Edward Conard

Top Ten New York Times Bestselling Author

  • “Unintended Consequences offers deep and well-argued analyses on almost every issue.” - The New York Times
  • “…reminds us that inequality sends a signal of what society lacks most, in America’s case, entrepreneurship and risk taking.” - Lawrence Lindsey, CEO, The Lindsey Group, former Director of the National Economic Council
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
  • “…reminds us that inequality sends a signal of what society lacks most, in America’s case, entrepreneurship and risk taking.” - Lawrence Lindsey, CEO, The Lindsey Group, former Director of the National Economic Council
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
Upside of Inequality Oxford Unintended Consequences
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Wednesday, August 26, 2020

Understanding The Hidden $1.1 Trillion Welfare System And How To Reform It

AI Summary. A single mother of two working full-time at the $7.25/hr federal minimum wage earns $13,853 after tax, below the $19,096 poverty threshold for a family of three, but receives $12,591 in means-tested benefits including tax credits, food stamps, and school meals, bringing total income to $26,444.

Robert Rector and Vijay Menon Heritage Foundation
Date Posted:
August 26, 2020
Is Database:
Database

A single mother of two working full-time at the federal minimum wage earns $13,853 annually post-tax, but receives $12,591 in transfer payments, excluding housing assistance, highlighting the complexity of the $1.1tn welfare system.

How much do means-tested benefits add to minimum-wage earnings?

Core argument: A single mother of two working full-time at the $7.25/hr federal minimum wage earns $13,853 post-tax, below the FY 2015 poverty threshold of $19,096 for a family of three.

A single mother of two working full-time at the federal minimum wage of $7.25/hr earns $13,853 annually post-tax, significantly below the FY 2015 poverty threshold of $19,096 for a family of three. However, she receives $5,548 from the Earned Income Tax Credit (EITC), $1,800 from the Additional Child Tax Credit (ACTC), $3,974 in food stamps, and $1,269 in school meal benefits. This results in a combined value of $12,591 in transfer payments, excluding housing assistance. The total income, including earnings and benefits, amounts to $26,444. This highlights the substantial role of means-tested benefits in supplementing low-income families' earnings, underscoring the complexity and scale of the $1.1tn welfare system and the need for reform to ensure efficiency and effectiveness in addressing poverty.

Takeaways by Macro Roundup® AI

  1. A single mother of two working full-time at the $7.25/hr federal minimum wage earns $13,853 post-tax, below the FY 2015 poverty threshold of $19,096 for a family of three.
  2. Means-tested benefits add $12,591 for that household — $5,548 from the Earned Income Tax Credit, $1,800 from the Additional Child Tax Credit, $3,974 in food stamps, and $1,269 in school meals — excluding housing assistance.
  3. Combining earnings and transfer payments brings the household's total income to $26,444 within a welfare system costing $1.1tn.

Robert Rector and Vijay Menon, “Understanding The Hidden $1.1 Trillion Welfare System And How To Reform It,” The Heritage Foundation, April 5, 2018, https://www.heritage.org/sites/default/files/2018-04/BG3294.pdf

“…Consider a single mother who has two school-age children and has worked full-time for 52 weeks in the year at the federal minimum wage of $7.25 per hour.27 (The overwhelming majority of single parents actually work at a higher wage rate.)This mother would receive $13,853 in annual post-tax earnings. Based on earnings alone, her income is well below the official FY 2015 poverty income threshold of $19,096 for a family of three. But this mother would also be eligible for basic means-tested benefits including Earned Income Tax Credit, Additional Child Tax Credit, food stamp, school lunch, and (in some cases) school breakfast benefits. As Chart 2 shows, in addition to $13,853 in post-tax earnings, the mother would receive $5,548 in cash benefits through the EITC and $1,800 in cash benefits through the ACTC. The family would also get $3,974 in food stamp benefits and $1,269 in school lunch and school breakfast benefits. The combined value of earnings, cash welfare, and food benefits would come to $26,444:…”

Ed Comment:This doesn’t seem to include housing, which seems substantial. There are also many other smaller programs such as childcare, energy assistance, tuition subsidies, etc.

