Edward Conard

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  • “A full-throated defense of economic dynamism.” - The Wall Street Journal
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  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “…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
  • “Unintended Consequences is full of substance, it is one of the must-read books of the year, and once I finish it I will be giving it a second read through right away.” - Tyler Cowen, Professor, George Mason 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
  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
  • “…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 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 should be read by anyone who takes for granted the superiority of progressive taxation and has not thought carefully about the trade-offs involved.” - The New Republic
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
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Friday, April 17, 2026

Continued Rise in Business Formation

AI Summary. The gap between growth-oriented and value-oriented new business applications is widening, a divergence likely driven by a proliferation of startups built around artificial intelligence. Large language models are lowering the barriers to starting a business.

Torsten Sløk Apollo
Date Posted:
April 17, 2026
Is Database:
Database

New business applications are ~ back at their pandemic-era level. Sløk argues the increase is “likely driven by the proliferation of AI-enabled startups, as large language models dramatically lower the barriers to entrepreneurship.”

Are AI tools driving a widening surge in high-growth business formation?

Core argument: U.S. business applications continue to rise, and breaking them into value and growth companies reveals a widening divergence between the two categories.

Breaking down business applications into value and growth companies reveals a widening divergence, likely driven by the proliferation of AI-enabled startups, as large language models dramatically lower the barriers to entrepreneurship.

Takeaways by Macro Roundup® AI

  1. U.S. business applications continue to rise, and breaking them into value and growth companies reveals a widening divergence between the two categories.
  2. The widening divergence in business applications is likely driven by the proliferation of AI-enabled startups.
  3. Large language models dramatically lower the barriers to entrepreneurship.

Related Articles:

  • Attention (And Money) Is All You Need: Why Universities Are Struggling to Keep AI Talent — The annual compensation gap between top industry and academic artificial intelligence researchers widened from roughly $294,000 to $1.5m, coinciding with accelerating academic out-migration toward large incumbent technology firms. Researchers who move to industry cut paper production by about 63% while increasing patent filings nearly sixfold, consistent with a shift from open science toward proprietary innovation.
  • Which Entrepreneurs Boost Productivity? — The authors find that a minority of entrepreneurs are "transformative" — generating disproportionate productivity gains, scoring high on IQ tests, being well-educated, and hiring research and development workers. They argue that economies with more such entrepreneurs and R&D workers sustain higher long-run productivity growth.
  • The Economics of Inequality in High-Wage Economies — Information technology created investment opportunities exceeding the supply of properly trained talent, while trade with low-wage economies, low-skilled immigration, trade deficits, and aging demographics eased constraints on low-skilled labor and risk-averse savings. The author argues this framework, rather than rising cronyism, explains high returns to success, slowing productivity growth, and low interest rates.
  • US Business Dynamism
  • Productivity
    • Innovation/Research
    • Startups

A Q&A on Our Economic Forecasts Amid the Evolving War with Iran

AI Summary. The authors forecast that the drag on US growth from higher oil prices will roughly offset the boost from recent tax cuts, and have lowered their GDP growth projection by 0.5 percentage points to 2.0%. Their baseline now runs about half a percentage point below estimated potential growth, with adverse scenarios three-quarters to a full point below.

Jessica Rindels and David Mericle Goldman Sachs
Date Posted:
April 17, 2026

In response to the war, GS no longer forecasts that the “transition from tariff drag in 2025 to a tax cut boost in 2026” will raise growth above potential as the drag from higher oil prices offsets the stimulative effect of tax cuts.

Do higher oil prices offset the growth boost from tax cuts?

Core argument: The authors lowered their 2026 Q4/Q4 U.S. GDP growth forecast by 0.5pp to 2.0% since the war with Iran began, reflecting higher oil prices and incoming Q1 GDP tracking data.

Coming into the year, we expected the transition from tariff drag in 2025 to a tax cut boost in 2026 to generate above-potential GDP growth this year. But as Exhibit 8 shows, we now expect the drag on growth from higher oil prices to roughly offset the boost to growth from the 2025 fiscal bill. Reflecting both the impact of higher oil prices and incoming Q1 GDP tracking data, we have lowered our 2026 Q4/Q4 GDP growth forecast by 0.5pp to 2.0% since the war began. For upcoming quarters, our baseline forecast is about ½pp below our estimate of potential growth, and in our adverse or severely adverse scenarios, GDP growth would be ¾-1pp below potential.

