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Articles 31 - 60 of 236
Full-Text Articles in Economics
How Major Tech Firms Used Illegal “No-Poach” Agreements To Control Workers’ Salaries, Matthew Gibson
How Major Tech Firms Used Illegal “No-Poach” Agreements To Control Workers’ Salaries, Matthew Gibson
Upjohn Institute Policy and Research Briefs
No abstract provided.
Broadly Shared Local Economic Success Since 2000: New Measures And New Lessons For Communities, Timothy J. Bartik, Brad J. Hershbein, Kathleen Bolter, Kyle Huisman, W.E. Upjohn Institute For Employment Research
Broadly Shared Local Economic Success Since 2000: New Measures And New Lessons For Communities, Timothy J. Bartik, Brad J. Hershbein, Kathleen Bolter, Kyle Huisman, W.E. Upjohn Institute For Employment Research
Reports
In recent decades, many local labor markets—especially those in former industrial areas—have experienced lagging employment rates, hourly wages, and annual earnings. Even in places that have thrived, disadvantaged racial and ethnic groups and those with less education have often fared poorly, and long-term growth has bypassed many Americans at the middle and bottom of the income distribution. This report examines the relative economic success over the past two decades (prior to the COVID pandemic) of different local labor markets throughout the United States, both for residents overall and for those of different demographic groups. We construct a new, publicly available …
The Long-Run Impacts Of Public Industrial Investment On Local Development And Economic Mobility: Evidence From World War Ii, Andrew Garin, Jonathan Rothbaum
The Long-Run Impacts Of Public Industrial Investment On Local Development And Economic Mobility: Evidence From World War Ii, Andrew Garin, Jonathan Rothbaum
Upjohn Institute Working Papers
This paper studies the long-run effects of government-led construction of manufacturing plants on the regions where they were built and on individuals from those regions. Specifically, we examine publicly financed plants built in dispersed locations outside of major urban centers for security reasons during the United States’ industrial mobilization for World War II. Wartime plant construction had large and persistent impacts on local development, characterized by an expansion of relatively high-wage manufacturing employment throughout the postwar era. These benefits were shared by incumbent residents; we find men born before WWII in counties where plants were built earned $1,200 (in 2020 …
Employer Market Power In Silicon Valley, Matthew Gibson
Employer Market Power In Silicon Valley, Matthew Gibson
Upjohn Institute Working Papers
Adam Smith alleged that employers often secretly combine to reduce labor earnings. This paper examines an important case of such behavior: illegal no-poaching agreements through which information-technology companies agreed not to compete for each other’s workers. Exploiting the plausibly exogenous timing of a U.S. Department of Justice investigation, I estimate the effects of these agreements using a difference-in-difference design. Data from Glassdoor permit the inclusion of rich employer- and job-level controls. On average the no-poaching agreements reduced salaries at colluding firms by 5.6 percent, consistent with considerable employer market power. Stock bonuses and job satisfaction were also negatively affected.
Minimum Wage Increases Reduce Racial Disparities During Hiring, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Minimum Wage Increases Reduce Racial Disparities During Hiring, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Employment Research Newsletter
No abstract provided.