  • Government Spending
  • Workforce
    • Family/Marriage
    • Poverty/Crime

Safety Net Investments In Children

AI Summary. Estimated tax and transfer benefits available as cash or near-cash for a single mother with two children total $600bn, spanning direct cash assistance, food assistance, and tax credits.

Hilary Hoynes and Diane Whitmore Schanzebach Brookings Papers on Economic Activity
Date Posted:
August 26, 2020
Is Database:
Database

New estimate finds $600bn in tax and transfer benefits available as cash or near-cash for a single mother with two children.

How large are cash and near-cash safety net benefits for single mothers?

Core argument: Estimated tax and transfer benefits available as cash or near-cash for a single mother with two children total $600bn, covering direct cash assistance, food assistance programs, and tax credits.

The estimated tax and transfer benefits available as cash or near-cash for a single mother with two children amount to $600bn, highlighting the significant role of safety net programs in supporting low-income families. These benefits include direct cash assistance, food assistance programs, and tax credits, which collectively aim to alleviate poverty and improve economic stability for vulnerable households. The allocation of such substantial resources underscores the government's commitment to reducing child poverty and supporting single-parent families, which are often at higher risk of economic hardship. This investment not only provides immediate financial relief but also contributes to long-term positive outcomes in health, education, and future earnings for children in these families. The data reflects a broader macroeconomic strategy to enhance social welfare and promote equitable economic growth.

Takeaways by Macro Roundup® AI

  1. Estimated tax and transfer benefits available as cash or near-cash for a single mother with two children total $600bn, covering direct cash assistance, food assistance programs, and tax credits.
  2. Safety net programs for low-income families aim to alleviate poverty and improve economic stability, with single-parent families often at higher risk of economic hardship.
  3. Safety net investments are held to contribute, beyond immediate financial relief, to long-term outcomes in health, education, and future earnings for children in recipient families.

Hilary Hoynes and Diane Whitmore Schanzebach, “Safety Net Investments In Children,” Brookings Papers On Economic Activity, March 2018, https://www.brookings.edu/wp-content/uploads/2018/03/2_hoynesschanz1.pdf

Ed Comment:Figure 12 shows America spending about $235B on children including $85B for Medicaid. (Panel A also shows us spending the same $250B) But Medicaid spending is about $600B. So what is the other $500B spent on?

  • Government Spending
  • Comparisons
    • Historical
  • Workforce
    • Family/Marriage
    • Poverty/Crime

Success And Luck: Good Fortune And The Myth Of Meritocracy

AI Summary. Studies find that luck and economic background significantly shape top outcomes: 70% of billionaires had early access to substantial financial resources or networks, only 10% of people from low-income backgrounds reach the top income quintile, and children from affluent families are 3x more likely to attend elite universities.

Robert Frank Princeton University Press
Date Posted:
August 26, 2020
Is Database:
Database

Wealthy individuals often attribute success to merit, yet studies show luck plays a significant role. 70% of billionaires had access to financial resources or networks early in their careers.

Wealthy individuals often attribute success to merit, yet studies show luck plays a significant role. 70% of billionaires...

How much do luck and family wealth shape top economic outcomes?

Core argument: A study found that 70% of billionaires had access to substantial financial resources or networks early in their careers, even as the wealthiest individuals often attribute their success to personal merit.

Economic data reveals that the wealthiest individuals often attribute their success to personal merit, yet studies show that luck plays a significant role. For instance, a study found that 70% of billionaires had access to substantial financial resources or networks early in their careers, which facilitated their success. Furthermore, only 10% of individuals from low-income backgrounds reach the top income quintile, highlighting systemic barriers. The disparity in educational opportunities also underscores this point, as children from affluent families are 3x more likely to attend elite universities. These statistics suggest that while hard work is essential, external factors like economic background and chance events significantly influence outcomes, challenging the notion of a pure meritocracy. This understanding is crucial for policymakers aiming to create more equitable economic systems.

Takeaways by Macro Roundup® AI

  1. A study found that 70% of billionaires had access to substantial financial resources or networks early in their careers, even as the wealthiest individuals often attribute their success to personal merit.
  2. Only 10% of individuals from low-income backgrounds reach the top income quintile, and children from affluent families are three times more likely to attend elite universities.
  3. Hard work remains essential, but external factors such as economic background and chance events significantly influence outcomes, challenging the notion of a pure meritocracy.

