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.

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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.

AI Summary. New York City's top 1% captured nearly two-thirds of real income growth between 2019 and 2024, versus under 40% nationally, driven by capital gains, dividends, and business income rather than wages.

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Btw 2019 and 2024, pre-tax, pre-transfer real median income in New York City fell 3.2%. The top .1% tax units, ~ households, (mean income ~$24mm) saw real growth of ~25%, whereas the bottom 90% (mean income ~$45,000) fell 0.8%.

Is capital income concentration widening faster in major cities than nationally?

Core argument: Nearly two-thirds of New York City’s real income growth from 2019–2024 accrued to the top 1%, versus under 40% nationally, driven by faster-rising capital gains, dividends, and business income rather than wage divergence.

Between 2019 and 2024, the New York City’s income shares at the top of the distribution rose faster than the nation's, and nearly two-thirds of the real income growth over the period accrued to the top 1%, compared with under 40% nationally. The result also holds when volatile capital gains are excluded. Real median income fell over the period, and real average income for the bottom 90% of tax units was essentially flat. Adjusted for local prices (but not for transfer programs), the purchasing power of income for the lower 90% of New Yorkers is close to one-fifth below that of the bottom 90% nationally. The divergence at the top is predominantly a story of non-wage income. Wage and salary income shows a much milder widening, and occupational wage data that exclude bonuses show base pay growing faster in lower-wage occupations than in higher-wage ones, and within many occupational groups wages are converging rather than growing more unequal.

Takeaways by Macro Roundup® AI

  1. Nearly two-thirds of New York City’s real income growth from 2019–2024 accrued to the top 1%, versus under 40% nationally, driven by faster-rising capital gains, dividends, and business income rather than wage divergence.
  2. The bottom 90% of New York City earners hold purchasing power roughly one-fifth below their national counterparts after adjusting for local prices, even before accounting for transfer programs.

AI Summary. 60% of U.S. adults identify as working class, including half of college graduates and upper-income earners, making the label broadly adopted across economic lines rather than confined to lower-income or blue-collar workers.

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60% of Americans say “working class” describes them “extremely” or “very” well. Republicans are more likely than Democrats to identify as working class – strikingly 61% of Republicans who have a family income of at least $155,600 identify as working class, compared to 38% of such Democrats.

Does working class identity reflect actual economic status or cultural values?

Core argument: Sixty percent of U.S. adults identify as working class, a label adopted across income and education lines — including half of upper-income Americans and half of bachelor’s degree holders — signaling the term has lost its traditional socioeconomic boundaries.

Most Americans think of themselves as “working class” today: Overall, 60% of U.S. adults say the term describes them well. And the identity is widely adopted by people across all income and educational groups – including half of both Americans who have a bachelor’s degree and those who are upper-income. Those working in blue-collar occupations are particularly likely to identify as working class (77%), [as are] a majority of those working in other occupations (61%). White adults are more likely than Black adults to identify as working class. About six-in-ten White (62%) and Hispanic adults (59%) overall view themselves as working class, as do roughly half of Black (54%) and Asian adults (52%).

Takeaways by Macro Roundup® AI

  1. Sixty percent of U.S. adults identify as working class, a label adopted across income and education lines — including half of upper-income Americans and half of bachelor’s degree holders — signaling the term has lost its traditional socioeconomic boundaries.
  2. Blue-collar workers identify as working class at the highest rate (77%), yet a majority of workers in other occupations (61%) claim the same identity, indicating occupational type is a weak predictor of class self-perception.
  3. White adults identify as working class at a higher rate (62%) than Black (54%) or Asian adults (52%), with Hispanic adults (59%) closely tracking the White share.

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.

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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.

AI Summary. 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.

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Corporate profits have risen to 18% of national income, their highest share since 1947, while labor’s share has fallen to 60%, a low not seen since the 1950s. The decline in labor’s share has accelerated over the past year.

Are record corporate profits coming at workers' expense?

Pre-tax earnings hit an annualised $4.8tn in the second quarter, or 18% of national income, according to Bureau of Economic Analysis data, the highest share since the aftermath of the second world war. Employees’ share from wages and benefits fell to 60%, the lowest level since the 1950s. “Regardless of what measure you look at, workers, in terms of employee compensation, have been receiving an increasingly small share of national income over time,” said Abiel Reinhart, an economist at JPMorgan. The decline in labour’s share of income has gained pace in the past five years and especially over the past 12 months.

AI Summary. Over 40% of young men identify as failures, with daily pornography use and daily gambling each associated with failure self-perception rates above 60%.