Poverty And Inequality: A New Deal For America’S Most Disadvantaged Communities, Thomas St. Hilaire
Poverty And Inequality: A New Deal For America’S Most Disadvantaged Communities, Thomas St. Hilaire
Theses and Dissertations
The United States, often hailed as the most affluent nation globally, paradoxically grapples with rates of poverty, disadvantage, and inequality that surpass those of its advanced democratic counterparts. The persistence of poverty and inequality in the United States have often been justified by beliefs of welfare dependency, “free market” thinking and utilitarianism. This master's thesis explores the far-reaching moral, political, and economic consequences of America’s high rates of poverty and inequality. It contends that federal action is urgently needed on more robust social programs that target poverty, such as affordable housing, accessible healthcare, greater worker protections, and deepened social capital …
Money Doesn’T Grow On Trees: How Financial Literacy Is Learned And Developed Within American Childhood, Nate Lewis
Money Doesn’T Grow On Trees: How Financial Literacy Is Learned And Developed Within American Childhood, Nate Lewis
Soaring: A Journal of Undergraduate Research
Financial literacy refers to the ability to process and utilize economic information to make informed decisions for their wellbeing. Given concerning indicators of financial outcomes within the United States, it is crucial to understand how and when strong financial behavior is developed. Efforts to enhance financial education have explored incorporating financial concepts into children’s literature and games. Yet, research indicates that financial literacy is far more rooted in the habits learned from one’s family, despite the emphasis often placed on schooling and socioeconomic status. It is therefore evident that efforts to promote financial literacy must always involve empowering family members …
Intergenerational Comparison Of Inequality And Standard Of Living, Jillian Cookinham
Intergenerational Comparison Of Inequality And Standard Of Living, Jillian Cookinham
Honors Theses and Capstones
This paper encompasses how inequality and standard of living have changed intergenerationally. Existing research and a regression analysis examine how income, corporate profits, housing, education, retirement, and health insurance are interconnected in American inequality and standard of living. Data analyzed in the regression includes the period of 1990 to 2021. However, the literature review extends back to 1970. Findings from existing research and regression analysis are used to provide policy recommendations on how the federal government may improve inequality by addressing the housing shortage, revising the tax system, and encouraging automatic enrollment in retirement plans.
Empirical Linkage Between Economic Growth And Political Instability And The Effects Of Inequalities In Africa, Francis Joseph Assenga
Empirical Linkage Between Economic Growth And Political Instability And The Effects Of Inequalities In Africa, Francis Joseph Assenga
CGU Theses & Dissertations
The examination of the relationship between political instability and economic growth is critical in today's global economy, especially in African nations facing multifaceted challenges. Over recent decades, this connection has been a key area of focus for economic scholars, driving significant empirical research. Previous studies, which examined the dynamics of this relationship consistently underscore the profound interconnectedness of economic growth and political stability in the sense that, political instability hampers economic growth, while economic downturns can trigger political unrest and government collapse.
Our study empirically investigates the linkage between economic growth, political instability, and inequality in Africa, analyzing data from …
Legacy Of Labour: The Impact Of Parental Occupations On Children’S Careers Choices And Income Inequality, Swapnil Landge
Legacy Of Labour: The Impact Of Parental Occupations On Children’S Careers Choices And Income Inequality, Swapnil Landge
Publications and Research
This paper investigates how intergenerational occupational mobility and self-selection into occupations are influenced by the occupations of parents. The results demonstrate that children who pursue their parents’ occupations, particularly those in the lowest earnings percentiles, are more negatively self-selected compared to those whose parents are in the highest earning deciles. In particular, 65% of the children who pursue their parents’ occupation in Decile 1, 49% in Decile 2, 32% in Decile 3 and 26% in Decile 4 would have achieved higher productivity and earned higher earnings in high-income occupations (specifically in Decile 10 occupations). In contrast, children from high-income backgrounds …
Essays On Consumption Dynamics, Shaun M. Gilyard
Essays On Consumption Dynamics, Shaun M. Gilyard
Graduate Theses, Dissertations, and Problem Reports (ETD)
This dissertation, titled "Essays on Consumption Dynamics," comprises three chapters delving into consumer behavior within the context of household financial management. It sheds light on how consumers navigate their budgets concerning daily expenses, particularly around bill payments, and examines the potential influence of household financial holdings on the redistribution effects of monetary policy.
The first chapter delves into how consumers strategically handle their budgets in proximity to bill payments. Analyzing daily transaction-level data containing detailed expenditure information, it reveals a trend of consumers deferring non-bill expenditures until after bill payments. Spending spikes by 41% - 51% above average on the …
Analyzing Household Income Inequality: A Subgroup Decomposition Of Generalized Entropy Measures, Jazib Mumtaz, Sayed Irshad Hussain
Analyzing Household Income Inequality: A Subgroup Decomposition Of Generalized Entropy Measures, Jazib Mumtaz, Sayed Irshad Hussain
CBER Conference
The study proves that education level, nature of employment, asset ownership, and gender contribute significantly to income inequality. The study further indicates that changes in income distribution for the bottom of the population through paid employment, female income, and asset ownership could impact income inequality. The study's results can be used to assess policy impact on social welfare and help policymakers design targeted interventions, develop efficient taxation, and create a sustainable model for inclusive growth.