Takeaways by Macro Roundup® AI

  1. The authors lowered their 2026 Q4/Q4 U.S. GDP growth forecast by 0.5pp to 2.0% since the war with Iran began, reflecting higher oil prices and incoming Q1 GDP tracking data.
  2. The drag on growth from higher oil prices is now expected to roughly offset the boost from the 2025 fiscal bill, displacing an earlier expectation of above-potential GDP growth as tariff drag gave way to tax cuts.
  3. The baseline forecast puts GDP growth about ½pp below estimated potential in upcoming quarters, with adverse and severely adverse scenarios running ¾–1pp below potential.

Related Articles:

  • Electric Fury — Rising US electricity costs are burdening consumers and stirring voter anger, with the rapid build-out of artificial intelligence data centers, tariffs, and upgrades to an aging grid pushing power prices higher at rates unseen in decades. Utility bills have moved to the center of US politics alongside grocery prices.
  • Salem’s Lot: Gulf War Update; The Purge Of Senior US Military Officers; A US Fossil Fuel Reliance Fever Dream — The US is not insulated from market effects of a Strait of Hormuz closure: while US natural gas prices have declined this year, most other hydrocarbon and refined product prices have risen materially, with US crude oil, wholesale gasoline, naphtha, shipping fuel and some petrochemical increases exceeding those in Europe and Asia.
  • Are We Running Out Of Oil — An analysis of country- and product-specific oil markets identifies pockets of potential extreme tightness if the Strait of Hormuz remains effectively closed, with critically low supplies of the petrochemical feedstocks naphtha and liquefied petroleum gas in Asia and cross-product scarcity in multiple Asian countries.
  • Energy
  • GDP
    • Financial Markets
    • Growth
    • Inflation

"Look Through" the Hormuz Shock if You Want. U.S. Inflation is Still Running Hot

AI Summary. U.S. core goods inflation has been running at its fastest pace outside the post-pandemic reopening, and the author argues tariffs are not the main explanation: prices rose 8% for computer software and accessories, which are tariff-exempt, while tariff-hit motor vehicles and parts were flat. Services inflation, including restaurants, dental visits and haircuts, also remains faster than before the pandemic.

Matt Klein The Overshoot
Date Posted:
April 17, 2026

Underlying inflation has been ~2pp higher than it was pre-pandemic and began rising in mid-2025. Klein argues that this primarily reflects strong demand in both manufacturing and services rather than supply disturbances, including tariffs.

Are tariffs the main driver of faster U.S. inflation?

Core argument: Core goods inflation ran about 1 percentage point faster than pre-pandemic rates in both 2023 and 2024, with goods price declines starting to slow from mid-2024.

Prices for physical goods were rising faster than at any point outside of the post-pandemic reopening before the Iran War. While some of that can reasonably be attributed to tariffs, tariffs are not the only, or even the main explanation. First, core goods inflation was running about 1pp faster than pre-pandemic in both 2023 and 2024, with price declines starting to slow beginning in mid-2024. Second, much of the recent pick-up in core goods inflation is attributable to items that are explicitly exempted from tariffs, such as computer parts that are used in data centers. By contrast, important categories that have been subjected to large tariffs, such as motor vehicles and parts—both directly and via punitive tariffs on steel and aluminum—have experienced relatively little inflation. The PCE price index for “computer software and accessories” rose by 8% between February 2025 and February- 2026, whereas prices for “motor vehicles and parts” have been flat. The boom in demand for goods needed for AI development has dwarfed the impact of tariffs. [Further], inflation [for restaurants] and other services, such as dental visits, haircut and dry cleaning have all either remained persistently faster than before the pandemic or have accelerated in the past year. Tariffs cannot plausibly explain any of these moves.

Takeaways by Macro Roundup® AI

  1. Core goods inflation ran about 1 percentage point faster than pre-pandemic rates in both 2023 and 2024, with goods price declines starting to slow from mid-2024.
  2. Inflation for restaurants and services such as dental visits, haircuts and dry cleaning has either remained persistently faster than before the pandemic or accelerated over the past year, moves tariffs cannot plausibly explain.

