Edward Conard

Top Ten New York Times Bestselling Author

  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
  • “Unintended Consequences provides a provocative interpretation of the causes of the global financial crisis and the policies needed to return to rapid growth. Whether you agree or not, this analysis is well worth reading.” - Nouriel Roubini, New York University; Chairman, Roubini Global Economics
  • “…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
  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “There are an amazing number of good ideas and interesting points made in Unintended Consequences. The thinking underlying it, and the obvious depth of understanding of the author, are very impressive.” - Steven Levitt, coauthor of Freakonomics; 2004 John Bates Clark Medal
  • “…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
  • “Unintended Consequences represents the most cogent and persuasive analysis of the Financial Crisis to date.” - Andrei Shleifer, 1999 John Bates Clark Medal Winner
  • “Unintended Consequences offers deep and well-argued analyses on almost every issue.” - The New York Times
  • “Unintended Consequences is far smarter and more thought-provoking than most economics written for the general public” - Greg Mankiw, Harvard University, Former Chairman of the Council of Economic Advisors
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Biggest Pay Raises Went to Black Workers, Young People and Low-Wage Earners

Gabriel Rubin Wall Street Journal
Date Posted:
January 24, 2023
Is Database:
Database

.@WSJ reports that year-over-year wages for the bottom 10% of earners increased 9.8% relative to 7.4% for the median for all workers. Workers in the top 10% of earnings saw a 5.7% gain.

Median weekly earnings for all workers were 7.4% higher, year-over-year, at the end of 2022, according to an analysis of newly released Labor Department data. The bottom 10th of wage earners—those that make about $570 a week—saw their pay increase by nearly 10%. Better pay increases late last year went to workers who attended college, a reversal from earlier in the pandemic when those who hadn’t completed high school saw outsize gains. The annual rate of wage growth for workers with less than a high school diploma touched a recent peak in the second quarter of 2022, when it was up 11.1% over the prior year, higher than the 7.6% wage growth during that period for workers with a bachelor’s degree or higher.  The median raise for Black Americans employed full-time was 11.3%, compared with the prior year.

Year-over-year wages for the bottom 10% of earners increased 9.8% relative to 7.4% for the median for all workers. Workers in the top 10% of earnings saw a 5.7% gain., “…Median weekly earnings for all workers were 7.4% higher, year-over-year, at the end of 2022, according to an analysis of newly released Labor Department data. The bottom 10th of wage earners—those that make about $570 a week—saw their pay increase by nearly 10%. Better pay increases late last year went to workers who attended college, a reversal from earlier in the pandemic when those who hadn’t completed high school saw outsize gains. The annual rate of wage growth for workers with less than a high school diploma touched a recent peak in the second quarter of 2022, when it was up 11.1% over the prior year, higher than the 7.6% wage growth during that period for workers with a bachelor’s degree or higher. The median raise for Black Americans employed full-time was 11.3%, compared with the prior year….”

Gabriel Rubin, “Biggest Pay Raises Went to Black Workers, Young People and Low-Wage Earners,” Wall Street Journal, January 23, 2023, https://www.wsj.com/articles/biggest-pay-raises-went-to-black-workers-young-people-and-low-wage-earners-11674425793

Biggest Pay Raises Went to Black Workers, Young People and Low-Wage Earners

Black workers, young workers and people on the bottom of the income scale were among those who saw the largest pay increases last year, when employers were readily handing out raises in a tight labor market and high inflation environment.

Median weekly earnings for all workers were 7.4% higher, year over year, at the end of 2022, according to an analysis of newly released Labor Department data. That outpaced the consumer inflation rate of 7.1% in the fourth quarter, from a year earlier.

For some workers, the gains were even larger. The median raise for Black Americans employed full time was 11.3%, compared with the prior year. Weekly pay for workers between 16- and 24-years old rose more than 10%. The bottom 10th of wage earners—those that make about $570 a week—saw their pay increase by nearly 10%.

The pay increases were welcome relief for those groups who have experienced “decades of pain” in the labor market, said Aaron Sojourner, an economist at the Upjohn Institute for Employment Research. “It’s been a struggle for those folks to find a productive place in the community where they can contribute and earn and build families and success.”

While the labor market remains tight, both wage gains and broader inflation have begun to cool, along with consumer spending. That is the result of the Federal Reserve’s efforts to stifle demand and bring down inflation. Workers’ ability to continue to receive large pay increases this year is likely under pressure. Economists surveyed by The Wall Street Journal forecast job losses in 2023, after recent strong hiring.

Here is a look at which Americans saw the largest, and smallest, raises in 2022.