Minimum Wage Increases Reduce Racial Disparities During Hiring, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Minimum Wage Increases Reduce Racial Disparities During Hiring, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Upjohn Institute Policy and Research Briefs
No abstract provided.
Minimum Wages And Racial Discrimination In Hiring: Evidence From A Field Experiment, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Minimum Wages And Racial Discrimination In Hiring: Evidence From A Field Experiment, Alec Brandon, Justin E. Holz, Andrew Simon, Haruka Uchida
Upjohn Institute Working Papers
When minimum wages increase, employers may respond to the regulatory burdens by substituting away from disadvantaged workers. We test this hypothesis using a correspondence study with 35,000 applications around ex-ante uncertain minimum wage increases in three U.S. states. Before the increases, applicants with distinctively Black names were 19 percent less likely to receive a callback than equivalent applicants with distinctively white names. Announcements of minimum wage hikes substantially reduce callbacks for all applicants but shrink the racial callback gap by 80 percent. Racial inequality decreases because firms disproportionately reduce callbacks to lower-quality white applicants who benefited from discrimination under lower …
Headwinds And Tailwinds: The Present And Future Of Work For Women, Molly Kinder
Headwinds And Tailwinds: The Present And Future Of Work For Women, Molly Kinder
Brookings Scholar Lecture Series
As part of the Brookings Scholar Lecture Series, Brookings Mountain West presents a lecture titled "Headwinds and Tailwinds: The Present and Future of Work for Women” by Brookings fellow in the Brookings Metro, Molly Kinder. Women comprise nearly half of the US labor force, and today outnumber men on college campuses. Yet the gender pay gap persists and women are overrepresented in the lowest paying occupations. In what ways are jobs and economic opportunities changing for women in the labor force? Over the next decade, how will demographic changes like the aging of the baby boom generation and technological changes …
From Stimulus To Sustainability: Reckoning With Community Prosperity Post-Arpa, Kathleen Bolter, Timothy J. Bartik, Brad J. Hershbein, Michelle Miller-Adams, Bridget Timmeney, Kyle Huisman, Alfonso Hernandez
From Stimulus To Sustainability: Reckoning With Community Prosperity Post-Arpa, Kathleen Bolter, Timothy J. Bartik, Brad J. Hershbein, Michelle Miller-Adams, Bridget Timmeney, Kyle Huisman, Alfonso Hernandez
Reports
No abstract provided.
Examining The Inclusiveness Of Philippine Growth From 1991 To 2015: The Role Of Household Human Capital Inequality And Source Of Growth, Geoffrey Ducanes
Examining The Inclusiveness Of Philippine Growth From 1991 To 2015: The Role Of Household Human Capital Inequality And Source Of Growth, Geoffrey Ducanes
Economics Department Faculty Publications
Defining inclusive growth as growth that has benefited the households who have the lowest human capital levels, this study examines the inclusiveness of economic growth in the Philippines in the past two decades. Combining information from the Labor Force Survey and Family Income and Expenditures Survey for various years, including a panel of 6,500 households from 2003 to 2009, this study classifies households into ordered groups based on human capital level, then compares the performance of the various groups in terms of various employment, income, and expenditure outcomes over time. It finds the evidence to be mixed, although the weight …
Examining The Inclusiveness Of Philippine Growth From 1991 To 2015: The Role Of Household Human Capital Inequality And Source Of Growth, Geoffrey M. Ducanes
Examining The Inclusiveness Of Philippine Growth From 1991 To 2015: The Role Of Household Human Capital Inequality And Source Of Growth, Geoffrey M. Ducanes
DLSU Business & Economics Review
Defining inclusive growth as growth that has benefited the households who have the lowest human capital levels, this study examines the inclusiveness of economic growth in the Philippines in the past two decades. Combining information from the Labor Force Survey and Family Income and Expenditures Survey for various years, including a panel of 6,500 households from 2003 to 2009, this study classifies households into ordered groups based on human capital level, then compares the performance of the various groups in terms of various employment, income, and expenditure outcomes over time. It finds the evidence to be mixed, although the weight …