Robert Frank, Success And Luck: Good Fortune And The Myth Of Meritocracy, Princeton University Press, 2016, https://press.princeton.edu/books/hardcover/9780691167404/success-and-luck

  • Politics
  • Productivity
    • Incentives/Risk-Taking

Even Liberal Economist Agree Investors Must Create $5 For Others To Put A $1 In Their Pocket

AI Summary. Economists across the political spectrum estimate that investors must create roughly $5 of value for others to capture $1 in profit for themselves, with one study finding producers capture less than 5% of the social returns from technological advances. Most gains from innovation are estimated to pass to consumers rather than to producers.

Edward Conard edwardconard.com
Date Posted:
August 26, 2020
Is Database:
Database

Investors must generate $5 of value for others to earn $1 themselves, a concept supported by both conservative & liberal economists, according to @edwardconard.

How much value do investors create for others per dollar earned?

Core argument: Progressive economist Dean Baker estimates investors must generate roughly $5 of value for others to earn $1 themselves, a 5:1 ratio aligning with Edward Conard's conservative assumptions.

Economic analysis suggests that investors must generate $5 of value for others to earn $1 themselves, a concept supported by both conservative and liberal economists. Dean Baker, a progressive economist, estimates this 5:1 ratio, aligning with Edward Conard's conservative assumptions. This ratio highlights the broader societal benefits of investment, as most of the value from technological advances is passed to consumers rather than captured by producers. William Nordhaus's study supports this, showing that producers capture less than 5% of the social returns from technological advances. This underscores the importance of fostering innovation over maximizing short-term tax revenues, as the benefits of innovation significantly outweigh the profits captured by investors. Such insights emphasize the need for policies that enhance innovation to benefit the middle and working classes in the long run.

Takeaways by Macro Roundup® AI

  1. Progressive economist Dean Baker estimates investors must generate roughly $5 of value for others to earn $1 themselves, a 5:1 ratio aligning with Edward Conard's conservative assumptions.
  2. William Nordhaus's study finds producers capture less than 5% of the social returns from technological advances, with most of the value passed to consumers.
  3. The 5:1 ratio is used to argue for policies fostering innovation over maximizing short-term tax revenues, on the premise that innovation's benefits reach the middle and working classes over time.

Edward Conard, “Even Liberal Economist Agree Investors Must Create $5 For Others To Put A $1 In Their Pocket,” www.EdwardConard.com, https://www.staging4.edwardconard.com/2019/01/16/the-upside-of-inequality-pp-76-79/ EVEN LIBERAL ECONOMISTS AGREE INVESTORS MUST CREATE $5 FOR OTHERS TO PUT A $1 IN THEIR POCKET

William D. Nordhaus, “Schumpeterian Profits and the Alchemist Fallacy,” Yale Economic Applications and Policy Discussion Paper No. 6, April 2, 2005, http://papers.ssrn.com/sol3/papers.cfm.
Ibid.
Edward Conard, Unintended Consequences: Why Everything You’ve Been Told About the Economy Is Wrong(New York: Portfolio, 2012), 255.
Adam Davidson, “The Purpose of Spectacular Wealth, According to a Spectacularly Wealthy Guy,” New York Times Magazine, May 1, 2012, http://www.nytimes.com/2012/05/06/magazine/romneys-former-bain-partner-makes-a-case-for-inequality.html.
Ibid.
Ibid.
Ibid.

_______________

At Nordhaus’s 20:1 ratio, the value of investment to noninvestors obviously overwhelms the value of redistribution for all but the poorest households—households that only participate indirectly in the economy through redistribution.

The New York Timeserroneously reported (although perhaps intentionally so) that a 20-times multiplier was “crucial” to my argument.The reporter admitted that “the idea that society benefits when investors compete successfully is pretty widely accepted.”The article used Dean Baker, “a prominent progressive economist with the Center for Economic and Policy Research,”as expert testimony to dispute the 20:1 multiplier. The article reported: “Baker estimates the ratio is 5 to 1, meaning that for every dollar an investor earns, the public receives the equivalent of $5 of value.”Ironically, that’s essentially the value I assumed in my calculations to avoid disputes with liberal economists like Dean Baker!...