Better pay increases late last year went to workers who attended college, a reversal from earlier in the pandemic when those who hadn’t completed high school saw outsize gains.

The annual rate of wage growth for workers with less than a high school diploma touched a recent peak in the second quarter of 2022, when it was up 11.1% over the prior year, higher than the 7.6% wage growth during that period for workers with a bachelor’s degree or higher.

But by the end of 2022, the median worker without a high school diploma was making $675 a week, or 3.7% more than during the last quarter of 2021. Wage gains for the less educated plummeted as more low-skilled jobs were filled and economic growth cooled.

The median worker with at least a bachelor’s degree, by contrast, saw 5.5% wage growth from a year earlier to $1,547 a week. Those who only finished high school saw a 5.3% annual raise.

Wage growth was uneven across racial groups.

The median Black worker’s weekly pay increased at the fastest rate among those measured, growing to $896 from $805 a year earlier. The median Hispanic or Latino worker saw a 4.8% raise to $837 a week. White and Asian workers saw wage growth slightly higher than the overall workforce.

Still, white and Asian workers continued to earn far more than other racial groups. Median weekly earnings for full-time Asian workers was $1,496, and white workers earned $1,111.

By sex, weekly wages for the median woman rose 5% to $975 in the fourth quarter, from a year earlier. The median man received a 6.6% raise to $1,176 a week. Women had median weekly earnings that were 82.9% of that for men.

The rate of raises between workers ages 16 to 24 and other age groups widened in 2022.

It isn’t unusual for young workers to experience faster wage growth in percentage terms, largely because they typically start from the lowest base. A person making $15 an hour who gets a 10% raise is now making $16.50 an hour.

That youngest cohort, earning a median of $716 a week, ended the year with 10.8% annual wage growth, compared with 7.2% for the next-strongest group, aged 25 to 54. The median worker in those prime working years earned $1,134 a week. At the end of 2021, younger workers had 5.2% annual wage growth, and prime-age workers saw a 4.4% gain.

Older workers, those in the 55-64 bracket and those over 65 years old, who often start from higher bases compared with younger cohorts, saw the slowest wage growth last year, at 2.8% and 3.9%, respectively.

The lowest-paid workers saw larger raises last year than the top 10% of wage earners.

Those in the bottom 10% saw weekly pay grow 9.8% from a year earlier at the end of 2022, to $571 a week. The top 10% received a raise of 5.7%, to $2,584 a week.

Gains for low-income and low-skilled workers drove broader wage growth throughout the post-reopening period of the pandemic, as employers who shed workers in 2020 scrambled to hire, and retain, workers. Quit rates soared as workers found that they could jump to another job for higher wages, with the mismatch between job openings and available workers at an all-time high.

Those fast gains have cooled. Hiring in sectors such as leisure and hospitality and retail eased toward the end of last year.

  • Wages/Income
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Previous articleJanuary 24, 2023American GothicMichael Cembalest @jpmorgan notes that it has been difficult for legislators to increase tax receipts beyond 19% of GDP, and yet entitlement spending plus interest is likely to exceed that level by 2032.Next articleJanuary 24, 2023Instantaneous Inflation.@jan_eeckhout suggests that, when the underlying inflation data is not especially noisy, it might be appropriate to use “instantaneous” measures of inflation, which consider only very recent data. “Instantaneous inflation” hit 2% in Dec ‘22.
Showing 128 database articles primarily about Wages/Income

Sticky Wage Norms and the Real Wage Cost of Unexpected Inflation

AI Summary. Firms' wage-setting norms are sticky, rising only from 2.7% to 3.5% even as inflation peaked near 7%, causing real wages for workers who stayed in their jobs to fall systematically. By the time inflation subsided, the median firm's wage rule had converged to ~3%, roughly matching inflation.

Erik Hurst, Christina Patterson, Nela Richardson, and Ye Liv Wang University of Chicago
Date Posted:
September 10, 2026
Is Database:
Database

ADP microdata from 2016–25 suggest firms set wages according to “wage norms” ~ invariant to inflation. The 2020–21 inflation surge mechanically reduced real wages. By the end of 2025, 34% of incumbent workers’ real wages were lower than in 2020.

Do sticky wage norms systematically reduce real wages during inflation spikes?

Core argument: Firm-level modal wage rules peaked at 3.5% in 2022–2023 against roughly 7% inflation, meaning nominal rigidity systematically eroded real wages for job stayers throughout the inflationary episode.