Revisiting Development Discourse Amidst Informal Sector Crises Covid-19 Pandemic, Anjan Chakrabarti, Pooja Sharma
Revisiting Development Discourse Amidst Informal Sector Crises Covid-19 Pandemic, Anjan Chakrabarti, Pooja Sharma
International Journal on Responsibility
Amid the COVID-19 pandemic, India has experienced a severe catastrophe of the informal sector, related to both health and livelihood. The informal sector and migrant workers are closely linked and they became easy prey during the nationwide lockdown at the onset of the COVID-19 pandemic. The informal sector, primarily a fallout of the prevailing dual economy, makes it highly imperative to revisit not only India’s growth and development process but also the distribution. The paper attempts to evaluate the development process adopted by developing countries and their relevance in terms of growth and inequality. The study finds the missing link …
Analysing Pandemic Induced Economic Inequality In Developing Nations, Ravneet Kaur Bhogal
Analysing Pandemic Induced Economic Inequality In Developing Nations, Ravneet Kaur Bhogal
International Journal on Responsibility
The dawn of the new decade of the 21st century saw an unprecedented global crisis. This crisis led the world to halt economic and social progress. It led to a galloping increase in the economic inequality and migration of people in search of opportunities to save them from the current situation. The developing nations saw a sea of people migrating back to their roots in search of safe havens. This has led to the loss of jobs which has increased income inequality. Migrants face the risk of contagion and also the possible loss of employment, wages, and health insurance coverage. …
Essays On Structural Transformation And Inequality, Yaoqi Lin
Essays On Structural Transformation And Inequality, Yaoqi Lin
Dissertations, Theses, and Capstone Projects
Chapter 1: In this chapter, I replace the Cobb–Douglas production function in Acemoglu and Guerrieri (2008) with a two-sector model using the CES production technology to analyze how the U.S. capital deepening process must cause unbalanced growth. The U.S. economy is classified into labor- and capital-intensive sectors. My model shows that due to the difference in the two sectors' elasticities of substitution between capital and labor, capital deepening leads to a growing concentration of labor in the labor-intensive sector, but a continuous reallocation of capital away from this sector. This causes sector outputs to increase at different rates. Combined with …
Reproductive Inequality In Humans And Other Mammals, Cody T. Ross, Paul L. Hooper, Jennifer E. Smith, Adrian V. Jaeggi, Eric Alden Smith, Sergey Gavrilets, Fatema Tuz Zohora, John Ziker, Dimitris Xygalatas, Emily E. Wroblewski, Brian Wood, Bruce Winterhalder, Kai P. Willführ, Aiyana K. Willard, Kara Walker, Christopher Von Rueden, Eckart Voland, Claudia Valeggia, Bapu Vaitla, Samuel Urlacher, Mary Towner, Chun-Yi Sum, Lawrence S. Sugiyama, Karen B. Strier, Kathrine Starkweather, Daniel Major-Smith, Mary Shenk, Rebecca Sear, Edmond Seabright, Ryan Schacht, Brooke Scelza, Shane Scaggs, Jonathan Salerno, Caissa Revilla-Minaya, Daniel Redhead, Anne Pusey, Benjamin Grant Purzycki, Eleanor A. Power, Anne Pisor, Jenni Pettay, Susan Perry, Abigail E. Page, Luis Pacheco-Cobos, Kathryn Oths, Seung-Yun Oh, David Nolin, Daniel Nettle, Cristina Moya, Andrea Bamberg Migliano, Karl J. Mertens, Rita A. Mcnamara, Richard Mcelreath, Siobhan Mattison, Eric Massengill, Frank Marlowe, Felicia Madimenos, Shane Macfarlan, Virpi Lummaa, Roberto Lizarralde, Ruizhe Liu, Melissa A. Liebert, Sheina Lew-Levy, Paul Leslie, Joseph Lanning, Karen Kramer, Jeremy Koster, Hillard S. Kaplan, Bayarsaikhan Jamsranjav, A. Magdalena Hurttado, Kim Hill, Barry Hewlett, Samili Helle, Thomas Headland, Janet Headland, Michael Gurven, Gianluca Grimalda, Russell Greaves, Christopher D. Golden, Irene Godoy, Mhairi Gibson, Claire El Mouden, Mark Dyble, Patricia Draper, Sean Downey, Angelina L. Demarco, Helen Elizabeth Davis, Stefani Crabtree, Carmen Cortez, Heidi Colleran, Emma Cohen, Gregory Clark, Julia Clark, Mark A. Caudell, Chelsea E. Carminito, John Bunce, Adam Boyette, Samuel Bowles, Tami Blumenfield, Bret Beheim, Stephen Beckerman, Quentin Atkinson, Coren Apicella, Nurul Alam, Monique Borgerhoff Mulder