Related Articles:

  • The Fed is Misreading the Inflation Risks — The author argues the Federal Reserve is wrong to attribute excess inflation mostly to goods prices driven by tariffs, since services make up the bulk of economic activity. Prices of services businesses buy as production inputs have been accelerating, as has consumer services inflation excluding imputed prices, housing, and utilities.
  • Testing Resilience — Inflation across the G20 is projected to run 1.2 percentage points higher than previously expected at 4% before easing to 2.7% the following year, while core inflation in G20 advanced economies is anticipated to weaken from 2.6% to 2.3%. These projections assume energy market disruption moderates, with oil, gas and fertiliser prices declining gradually.
  • Are Government Bonds Safe in Times of War and Pandemic? — Government bonds severely underperform in wartime, in absolute terms and relative to equities, housing, and economic growth, unlike in financial crises when bonds tend to outperform stocks. The U.S. and U.K. reduced war-driven debt-to-GDP ratios without explicit default, using surprise inflation and financial repression that shifted fiscal burdens onto bondholders.
  • Inflation
  • GDP
  • Politics

Weekly Wrap-Up: Inflation, Econ Vibes, and How the White House Decided to Go to War

AI Summary. Statistical models of University of Michigan consumer sentiment—trained on 1990–2019 data using inflation, unemployment, real consumer spending, and the S&P 500—fit the series well back to the 1950s but predict higher sentiment than observed after the pandemic price shock. Adding a variable measuring how far the consumer price level exceeded its pre-pandemic trend tracks the actual decline in sentiment.

Jared Bernstein Jared’s Substack
Date Posted:
April 17, 2026

The Michigan Consumer Sentiment Index is at an all-time low. Bernstein argues the ongoing drop in sentiment is due to the continued rise in the price level relative to its pre-pandemic trend, leaving “folks as fed up with Trump as they were with Biden.”

Does the price level gap explain weak consumer sentiment?

Core argument: Two statistical models of University of Michigan consumer sentiment, trained on 1990–2019 data using inflation, unemployment, real consumer spending, and the S&P 500, fit the series back to the 1950s but diverge after COVID's price shock.

[The chart in gallery] shows the full UMich series, along with two predictions from two statistical models, based on inflation, unemployment, real consumer spending, and the S&P 500. We trained the model on data from 1990-2019 and then forecast and backcast. As you see, both models fit the data well, even back to the 1950s. At least, they do until COVID and the shock to prices. Then the first model says we should be a lot happier, damnit! To explain the gap, [Daniel Posthumus and I added this variable] which we think of as a trend-break to the price level. We run a smooth trend through the CPI price level through 2019, and extend the trend’s 2014-19 growth rate. Think of that shaded area at the end as a quantifying of the extent to which people were shocked/surprised/angered by the jump in the price level. We plug the log difference between trend and actual into the model, which, as you see in the pullout above, tracks the actual decline in sentiment.

Takeaways by Macro Roundup® AI

  1. Two statistical models of University of Michigan consumer sentiment, trained on 1990–2019 data using inflation, unemployment, real consumer spending, and the S&P 500, fit the series back to the 1950s but diverge after COVID's price shock.
  2. After COVID, the first model implies consumer sentiment should be considerably higher than what households actually reported, leaving a gap the model's base variables do not explain.
  3. Adding a price-level trend-break variable — the log difference between actual CPI and a smooth pre-2019 trend extended at its 2014–19 growth rate — tracks the actual decline in consumer sentiment, according to Daniel Posthumus and the author.

Related Articles:

  • The Cost of Money is Part of the Cost of Living: New Evidence on the Consumer Sentiment Anomaly — Variation in the University of Michigan consumer sentiment index that inflation and unemployment cannot explain is strongly correlated with growth in consumer borrowing costs, such as mortgage and car loan rates. The authors estimate that including interest payments and homeownership costs in the consumer price index would raise measured inflation from 3% to 9%.
  • If You Hate Trump’s Economy, I Have News for You — Consumer sentiment about the economy has worsened even as the economy and affordability continued improving at roughly the same pace, falling below levels seen during the financial crisis and the pandemic. Measures of economic conditions increasingly track how people feel about the party in power, with Democratic and Republican views of the economy flipping after the change in administration.
  • Vibecessions, Part II — Consumer prices rose about 20% during both the Biden and Reagan presidencies, yet voters punished Biden's party while Reagan won in a landslide. The author argues the difference is that Americans had grown accustomed to high inflation before Reagan, whereas the surge after decades of low inflation came as a shock.
  • Inflation
  • GDP
  • Politics