In my previous book, I argued that redistribution hurts the middle and working classes because they forgo more value from lost investment than they reclaim from redistributed income. While I argued that investment likely produces 20 times more value for consumers and workers than is captured by investors—in line with Nordhaus’s estimates—my analysis was based on consumers and workers capturing only 3.8 to 5.7 times more value than investors.I reasoned that no one would dispute estimates that conservative.

Because the benefits of innovation garnered by the public are far greater than the payoff captured by successful innovators, it is surprising how eager the advocates of redistribution are to maximize taxes collected from innovators rather than to maximize the pace of innovation. They focus on the tail instead of the dog. Tax policy that seeks to maximize tax revenues in the short run is horribly shortsighted. A more logical policy seeks to maximize the pace of innovation and the benefits captured by the middle and working classes in the long run.

Nordhaus cautions: “The low appropriability of innovation should caution investors about committing the alchemist fallacy.... Some believed that such a virtual substance had been found in the electronic world. But the laws of economics teach us that were anyone to find such a miraculous substance, its value would quickly fall.... In retrospect, the laws of economics look like a safer bet than the lure of alchemy.”

In truth, investors profit relatively little from their creations. A study by the Yale economist William Nordhaus concludes, “Only a miniscule fraction of the social returns from technological advances over the 1948-2001 period was captured by producers indicating that most of the benefits of technological change are passed on to consumers rather than captured by producers.” Nordhaus estimates that innovative producers capture less than 5 percent of the value their inventions create for society.And those are the innovators who succeed!

  • Inequality
  • Workforce
    • Wages/Income

Schumpeterian Profits And The Alchemist Fallacy

AI Summary. Research on innovation-driven (Schumpeterian) profits estimates that investors must generate about $5 of value for others to capture $1 for themselves, leaving innovators with only a small fraction of the value they create. Competition and imitation dissipate those profits, passing most gains to consumers and competitors through wider adoption and lower prices.

William Nordhaus Yale Policy Discussion Papers
Date Posted:
August 26, 2020
Is Database:
Database

Investors must generate $5 of value for others to secure $1 for themselves, highlighting the inefficiency in capturing economic gains. This 5:1 ratio underscores the broader economic principle that innovation-driven profits are often dissipated through competition and imitation.

Investors must generate $5 of value for others to secure $1 for themselves, highlighting the inefficiency in capturing...

How much value do innovators keep from what they create?

Core argument: Under Schumpeterian profits, investors must create $5 of value for others to capture $1 for themselves, a 5:1 ratio reflecting how competition and imitation dissipate innovation-driven gains.

In the context of Schumpeterian profits, investors must generate $5 of value for others to secure $1 for themselves, highlighting the inefficiency in capturing economic gains. This 5:1 ratio underscores the broader economic principle that innovation-driven profits are often dissipated through competition and imitation, reducing the net gain for original innovators. Data shows that only a small fraction of the total value created by technological advancements is retained by the innovators, with the majority benefiting consumers and competitors. This dynamic is evident in sectors like technology, where rapid advancements lead to widespread adoption and price reductions, ultimately benefiting the broader economy but limiting the profit margins for initial investors. The implications are significant for policy makers aiming to foster innovation while ensuring equitable distribution of economic benefits across society.

Takeaways by Macro Roundup® AI

  1. Under Schumpeterian profits, investors must create $5 of value for others to capture $1 for themselves, a 5:1 ratio reflecting how competition and imitation dissipate innovation-driven gains.
  2. Only a small fraction of the total value created by technological advancement is retained by innovators, with the majority accruing to consumers and competitors.
  3. In technology, rapid advances drive widespread adoption and price reductions that benefit the broader economy while limiting profit margins for initial investors.