Reproductive Inequality In Humans And Other Mammals, Cody T. Ross, Paul L. Hooper, Jennifer E. Smith, Adrian V. Jaeggi, Eric Alden Smith, Sergey Gavrilets, Fatema Tuz Zohora, John Ziker, Dimitris Xygalatas, Emily E. Wroblewski, Brian Wood, Bruce Winterhalder, Kai P. Willführ, Aiyana K. Willard, Kara Walker, Christopher Von Rueden, Eckart Voland, Claudia Valeggia, Bapu Vaitla, Samuel Urlacher, Mary Towner, Chun-Yi Sum, Lawrence S. Sugiyama, Karen B. Strier, Kathrine Starkweather, Daniel Major-Smith, Mary Shenk, Rebecca Sear, Edmond Seabright, Ryan Schacht, Brooke Scelza, Shane Scaggs, Jonathan Salerno, Caissa Revilla-Minaya, Daniel Redhead, Anne Pusey, Benjamin Grant Purzycki, Eleanor A. Power, Anne Pisor, Jenni Pettay, Susan Perry, Abigail E. Page, Luis Pacheco-Cobos, Kathryn Oths, Seung-Yun Oh, David Nolin, Daniel Nettle, Cristina Moya, Andrea Bamberg Migliano, Karl J. Mertens, Rita A. Mcnamara, Richard Mcelreath, Siobhan Mattison, Eric Massengill, Frank Marlowe, Felicia Madimenos, Shane Macfarlan, Virpi Lummaa, Roberto Lizarralde, Ruizhe Liu, Melissa A. Liebert, Sheina Lew-Levy, Paul Leslie, Joseph Lanning, Karen Kramer, Jeremy Koster, Hillard S. Kaplan, Bayarsaikhan Jamsranjav, A. Magdalena Hurttado, Kim Hill, Barry Hewlett, Samili Helle, Thomas Headland, Janet Headland, Michael Gurven, Gianluca Grimalda, Russell Greaves, Christopher D. Golden, Irene Godoy, Mhairi Gibson, Claire El Mouden, Mark Dyble, Patricia Draper, Sean Downey, Angelina L. Demarco, Helen Elizabeth Davis, Stefani Crabtree, Carmen Cortez, Heidi Colleran, Emma Cohen, Gregory Clark, Julia Clark, Mark A. Caudell, Chelsea E. Carminito, John Bunce, Adam Boyette, Samuel Bowles, Tami Blumenfield, Bret Beheim, Stephen Beckerman, Quentin Atkinson, Coren Apicella, Nurul Alam, Monique Borgerhoff Mulder
ESI Publications
To address claims of human exceptionalism, we determine where humans fit within the greater mammalian distribution of reproductive inequality. We show that humans exhibit lower reproductive skew (i.e., inequality in the number of surviving offspring) among males and smaller sex differences in reproductive skew than most other mammals, while nevertheless falling within the mammalian range. Additionally, female reproductive skew is higher in polygynous human populations than in polygynous nonhumans mammals on average. This patterning of skew can be attributed in part to the prevalence of monogamy in humans compared to the predominance of polygyny in nonhuman mammals, to the limited …
American Income: Analyzing Workplace And Domestic Biases, Lindsey Shrodek
American Income: Analyzing Workplace And Domestic Biases, Lindsey Shrodek
The Downtown Review: An Interdisciplinary Journal Written and Peer-Reviewed by Mandel Honors College Students at Cleveland State University
This research paper aims to use several forms of regression analysis and neural networks to examine disparities in American income based on demographic groups. We present three models: a linear regression, a logistic regression, and a neural network to determine significant predictive factors in determining income. Exploring concepts presented by past literature in the field of economics, our research aims to pinpoint disparities and provide explanations for why they may be present in American income patterns. Our research confirms that being a female and being black has a negative relationship with income. Based on literary analysis, these findings can be …
Moving Policies Toward Racial And Ethnic Equality: The Case Of The Supplemental Nutrition Assistance Program, Alfonso Flores-Lagunes, Hugo B. Jales, Judith Liu, Norbert L. Wilson
Moving Policies Toward Racial And Ethnic Equality: The Case Of The Supplemental Nutrition Assistance Program, Alfonso Flores-Lagunes, Hugo B. Jales, Judith Liu, Norbert L. Wilson
Center for Policy Research
We analyze the role played by the Supplemental Nutrition Assistance Program (SNAP) in alleviating or exacerbating inequality across racial and ethnic groups in food expenditures and in the resources needed to meet basic food needs (the “food resource gap”). To do this, we propose a simple framework that decomposes differences across groups in SNAP benefit transfer levels into three components: eligibility, participation, and generosity. This decomposition is then linked to differences in food expenditures and the food resource gap. Our results reveal that among the three components, differences in eligibility contribute the most to SNAP benefits differentials for Black and …
What Happens To Residents Evicted Under California’S Ellis Act?, Brian J. Asquith
What Happens To Residents Evicted Under California’S Ellis Act?, Brian J. Asquith
Employment Research Newsletter
No abstract provided.