A Tax Revolt Is Under Way In America

AI Summary. Polling by YouGov finds about 60% of Americans at every income level believe they are taxed too much, despite facing very different tax rates. Many states have cut taxes citing strong economic growth, localities are enacting property-tax exemptions for retirees, and the Tax Foundation warns states risk cuts they cannot afford.

Economist Staff The Economist
Date Posted:
April 17, 2026
Is Database:
Database

According to Gallup polling, the share of Americans who think the income taxes they pay are “fair” is near a record low. Politicians are responding; btw 2020 and 2026, the vast majority of US states cut personal income taxes.

Do Americans at every income level feel overtaxed?

Core argument: YouGov polling finds around 60% of Americans at every income level believe they are taxed too much, despite being taxed at very different rates, with Democrats and Republicans and rich and poor alike sharing the view.

Democrats and Republicans alike think they are overtaxed, as do both rich and poor. YouGov’s polling finds that around 60% of Americans at every income level think they are taxed too much—despite being taxed at very different rates. Statehouses are hearing this, too. Many, citing strong economic growth, have cut taxes in recent years. Enthusiasm is building to go further and faster, leaving some observers wary. “Most have done so responsibly thus far,” says Jared Walczak of the Tax Foundation, a think-tank. “But they now risk overreaching and making reductions they cannot afford.” A wave of localities is pushing through property-tax exemptions for retirees. Florida is flirting with abolishing non-school property taxes altogether. Ohio has a possible ballot initiative to scrap them in all forms.

Takeaways by Macro Roundup® AI

  1. YouGov polling finds around 60% of Americans at every income level believe they are taxed too much, despite being taxed at very different rates, with Democrats and Republicans and rich and poor alike sharing the view.
  2. Many American statehouses have cut taxes in recent years, citing strong economic growth, and Jared Walczak of the Tax Foundation says most have done so responsibly but now risk overreaching and making reductions they cannot afford.
  3. A wave of American localities is pushing through property-tax exemptions for retirees, Florida is flirting with abolishing non-school property taxes, and Ohio has a possible ballot initiative to scrap property taxes in all forms.

Related Articles:

  • Behavioral Responses to State Income Taxation of High Earners: Evidence from California — A California ballot measure raising top marginal income tax rates by up to 3 percentage points prompted an additional 0.8% of the affected tax base to leave the state, with an estimated income elasticity of 2.5–3.2 for high earners who stayed. The authors estimate these responses eroded 45.2% of windfall revenues within one year and 60.9% within two.
  • Massachusetts Town Rejects 50% Property Tax Hike — Massachusetts caps annual property tax revenue growth at 2.5% unless voters approve an override, and South Hadley voters rejected ballot measures meant to close a $3m deficit driven partly by a 42% jump in healthcare costs and reduced state aid. Municipalities nationwide face the end of federal pandemic aid, higher costs, and state-imposed revenue limits.
  • The Limits of New York’s “Tax the Rich” Policy — Between 2010 and 2022, taxpayers earning $1m or more in California, New York, Texas, and Florida accounted for about 50% of US capital gains realizations on average. Over that period Florida rose from 8% to 16.7% of millionaire capital gains income while New York fell from 14% to 8.9%.
  • Fiscal Deficits
  • Fiscal Policy
    • Government Spending
    • Taxation
  • Politics

Monday, April 20, 2026

Could AI’s Leading Men Become As Powerful As Ford Or Rockefeller?

AI Summary. Research on "transformative entrepreneurs" argues that turning inventions into long-run growth depends on tycoons who control and popularize new technologies. An analysis of 11 American technological waves over 150 years, scoring leaders by company revenue, employment, market value, corporate control, and personal wealth, ranks Henry Ford as the most powerful.

Economist Staff The Economist
Date Posted:
April 20, 2026
Is Database:
Database

An Economist analysis concludes that history suggests “prosperity requires tycoons,” as transformational entrepreneurs have played a decisive role in diffusing new technologies and are “a necessary condition of innovation.”