Roughly 42% of all nominal wage increases below 6% were within 0.01 percentage points of a whole or half number [Figure 6]. Figure 9 plots the employment-weighted average modal wage change across firms (solid line) alongside inflation rate (dashed line) from 2016 through 2025. In the pre-pandemic period, firm-level wage rules were relatively stable at a median of 2.7%, modestly above the rate of inflation. Beginning in 2021, inflation rose sharply, peaking at approximately seven percent in 2022. The average modal wage change also rose, reaching a peak of 3.5% in 2022 and 2023. By 2025, the median firm had a wage rule granting increases of three percent, roughly in line with inflation. The stickiness of firms’ wage rules in the face of inflationary pressure contributed to the systematic fall in real wages for job stayers. Evidence from Belgium [which has strong wage indexation], suggests that declining real wages, rather than inflation itself, helps explain the persistence of depressed consumer sentiment during the 2021–2024 period.

Takeaways by Macro Roundup® AI

  1. Firm-level modal wage rules peaked at 3.5% in 2022–2023 against roughly 7% inflation, meaning nominal rigidity systematically eroded real wages for job stayers throughout the inflationary episode.
  2. The median firm’s modal wage increase converged to 3% by 2025—matching inflation rather than exceeding it—marking a reversal from the pre-pandemic norm of 2.7% modestly above price growth.

Related Articles:

  • Do Voters Punish Inflation or Pay Cuts? Inflation and Real Wages in U.S. Elections — Given state fixed effects, demographics, and local inflation, a county whose real wage loss was 1SD > that of the mean county shifted its Presidential vote…
  • Real Wages Start To Shrink In Developed Countries — Real wages are shrinking across the US, UK, and Eurozone as energy-driven inflation outpaces earnings growth. Fiscal constraints limit government support in key economies, raising recession risk as household spending power falls.
  • The Post‑COVID Decline in the Labor Share — The labor share of income has fallen 1.6 percentage points below its pre-pandemic level, reaching an all-time post-war low, driven by within-industry dynamics rather than shifts in activity across sectors.
  • Wages/Income
  • GDP
    • Inflation
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How Many Big Macs Does Your Salary Buy?

AI Summary. U.S. workers earn the most Big Macs annually (10,215), but Swiss workers lead on an hourly basis at 7 Big Macs per hour versus the U.S. at 6, reflecting longer American working hours rather than higher hourly wages.

Economist Staff The Economist
Date Posted:
September 2, 2026
Is Database:
Database
Is Important:
Important

The Economist’s venerable Big Mac Index is indicative of significantly higher after-tax, PPP-adjusted wages for American workers than for their French and German counterparts.

Does working longer hours mask stagnant American wage growth?

Core argument: American workers earn the equivalent of 10,215 Big Macs annually, topping global McWage rankings, but longer working hours reduce U.S. hourly purchasing power to six Big Macs per hour, behind Switzerland’s seven.

On an annual basis, America continues to top our McWages rankings. The average American worker earns enough to buy 10,215 Big Macs a year; Switzerland and Australia are in second and third place, respectively. But American working hours are supersized, too. On an hourly basis, Switzerland comes out on top: the average worker there earns the equivalent of seven Big Macs an hour, compared with America’s six. Australia ranks third, at five burgers for every hour worked.

Takeaways by Macro Roundup® AI

  1. American workers earn the equivalent of 10,215 Big Macs annually, topping global McWage rankings, but longer working hours reduce U.S. hourly purchasing power to six Big Macs per hour, behind Switzerland’s seven.
  2. Switzerland leads all nations in hourly McWage purchasing power at seven Big Macs per hour, with Australia third at five, demonstrating that top annual earnings and top hourly compensation do not always coincide.

Related Articles:

  • The Big Mac Index At 40 — Global currency misalignments are at their widest since the mid-1990s, driven by post-2021 U.S. inflation, an undervalued Chinese currency, and a weakening Japanese yen that has made consumer goods cheaper in Japan than in China.
  • Why Do Americans No Longer Work So Much More Than Non-Americans? — The gap in hours worked between Americans and non-Americans has narrowed by half since the 1990s, driven by declining U.S. work hours as expanded government health benefits reduced the need to work, while rising wages and lower barriers to employment increased hours worked in other advanced economies.
  • Ed Conard Debates Furman On “The Expected Value of Risk Taking” — I debate @JasonFurman—Pres. Obama’s Chair of the Council of Economic Advisors—at Harvard over the effect of tax increases on the expected value of innovative…
  • Wages/Income
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US Focus: The Effect Of Soaring Profits

AI Summary. Corporate profit margins have expanded ~250 basis points over the past year, approaching all-time highs, as 23% profit growth far outpaced 8% growth in corporate value added. Labor's share of income is hitting new lows, confirming that margin expansion—not faster economic growth—is the primary driver of record profit levels.