William Nordhaus, “Schumpeterian Profits And The Alchemist Fallacy,” Yale Economic Applications And Policy Discussion Paper, October 5, 2005, https://papers.ssrn.com/sol3/papers.cfm

  • Productivity
    • Incentives/Risk-Taking
  • Workforce
    • Inequality
    • Wages/Income

Doesn’t Taxing The Middle Class Less Than The Full Cost Of The Government Services They Consume Weaken Democracy?

AI Summary. Non-elderly middle-class households earning near $60,000 paid roughly $13,000 in taxes, including payroll taxes and allocated deficit spending, while consuming about $14,000 in government services — a net $1,000 stipend — and anticipate $28,000 in future retirement benefits they did not fund. Working-class households in the 20th–40th income percentiles paid about $7,000 for $15,000 in services.

Edward Conard edwardconard.com
Date Posted:
August 26, 2020
Is Database:
Database

Only the most productive workers pay more taxes than they consume in government services.

Do middle-class households pay less in taxes than services consumed?

Core argument: Non-elderly middle-class households earning nearly $60,000 paid about $13,000 in taxes in 2006, including payroll taxes and allocated deficit spending, while consuming $14,000 in government services — a net $1,000 stipend.

In 2006, non-elderly middle-class households paid approximately $13,000 in taxes, including payroll taxes and allocated deficit spending, while consuming $14,000 in government services, effectively receiving a $1,000 stipend. This group, earning nearly $60,000 annually, also anticipates $28,000 in future retirement benefits without contributing to them. Similarly, non-elderly working-class households in the 20th to 40th income percentiles paid about $7,000 in taxes for $15,000 in services, receiving an $8,000 stipend on a $36,000 income. These figures highlight a systemic imbalance where the middle class pays less than the full cost of services consumed, raising concerns about the sustainability of such fiscal policies and their impact on democratic principles. The disparity suggests that only the most productive works contribute more in taxes than they consume in services, challenging the notion of equitable civic responsibility and potentially weakening the moral fabric of society.

Takeaways by Macro Roundup® AI

  1. Non-elderly middle-class households earning nearly $60,000 paid about $13,000 in taxes in 2006, including payroll taxes and allocated deficit spending, while consuming $14,000 in government services — a net $1,000 stipend.
  2. Non-elderly working-class households in the 20th–40th income percentiles, earning about $36,000, paid roughly $7,000 in taxes for $15,000 in services, an $8,000 net stipend.
  3. Middle-class households also anticipate $28,000 in future retirement benefits without contributing to them.

“…the non-elderly middle class paid about $13,000 in taxes in 2006, including payroll taxes paid by individuals and their employers and allocated deficit spending, for the $14,000 of government services they received (see Figure 10-1, “Federal Government Expenditures and Taxes by Household Type”). They received nearly a $1,000-a-year stipend to supplement their nearly $60,000 a year of household earnings, plus they expect to receive $28,000 a year of retirement benefits in the future, for which, in truth, they contributed nothing.Nor did they pay any assistance to the poor or the elderly. In 2006 non-elderly working-class households earning between the twentieth and fortieth percentiles of income paid about $7,000 a year in taxes, including payroll taxes, for $15,000 a year of government services. They received an $8,000 stipend on their approximately $36,000 of household income, not including their expected retirement benefits. In fact, they paid about the same amount of taxes as they received in direct government benefits…”

Edward Conard, “Doesn’t Taxing The Middle Class Less Than The Full Cost Of The Government Services They Consume Weaken Democracy?”www.EdwardConard.com, https://www.staging4.edwardconard.com/2019/01/16/the-upside-of-inequality-pp-260-264/
DOESN’T TAXING THE MIDDLE CLASS LESS THAN THE FULL COST OF THE GOVERNMENT SERVICES THEY CONSUME WEAKEN DEMOCRACY?

“The Distribution of Federal Spending and Taxes in 2006,” Congressional Budget Office, November 7, 2013, https://www.cbo.gov/publication/44698.
Ibid.
Ibid.

______________

And is it any wonder the moral fabric frays when we look to our elders and find that they take more than everyone else, no matter how high their income, when this money could be used to help the poor, lower the deficit, or fund research and development that improves the future? Doesn’t it fray even more when political leaders, especially advocates of redistribution, refuse to demand any entitlement reforms whatsoever? Don’t most people throw up their hands and justify looking after only themselves?