How powerful are today's AI tycoons compared with past industrial titans?

Core argument: John D. Rockefeller's peak wealth equalled roughly 1.5% of American GDP, and Elon Musk may be richer still depending on how his wealth is calculated, though The Economist's ranking places Henry Ford as the most powerful mogul America has seen.

A paper by Ufuk Akcigit points to the crucial role of so-called “transformative entrepreneurs” in turning inventions into long-run economic growth. In short, prosperity requires tycoons. To understand how the AI magnates compare with business titans through history, The Economist examined 11 technological waves in America over the past 150 years, from railways to the internet. For each, we picked the top five people responsible for the control, distribution and popularisation of that technology. We quantified the power of each by looking at the revenue, employment and market value of their companies at their peak, as well as a subjective assessment of the degree of corporate control held by the tycoon, along with their personal wealth. Riches alone would not capture the full extent of a tycoon’s power. At his peak the wealth of John D. Rockefeller, founder of Standard Oil, was equivalent to around 1.5% of American GDP. Mr. Musk may be richer still, depending on how his wealth is calculated. By our ranking, however, Henry Ford is the most powerful mogul America has seen so far.

Takeaways by Macro Roundup® AI

  1. John D. Rockefeller's peak wealth equalled roughly 1.5% of American GDP, and Elon Musk may be richer still depending on how his wealth is calculated, though The Economist's ranking places Henry Ford as the most powerful mogul America has seen.
  2. The Economist examined 11 American technological waves over the past 150 years, from railways to the internet, picking the top five people responsible for each technology's control, distribution and popularisation.
  3. The Economist quantified each tycoon's power using the revenue, employment and market value of their companies at their peak, plus a subjective assessment of corporate control and personal wealth, since riches alone would not capture a tycoon's full power.

Related Articles:

  • Transformative and Subsistence Entrepreneurs: Origins and Impacts on Economic Growth — Only 17% of firms are "transformative" entrepreneurs, defined as those hiring a research-and-development worker at some point; higher IQ and educational attainment strongly predict transformative entrepreneurship, though the likelihood of becoming an entrepreneur overall declines with IQ. The authors argue education subsidies address financial constraints more effectively than uniform startup or research subsidies.
  • Which Entrepreneurs Boost Productivity? — The authors find that a minority of entrepreneurs are "transformative" — generating disproportionate productivity gains, scoring high on IQ tests, being well-educated, and hiring research and development workers. They argue that economies with more such entrepreneurs and R&D workers sustain higher long-run productivity growth.
  • The Economics of Inequality in High-Wage Economies — Information technology created investment opportunities exceeding the supply of properly trained talent, while trade with low-wage economies, low-skilled immigration, trade deficits, and aging demographics eased constraints on low-skilled labor and risk-averse savings. The author argues this framework, rather than rising cronyism, explains high returns to success, slowing productivity growth, and low interest rates.
  • Politics
  • Productivity
    • Innovation/Research

Tracking the Impact of AI on the Labor Market

AI Summary. US labor force survey data show occupational stability rather than economy-wide disruption from generative artificial intelligence, with the dissimilarity in occupational mix between older and more recent college graduates rarely deviating outside a 30–33% range. The authors note this limited early impact resembles the pace of change in previous periods of technological disruption.

Martha Gimbel, Molly Kinder, Joshua Kendall, and Maddie Lee Yale University
Date Posted:
April 20, 2026

An index of dissimilarity of occupational mix between college grads aged 20–24 and those 25–34 showed a modest uptick in March relative to November 2022, but remains within its historical range, suggesting at most a modest labor market effect from AI.

Is artificial intelligence reshaping the labor market for recent graduates?

Core argument: The dissimilarity in occupational mix between older and more recent college graduates has rarely moved outside the 30–33% range since January 2021, which the authors argue is inconsistent with generative AI substantially changing the labor market for recent graduates.