Abiel Reinhart J.P. Morgan
Date Posted:
September 1, 2026
Is Database:
Database

US corporate profit margins rose ~250bp y/y in Q2 and are approaching an all-time high. Reinhart notes that tech and communications services drove ~58% of recent S&P 500 profit growth, even as the sectors have been “steadily losing employment since late 2022.”

Are record corporate profits driven by growth or margin expansion?

Core argument: Corporate profit margins expanded nearly 250 bps over the past year and are approaching all-time highs, as domestic profit growth of 23% dwarfed the 8% rise in corporate value added, compressing labor’s share of income to record lows.

Nominal pre-tax corporate profits in the national income and product accounts (NIPA) were very robust in both 2Q (41% [annual rate]) and over the last year (23%). Excluding post-recession spikes, we haven’t seen a year this strong since the mid-2000s. Higher margins [were] the key driver [of profit growth], as 23% y/y domestic profit growth was far in excess of the 8% increase in corporate value added. Profit margins (pre-tax profits divided by value added) increased close to 250bp over the last year, and are approaching all-time highs, whereas the labor share is hitting new lows.

Takeaways by Macro Roundup® AI

  1. Corporate profit margins expanded nearly 250 bps over the past year and are approaching all-time highs, as domestic profit growth of 23% dwarfed the 8% rise in corporate value added, compressing labor’s share of income to record lows.

Related Articles:

  • US Corporate Profits Surge To Record As Worker Payouts Wilt — U.S. corporate pre-tax profits reached an annualized $4.8tn, or 18% of national income—the highest share since the post-WWII era—while workers' wages and benefits fell to 60% of national income, the lowest since the 1950s.
  • Are US Corporate Profit Margins Too High? — In Q1 2026, US after-tax non-financial margins were estimated at 7.6%, just short of the post-1949 high of 8.2% in Q2 of 2021. Tan Kai Xian argues US corporate…
  • The Record Divide Between Corporate Profits and Worker Pay — Labor's share of national income has fallen to 51%—its lowest recorded level—while corporate profits have reached 12.1% of national income, their highest share since 1950. Inflation-adjusted hourly wages have risen 3% since 2019, while inflation-adjusted corporate profits have risen 50% over the same period.
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Consumer Checkpoint: The Great Convergence

AI Summary. Spending and wage growth have largely converged across income groups, with lower- and middle-income households posting after-tax wage growth of 5.2% and 4.2% year-over-year, narrowing a previously wide gap — though the top 5% of earners continue to outpace all others.

David Michael Tinsley, Joe Wadford, Liz Everett Krisberg, Vanessa Cook, et al. Bank of America
Date Posted:
August 11, 2026
Is Database:
Database

Over the last two years, after-tax wage growth for the top 5% has outpaced the rest of the distribution. BofA internal data show after-tax wage growth for the lowest income tercile has surpassed that of the top 5% for the first time since December 2024.

Are lower-income households finally catching up in wage growth?

Core argument: The K-shaped spending and wage growth divide has largely closed since May, with income cohorts converging by July—except the top 5% of earners, who continue to outpace all other groups.

We have discussed the “K-shaped” divide between higher- and lower-income households’ spending and wage growth. But since May, our data has shown a significant narrowing in this gap. As of July, spending and wage growth have largely converged across income cohorts, with the exception of the top 5% of earners, who continue to outpace the rest. A similar dynamic was evident in discretionary spending. In our view, one factor behind the narrowing spending growth gap is stronger after-tax wage growth. For lower- and middle-income households, after-tax wage growth rose to 5.2% YoY and 4.2% YoY, respectively, in July.

Takeaways by Macro Roundup® AI

  1. The K-shaped spending and wage growth divide has largely closed since May, with income cohorts converging by July—except the top 5% of earners, who continue to outpace all other groups.
  2. After-tax wage growth for lower-income households reached 5.2% YoY in July versus 4.2% for middle-income households, with stronger after-tax gains identified as a primary driver of narrowing discretionary spending gaps across cohorts.