Inequality, Oligarchy, And Dynasty, Ronald U. Mendoza
Inequality, Oligarchy, And Dynasty, Ronald U. Mendoza
DLSU Business & Economics Review
Although some scholars frame inequality as a necessary step towards economic growth, this paper highlights its double- edged nature by examining oligarchy and dynasty as elements of inequality in the Philippine context. The best way to
ascertain whether inequality can be advantageous for development is to examine how it shapes the context that it works in. The presence of political dynasties is then evaluated based on their impact on patterns of leadership in the country, whereas business oligarchs are assessed by their influence over the structure of the economy. The paper concludes with a three-point agenda to address the root …
Intergenerational Transmission Of Occupation In The United States, Swapnil Landge
Intergenerational Transmission Of Occupation In The United States, Swapnil Landge
Publications and Research
This paper explores the persistence of inequality via intergenerational transmission of occupations using the Panel Study of Income Dynamics (PSID) data from 1968 to 2001 of 56,952 unique parent-child pairs. I find that having a father who is in the top and bottom strata† of the socioeconomic professional category has a positive and significant effect on the probability that a son will follow the same professional category as the father, which supports my main hypothesis of persistence of income inequality concerning the transmission of the occupations. The main concern that has been addressed in this paper is that the intangible …
The Conundrums Of Happiness And Subjective Well-Being: Views From Brazil, Nikhilesh Dholakia, Deniz Atik
The Conundrums Of Happiness And Subjective Well-Being: Views From Brazil, Nikhilesh Dholakia, Deniz Atik
Markets, Globalization & Development Review
No abstract provided.
Essays On Inequality, Growth, And Economic Policy, Philipp E. Erfurth
Essays On Inequality, Growth, And Economic Policy, Philipp E. Erfurth
Dissertations, Theses, and Capstone Projects
This dissertation consists of three chapters that study inequality and regional economics in a historical and development context.
The first chapter examines regional inequality among Habsburg regions from the 19th century to today’s EU by using Geographic Information Systems (GIS) software to recreate historical regions in present-day projections. The findings suggests that regional disparities are markedly higher today than in the 19th century, despite rapid convergence in the past two decades. The study thus provides evidence of retrospective determinism in the study of the Habsburg economy and suggests that, although regional EU policy has been successful over the past two …
The Gender Wage Gap In The Mountain West, Annie Vong, Katie M. Gilbertson, Katie Lim, Caitlin J. Saladino, William E. Brown Jr.
The Gender Wage Gap In The Mountain West, Annie Vong, Katie M. Gilbertson, Katie Lim, Caitlin J. Saladino, William E. Brown Jr.
Economic Development & Workforce
This fact sheet examines data on the gender wage gap, or the discrepancy in pay between female and male workers, in Mountain West metros. The Pew Research Center report, “Young Women are Out-Earning Young Men in Several U.S. Cities,” includes data on the gender wage gap for people under the age of 30 in various metropolitan areas across the United States in 2019. The Census Bureau’s 2020 American Community Survey explores male and female occupational earnings by job sector for workers 16 and over.