Overall, the March 2026 CPS releases do not indicate a meaningful shift from December in most categories. If generative AI were in fact substantially changing the labor market for recent college graduates, we would expect to see a growing dissimilarity in the occupational mix between these two groups [Figure 8]. Taking a closer look at the trend since January 2021, the dissimilarity between older and more recent college graduates rarely deviates outside of the 30-33% range [Figure 9]. The picture of AI’s impact on the labor market that emerges from our data is one that largely reflects stability, not major disruption at an economy-wide level. The lack of widespread impacts at this early stage is not unlike the pace of change with previous periods of technological disruption. [As a prospective research strategy], preregistering areas where we would expect to see the impact and continuing to monitor monthly impacts will help us distinguish rumor from fact.

Takeaways by Macro Roundup® AI

  1. The dissimilarity in occupational mix between older and more recent college graduates has rarely moved outside the 30–33% range since January 2021, which the authors argue is inconsistent with generative AI substantially changing the labor market for recent graduates.
  2. The March 2026 Current Population Survey releases show no meaningful shift from December in most categories, a picture the authors characterize as stability rather than major economy-wide disruption from AI.
  3. The authors note that the absence of widespread AI impacts at this early stage resembles the pace of change in previous periods of technological disruption, and propose preregistering expected impact areas and monitoring monthly data to distinguish rumor from fact.

Related Articles:

  • Looking for the Ladder — The article argues that the hiring downturn in occupations most exposed to generative AI reflects interest-rate sensitivity rather than AI itself, since roughly 38% of workers in the most AI-exposed quintile work in information, finance and insurance, and professional and technical services, versus under 2% in the least-exposed quintile.
  • AI and Young-adult Jobs: The Real Mystery — Employment rates have declined for young adults both with and without college degrees, with non-degree holders faring marginally worse, and employment growth for young workers of all education levels has lagged that of other workers. Artificial intelligence can replace some lower-skilled jobs, but those jobs are too few to drive youth labor market weakness.
  • AI and the Fable of the ATMs — Bank tellers per branch fell steadily as automated teller machines spread, and total teller employment held up only because banking deregulation drove a rise in branch numbers; teller jobs are down nearly 40% from their peak. The author argues invoking this case for AI requires identifying an equivalent offsetting source of labor demand.
  • Unemployment/Participation
  • Productivity
    • Innovation/Research
  • Workforce

America Is in the Middle of a Stealth Manufacturing Boom

AI Summary. U.S. manufacturing growth is attributed to demand rather than tariffs, with McKinsey analysis finding that sectors with strong domestic production also had strong imports rather than the lower imports that reshoring would imply. Computer and electronic products output rose 7.7% while imports in the sector rose 40.5%, and aerospace and transportation equipment output rose 28%.

Greg Ip Wall Street Journal
Date Posted:
April 20, 2026

US manufacturing output has increased 2.3% since January 2025. In the sectors where output rose, so did imports, suggesting the increase is due to changes in underlying demand, not tariffs.

Is demand rather than tariffs driving U.S. manufacturing growth?

Core argument: U.S. domestic production of computer and electronic products rose 7.7% in the fourth quarter from a year earlier while imports in the sector rose 40.5%, part of a pattern McKinsey found in several sectors where strong production coincided with strong imports.

This stealth recovery, though, isn’t because of tariffs. Instead, credit goes to the most basic economic force of all: demand. The U.S. is good at making things that happen to be in big demand right now. McKinsey looked at production, imports and investment, reasoning that reshoring would be associated with lower imports and more investment. While no uniform pattern emerged, they did find in several sectors that where domestic production was strong, so were imports. Where production was down, so were imports. For example, domestic production of computer and electronic products last year was up 7.7%. (All its figures are from the fourth quarter compared with a year earlier.) But imports in this sector were up even more, by 40.5%. Aerospace and transportation equipment (which excludes trucks and cars) also boomed last year, with domestic output up 28%. No mystery here. Boeing’s jetliner deliveries soared 72% last year to 600 as production, curtailed over safety scrutiny, recovered. A new global arms race is lifting orders for jet fighters, missiles and helicopters. Meanwhile, aerospace imports rose 3%.