Related Articles:

  • What the World Cup Revealed About America — U.S. households with retirement savings and home equity have been insulated from inflation, as $15tn in annual spending by 45 million such households—driven by wealth gains rather than income—has sustained GDP growth well above rates seen in comparable economies.
  • K-Shaped Economy? — Using internal Stripe payment data, Tedeschi finds that spending growth of households in low-income zip codes has outpaced that of households in high-income…
  • The Record Divide Between Corporate Profits and Worker Pay — Labor's share of national income has fallen to 51%—its lowest recorded level—while corporate profits have reached 12.1% of national income, their highest share since 1950. Inflation-adjusted hourly wages have risen 3% since 2019, while inflation-adjusted corporate profits have risen 50% over the same period.
  • Wages/Income
  • Politics
  • Workforce
    • Inequality

Income Shocks and Intrahousehold Dynamics: Evidence from a Guaranteed Income Experiment

AI Summary. Guaranteed income transfers reduce total household earnings by more than the transfer amount, as other household members—particularly partners—work fewer hours and are less likely to advance in their jobs.

Elizabeth Rhodes, David Broockman, Eva Vivalt, Patrick Krause, et al. National Bureau of Economic Research
Date Posted:
August 10, 2026
Is Database:
Database
Is Important:
Important

In a randomized guaranteed-income experiment, giving one adult a transfer of $1,000/month for two years cut the other household members’ income by ~$1,700/year. Partners worked less and advanced less at work, while schooling and training among others rose.

Does guaranteed income reduce household work effort beyond the transfer amount?

Core argument: Guaranteed income transfers narrowed the gap between participant earnings and total household income by roughly $1,700 per year, with the shortfall driven primarily by reduced earnings among other household members rather than the transfer recipient.

Figure 4 summarizes treatment effects on the standardized family-level indices. The transfers’ effects reshaped the income and employment of other household members. The gap between participant income and total household income fell by about $1,700 per year (s.e. $800). The decline appears to reflect lower earnings among other household members. Effects on employment outcomes are consistent with this interpretation. Partner promotions and transitions to better jobs decrease significantly, but these effects are very small in magnitude. Partner hours and employment show more meaningful declines but are not significant in the unconditional analysis. Several other measures provide supporting evidence of negative effects on labor supply. Net transfers—the value given [to extended family] minus the value received—increased by roughly $135 per year. Estimates for household stability, decision-making, and the division of labor cluster near zero.

Takeaways by Macro Roundup® AI

  1. Guaranteed income transfers narrowed the gap between participant earnings and total household income by roughly $1,700 per year, with the shortfall driven primarily by reduced earnings among other household members rather than the transfer recipient.
  2. Net transfers to extended family increased by approximately $135 per year, while household stability, decision-making, and division of labor showed no meaningful treatment effects.

Related Articles:

  • The Impact of Unconditional Cash Transfers on Parenting and Children — A randomized experiment giving 1,000 parents an unconditional $1K/month over 3 years found essentially no differences in family outcomes; treated children…
  • The Impact of Unconditional Cash Transfers on Consumption and Household Balance Sheets: Experimental Evidence from Two US States — An experiment giving 1,000 individuals $1k per month for 3 years raised spending on housing as well as consumption, but also increased indebtedness, suggesting…
  • The Employment Effects of a Guaranteed Income: Experimental Evidence from Two U.S. States — Giving low income individuals $12,000/year for 3 years resulted in reduced market income of $1,500/year, due to a 2ppt reduction in labor force participation…
  • Wages/Income
  • Workforce
    • Family/Marriage
    • Unemployment/Participation

The Impact of AI on the U.S. Labor Market

Sania Edlich and Torsten Sløk Apollo
Date Posted:
July 30, 2026
Is Database:
Database

A difference-in-differences design finds 6.7% slower real-wage growth in AI-exposed occupations since 2023 than in low-exposure ones, with no detectable job loss. The largest effects were for the lowest quartile (-10.7%) and service occupations (-24.3%).

We examine the wage and employment effects of AI adoption across U.S. occupations using observed usage data from the Anthropic Economic Index rather than the theoretical exposure measures that dominate prior work. Using a difference-in-differences design with occupation and year fixed effects across 321 matched occupations from 2015 to 2025, we find that high-exposure occupations experience a 6.7% decline in real wage growth post-2023 with no detectable employment effects. The effect is concentrated among the lowest earners: service workers face a 24.3% decline and the bottom wage quartile a 10.7% decline, while top earners show no significant effect.Today, 5.8 million workers are affected, but as AI adoption deepens across corporate America, this figure is likely to grow substantially, with significant implications for income inequality and labor market policy in the years ahead. Only 321 of roughly 800 BLS occupations were matched, and the post-2023 period may be partially confounded by post-pandemic labor market dynamics. [Editor’s note: Figure 3 shows both wage and employment growth and decline among high-exposure workers, but the exposure measure combines automated and augmentative use, and thus cannot distinguish substitution from complementarity.]

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