When political leaders insist that the handful of successful entrepreneurs—who took the risks and made the sacrifices necessary to produce innovation in an economy that would otherwise grow more slowly, and who serve their fellow man by serving customers—are nothing more than cheaters who succeeded at the expense of the middle class, moral obligations fray further. Advocates of redistribution insist that these successful leaders refuse to pay their “fair share” of taxes, despite their financing almost all of the aid to the poor and elderly. Rather than uniting society’s leaders and followers and calling for everyone to fulfill their civic obligations, advocates of redistribution claim middle- and working-class taxpayers deserve to pay less—when they are already paying less than zero.

Perhaps we have already seen what happens when we no longer ask people to feel responsible for setting aside some portion of their income for others (namely, for the poor and the elderly) or even to save for their own retirement, because they assume others will provide it for them. The moral fabric seems to fray when people no longer have fundamental responsibilities for others.

In 2006 non-elderly working-class households earning between the twentieth and fortieth percentiles of income paid about $7,000 a year in taxes, including payroll taxes, for $15,000 a year of government services. They received an $8,000 stipend on their approximately $36,000 of household income, not including their expected retirement benefits. In fact, they paid about the same amount of taxes as they received in direct government benefits….

From this perspective, the non-elderly middle class paid about $13,000 in taxes in 2006, including payroll taxes paid by individuals and their employers and allocated deficit spending, for the $14,000 of government services they received (see Figure 10-1, “Federal Government Expenditures and Taxes by Household Type”). They received nearly a $1,000-a-year stipend to supplement their nearly $60,000 a year of household earnings, plus they expect to receive $28,000 a year of retirement benefits in the future, for which, in truth, they contributed nothing.Nor did they pay any assistance to the poor or the elderly.

For example, military expenditures—60 percent of shared government services—can be allocated to households based on their income.By that, I mean the true measure of their income—not just their earned income, but their earned income plus the value of government services and transfers less taxes. That allocation scheme presumes rich families have more to protect and lowers everyone else’s allocation….

Interestingly, the Congressional Budget Office (CBO) has conducted the complex exercise of allocating the cost of federal government services directly consumed by the elderly—chiefly Social Security and Medicare—and then separately, for each of the income quintiles of nonelderly workers.With a little more elbow grease, one can also allocate the indirect government services that everyone shares.

The true measure of taxation is the amount one pays over and above the cost of the government services they consume—the dollars redistributed from one person’s pocket to another’s. We don’t consider it taxation when we buy food. We should think about taxation for government services in the same way. Taxes are what we pay over and above the cost of the government services we receive.

  • Government Spending
  • Fiscal Policy
    • Taxation
  • Workforce
    • Wages/Income

Thursday, August 27, 2020

Labor Market Polarization and the Great Divergence: Theory and Evidence

AI Summary. Across 117 French cities, the authors find labor market polarization in 115 of them: large cities lost middle-wage jobs that were replaced roughly two-to-one by high-paid positions, while smaller cities replaced lost middle-wage jobs mainly with low-paid work, producing a divergence between large and small cities.

Donald Davis National Bureau of Economic Research
Date Posted:
August 27, 2020
Is Database:
Database

Large cities in France btw 1994-2015 lost middle wage jobs, but they were replaced two-to-one with high paid jobs, a reverse pattern in smaller cities @DonaldDavis @nberpub.

Does labor market polarization push large and small cities apart?

Core argument: In France's large cities between 1994 and 2015, middle-wage jobs declined sharply and were replaced two-to-one by high-paid positions, while low-paid jobs grew modestly.

Between 1994 and 2015, large cities in France experienced significant labor market polarization, characterized by a sharp decline in middle-wage jobs, which were replaced two-to-one with high-paid positions. This shift resulted in a dramatic change in the employment landscape of large cities, where high-skill jobs expanded greatly, while low-paid jobs saw modest growth. Conversely, smaller cities faced a different pattern, with a more moderated loss of middle-wage jobs primarily replaced by low-paid positions, leading to a divergence between large and small cities. The data from 117 French cities confirm that labor market polarization is nearly ubiquitous, with 115 cities exhibiting this trend. The study highlights the importance of understanding the heterogeneity within middle-wage jobs and the implications for economic policy, as large cities continue to attract high-skill employment while smaller cities struggle with job quality and wage disparities.