Takeaways by Macro Roundup® AI

  1. U.S. domestic production of computer and electronic products rose 7.7% in the fourth quarter from a year earlier while imports in the sector rose 40.5%, part of a pattern McKinsey found in several sectors where strong production coincided with strong imports.
  2. Aerospace and transportation equipment output, excluding trucks and cars, rose 28% from a year earlier while aerospace imports rose 3%, as Boeing's jetliner deliveries climbed 72% to 600 after production curtailed by safety scrutiny recovered.
  3. The U.S. manufacturing recovery is credited to demand rather than tariffs, with a global arms race lifting orders for jet fighters, missiles and helicopters.

Related Articles:

  • Crises at Boeing and Intel Are a National Emergency — Intel and Boeing, once benchmarks for high-quality, demanding manufacturing, declined because of their own mistakes rather than cheap foreign competition. Because leading U.S. tech firms' software and devices depend on advanced semiconductors fabricated under contract, especially by Taiwan Semiconductor Manufacturing Co., Chinese subjugation of Taiwan could leave the U.S. tech sector at Beijing's mercy.
  • What Would It Take to Bring Back US Manufacturing? Part 2: Making American Manufacturing More Productive — The authors argue the United States is a decade away from the scale of automated "lights-out" manufacturing needed to meet its own end-to-end demand at comparable cost. With 98% of US manufacturers being small or medium enterprises, low deployment of mature productivity technologies reflects limited commercial adoption and investment rather than technical readiness.
  • Geopolitics And The Geometry Of Global Trade: 2026 Update — Shipments of AI hardware rose almost 40%, accounting for about a third of global trade growth, drawing on supply chains running through Taiwan, South Korea, and parts of Southeast Asia. The US added roughly half of the world's new data center capacity, and its AI-related goods trade rose about 66%.
  • Productivity
    • Investment
  • GDP
    • Trade (not deficits)

Anduril, Palantir and SpaceX Are Changing How America Wages War

AI Summary. America's three largest legacy defense contractors—Lockheed Martin, RTX and Northrop Grumman—together generated roughly 8x the combined sales of newcomers Anduril, Palantir and SpaceX, yet the three upstarts are worth more than 3x the legacy trio. Their valuations reflect investor optimism that they can shake up the arms industry.

The Economist Economist Staff
Date Posted:
April 20, 2026

Palantir has a market value greater than RTX, Lockheed and Northrop individually. Going into its public offering, SpaceX has a market value of $1.25T. Collectively, the 3 “neo-primes” have a market value 3x that of the traditional “prime” defense contractors.

Are defense newcomers worth more than legacy contractors despite lower sales?

Core argument: Lockheed Martin, RTX and Northrop Grumman together generated roughly eight times the combined sales of Anduril, Palantir and SpaceX last year, with SpaceX and Palantir earning much of their revenue from customers other than the Pentagon.

Last year America’s three biggest legacy primes—Lockheed Martin, RTX and Northrop Grumman—between them generated around eight times the combined sales of the three newcomers (and SpaceX and Palantir make much of their money from customers other than the Pentagon). Even so, investors are bullish. The upstart trio are worth more than three times the three biggest legacy contractors, reflecting among other things optimism over their ability to shake up the arms industry. The price tag on the company partly reflects the record amounts of venture-capital money pouring into defence startups in America. The buzz is helped by President Donald Trump’s quixotic quest to have Congress boost the next fiscal year’s defence budget by more than two-fifths from its current level, to $1.5trn.

Takeaways by Macro Roundup® AI

  1. Lockheed Martin, RTX and Northrop Grumman together generated roughly eight times the combined sales of Anduril, Palantir and SpaceX last year, with SpaceX and Palantir earning much of their revenue from customers other than the Pentagon.
  2. Anduril, Palantir and SpaceX are worth more than three times the three biggest legacy defence contractors, reflecting among other things investor optimism about their ability to shake up the arms industry.
  3. Record amounts of venture-capital money are flowing into American defence startups, with the buzz helped by President Donald Trump's quest to have Congress raise the next fiscal year's defence budget by more than two-fifths, to $1.5trn.