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An ISF survey of 2,000 American men aged 18–29 found 23% reported gambling daily and 27% watch pornography daily. 66% of the men who gambled daily reported feeling like a failure, as well as 63% of the men who watch pornography daily.

Are young men's struggles with addiction driving their sense of failure?

Core argument: 42% of young men identify as failures, with daily pornography viewers (63%) and daily gamblers (66%) reporting self-perceived failure at rates roughly 1.5× the overall average.

More than half of young men in our survey are now gamblers. Nearly 1 in 4 (23%) report that they gamble daily, plus 12% doing so more than several times a week, and a further 21% at least some of the time. 43% of young men say they watch pornography daily (27%) or several times a week (16%), with another 26% about weekly or less. More than 4 in 10 young men (42%) believe that the statement “all in all, I am inclined to think that I am a failure” describes them “very well” (15%) or “somewhat well” (27%). Those who view pornography (63%) and gamble (66%) every day—along with day trading and playing fantasy sports—are significantly more inclined to see themselves as a failure.

Takeaways by Macro Roundup® AI

  1. 42% of young men identify as failures, with daily pornography viewers (63%) and daily gamblers (66%) reporting self-perceived failure at rates roughly 1.5× the overall average.
  2. More than half of young men gamble at some frequency, with 23% doing so daily—a pattern concentrated among those also exhibiting compulsive pornography use and self-perceived failure.
  3. 43% of young men consume pornography daily or several times a week, with daily users (27%) disproportionately represented among those who describe themselves as failures (63%).

AI Summary. Spain's population growth between 2000 and 2025 was almost entirely (98%) driven by immigration, as natural population increase (births minus deaths) was negligible; since deaths have exceeded births since 2015, all future population growth depends entirely on continued immigration.

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Btw 2000 and 2025, ~98% of Spain’s population growth was due to immigration. In 2024, about one-third of babies born in Spain had a foreign-born mother.

Does Spain's future population depend entirely on immigration?

Core argument: Spain’s natural population balance turned negative in 2015, making immigration the sole driver of any future population growth.

Without immigration, Spain’s population would have stagnated in the first quarter of the 21st century. According to official Spanish data, births exceeded deaths by barely 200,000 for the 2000-2025 period (2025 numbers still provisional)—or less than one half of 1% of Spain’s 2000 population. Thanks to its robust immigration inflows, however, Spain registered more population growth than any other EU country between 2000 and 2025. Virtually all (98%) of Spain’s population growth was due to immigration during those years. And since deaths have exceeded births in Spain since 2015, any future growth would have to come entirely from additional immigration.

Takeaways by Macro Roundup® AI

  1. Spain’s natural population balance turned negative in 2015, making immigration the sole driver of any future population growth.
  2. without continued inflows, Spain’s population will shrink.

AI Summary. The narrowing unemployment gap between young college graduates and non-graduates reflects rising labor force dropout among non-graduates, not equal job market outcomes; the share of young non-graduates who are employed is 1.7 percentage points below pre-pandemic levels and falling, while graduates are near recovery.

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Labor force participation is rising for American college graduates aged 25–29, and is now at 89.4% – above its pre-pandemic level. Participation among non-college members of that age cohort is falling; at 78.7%, it is now below its pre-pandemic level.

Are non-graduates disappearing from the job market?

Core argument: The narrowing education-unemployment gap among young adults reflects labor force withdrawal by non-degree holders—not diminished diploma value—as workers who stop seeking jobs are excluded from unemployment calculations.

The narrowing of [the unemployment gap btw college and non-college workers] in recent years has lent support to narratives that college diplomas are losing their value amid the rise of large language models, the purported return of blue-collar work, and other job market changes. But while it may well be that diplomas have lost value, the recent shrinking of the young-adult education-unemployment gap seems to be driven mainly by a different phenomenon. Growing numbers of young adults without college degrees simply aren’t trying to find work and thus aren’t counted in unemployment calculations. The employment-population ratio for young college grads is not far off from where it was just before the pandemic and seems as if it might be headed upward again after a sharp drop in 2023 and 2024, for non-grads it is 1.7 percentage points lower than before the pandemic and clearly trending downward.

Takeaways by Macro Roundup® AI

  1. The narrowing education-unemployment gap among young adults reflects labor force withdrawal by non-degree holders—not diminished diploma value—as workers who stop seeking jobs are excluded from unemployment calculations.
  2. Young adults without college degrees carry an employment-population ratio 1.7 percentage points below pre-pandemic levels and trending downward, while college graduates have nearly recovered to pre-pandemic parity.