coase, school choice, Second Machine Age, secular stagnation, Skype, Southern State Parkway, stem cell, Steve Jobs, Steve Wozniak, Steven Pinker, streetcar suburb, The Market for Lemons, The Rise and Fall of American Growth, Thomas Malthus, total factor productivity, transaction costs, transcontinental railway, traveling salesman, Triangle Shirtwaist Factory, undersea cable, Unsafe at Any Speed, Upton Sinclair, upwardly mobile, urban decay, urban planning, urban sprawl, vertical integration, warehouse robotics, washing machines reduced drudgery, Washington Consensus, Watson beat the top human players on Jeopardy!, We wanted flying cars, instead we got 140 characters, working poor, working-age population, Works Progress Administration, yellow journalism, yield management

There was little sympathy in the middle and upper classes (among whom unemployment was rare) for the effects of income variability in working-class families. In the middle and upper classes, workers were blamed for their troubles and portrayed as “dullards or as dangerous, drunken louts.”62 WOMEN’S WORK OUTSIDE THE HOME: OCCUPATIONAL SEGREGATION, LOW WAGES, AND REPETITIVE TASKS Paid work was much less common among married women than unmarried before World War II. Unmarried women were herded into “women’s jobs,” including household servants, clerks, school teachers, and medical nurses. Women worked also in manufacturing, primarily in textiles and apparel; the majority of these working women were young, childless, and/or widows.63 Just as the mechanization of the steel industry eliminated the personal satisfaction of skilled workers and forced employees into a homogenous and highly regimented work force, so the invention of the sewing machine created the archetypal sweatshop, in which rows and rows of women sat in front of their machines producing clothing to the drumbeat of their supervisors demands for an ever faster pace of work.