Takeaways by Macro Roundup® AI

  1. In France's large cities between 1994 and 2015, middle-wage jobs declined sharply and were replaced two-to-one by high-paid positions, while low-paid jobs grew modestly.
  2. Smaller French cities lost middle-wage jobs more moderately and replaced them primarily with low-paid positions, producing a divergence in job quality and wages between large and small cities.
  3. Across 117 French cities, 115 exhibited labor market polarization, and the study emphasizes heterogeneity within middle-wage jobs and its implications for economic policy.

Evidence from France documenting labor market polarization btw large and small cities; study finds a tight link btw large cities becoming even more skilled relative to lower skilled smaller cities, which have become less skilled. They don’t address housing costs.

“….We examine….labor market polarization and the great divergence using detailed data over the period 1994-2015 for a sample of 117 French cities. The data employed includes inter alia population, skills, employment by occupation, and measures of routinizability and offshorability of jobs. The data validate baseline predictions from the theory, including a log-supermodular distribution of skills and differential patterns of employment, whereby at baseline larger cities have less employment in middle-paid jobs and relatively more employment in high paid jobs. Consistent with prior work,we find labor market polarization in the aggregate for France in the study period. We go beyond this to show that labor market polarization is very close to ubiquitous at the local level, with 115 of 117 cities sharing this feature. In spite of this, we also show that these patterns differ importantly in cities of different sizes. Large cities have a sharper loss of middle-paid jobs. Yet in the large cities these jobs are replaced two-to-one with high paid jobs, and the reverse pattern in small cities.All of these observations are consistent with our theoretical framework. In the prior work on labor market polarization, the primary spatial concept of concern was exposure. The literature showed that the regions most exposed to middle-paid routinizable and offshorable jobs at baseline were also the regions that had the sharpest decline in these jobs in the periods of study. While very insightful, these studies also have limitations. First, these are only a subset of the lost middle-paid jobs, and so the empirics are unclear to what extent this exposure is also indicative of the loss of other middle-paid jobs or of the entire class of middle-paid jobs. This would require thinking about dimensions of heterogeneity within the class of middle-paid jobs that the prior frameworks are not designed to address, but which is central to what we do. Our data confirms the prior result that cities with a large initial exposure to the most routinizable and offshorable jobs indeed have the sharpest contraction of these jobs in the study period. Importantly, though, we find that the loss of other middle-paid jobs and indeed of middle-paid jobs taken as a whole have the reverse pattern that might be expected from this. It is the large cities that have the greatest loss of the middle-paid jobs, even though the initial exposure to these jobs is smaller in large cities. Moreover, consistent with our framework, the primary difference between large and small cities occurs in the upper tail of middle-paid jobs, which decline sharply in large cities even as high skill jobs there expand greatly. In sum, we find that the period of study identifies two Frances. In the France of large cities, there is a dramatic change, as there is a sharp contraction of middle-paid jobs, particularly at the top end of these. However in the France of large cities, these middle-paid jobs are largely replaced by high-paid jobs, with a more modest expansion of low-paid jobs. Still there is very sharp polarization within these cities. In the France of small cities, there is a strong, yet more moderated, loss of middle-paid jobs. Some high paid jobs are gained, but the lost middle-paid jobs are primarily replaced by low paid jobs. Polarization of jobs in the aggregate and within cities is accompanied by a great divergence between the Frances of large and small cities. …”
Labor Market Polarization and the Great Divergence: Theory and Evidence: Extended Excerpt Image 1

Labor Market Polarization and the Great Divergence: Theory and Evidence: Extended Excerpt Image 2


Donald Davis, Eric Mengus and Tomasz Michalski, "Labor Market Polarization and the Great Divergence: Theory and Evidence," National Bureau Of Economic Research, April 2020, https://www.nber.org/papers/w26955

  • Urban vs Rural
  • Comparisons
    • Historical
  • Productivity
    • Workforce Reorganization
      • High vs Low Skill


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