Related Articles:

  • The Cold War and the U.S. Labor Market — The authors estimate that declining U.S. military procurement spending from the 1950s to the 1990s explains roughly 18–30% of the decline in manufacturing employment and just under 10% of the rise in top-decile income inequality. They argue Cold War procurement raised demand for manufacturing workers and helped sustain tight labor markets for low-skill workers.
  • The Intellectual Spoils of War? Defense RD, Productivity and International Spillovers — The authors estimate that a 10% increase in government-financed R&D, largely defense, is associated with a 4.3% rise in privately funded R&D across OECD countries, indicating "crowding in" rather than "crowding out." They also find international spillovers raise private R&D abroad, though the overall effect on US productivity growth is modest.
  • Are Government Bonds Safe in Times of War and Pandemic? — Government bonds severely underperform in wartime, in absolute terms and relative to equities, housing, and economic growth, unlike in financial crises when bonds tend to outperform stocks. The U.S. and U.K. reduced war-driven debt-to-GDP ratios without explicit default, using surprise inflation and financial repression that shifted fiscal burdens onto bondholders.
  • Security
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Why Higher Pay Hasn’t Made Young Adults Feel Richer

AI Summary. As university attendance has expanded, the average graduate has shifted from economic elite to norm, placing graduates lower in the socio-economic pecking order than graduates of the past. In both the UK and US, only 10% of graduates are in the lowest earnings quartile, but one in three ranks in the bottom bracket for earnings relative to expectations.

John Burn-Murdoch Financial Times
Date Posted:
April 20, 2026
Is Database:
Database

John Burn-Murdoch argues that the expansion of higher education has worsened the relative economic status of both graduates and non-graduates. “The average graduate shifts from being the elite to the norm,” and the non-graduate is “ever more disadvantaged.”

Does expanding university attendance leave graduates falling short of expectations?

Core argument: In both the UK and US, only 10% of graduates fall in the lowest earnings quartile, yet one in three ranks in the bottom bracket for earnings relative to reasonable expectations.

The expansion of higher education, while well intentioned and clearly beneficial in many aspects, has upset the balance between expectations and outcomes. The dynamic I’m talking about here is a much broader phenomenon [than the erosion of the graduate wage premium]. As more and more people go to university, the average graduate shifts from being among the economic elite to being the norm, placing them much further down the socio-economic pecking order than graduates of yesteryear. The result is that even though today’s young adults, and graduates in particular, are over-represented in the top quartile of the earnings distribution, they are also far more likely to be at the bottom than the top for earnings relative to reasonable expectations. In both the UK and US, even though only 10% of graduates are in the lowest earnings quartile, one in three is in the bottom bracket for earnings relative to expectations. As a larger share of youngsters go to university, those who don’t are an ever more disadvantaged slice of their generation.

Takeaways by Macro Roundup® AI

  1. In both the UK and US, only 10% of graduates fall in the lowest earnings quartile, yet one in three ranks in the bottom bracket for earnings relative to reasonable expectations.
  2. The expansion of higher education has shifted the average graduate from the economic elite to the norm, placing them further down the socio-economic pecking order than graduates of earlier generations.
  3. As a larger share of young people attend university, those who do not are an ever more disadvantaged slice of their generation.

Related Articles:

  • The Middle Class Is Shrinking Because of a Booming Upper-Middle Class — Analyses showing a shrinking middle class typically use relative income thresholds that rise with median income, so they can register decline even when living standards rise across the distribution. Using an absolute definition, the authors find the core middle class shrank because the upper-middle class grew from 10% of families to 31%, doubling its income share.
  • Do Adults Have the Skills They Need to Thrive in a Changing World? — An international assessment of adult skills describes numeracy proficiency levels ranging from counting objects and adding small whole numbers at the lowest level, to extracting information from tables and graphs and performing basic arithmetic with money and percentages at Level 1, up to analysing complex mathematical information and critically evaluating whether data support a claim at Level 5.
  • Military Officer Quality in the All-Volunteer Force — The authors find a steady decline in U.S. Marine Corps officers' General Classification Test scores, which is statistically associated with the expansion of college attendance and explains 96% of the measured change. They also find a positive association between African American officers and mean test scores, arguing affirmative action has not lowered officer quality.
  • Inequality
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    • Family/Marriage
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Florida’s Population Boom Fizzles as High Costs Drive Away Middle Class

AI Summary. Florida's net domestic migration has slowed to a trickle as prime-working-age residents leave citing affordability and arrivals from other states decline. An influx of wealthy newcomers has helped drive up home prices, inflation in parts of the state outpaced the national average, home-insurance rates soared, and deaths began outnumbering births.

Arian Campo-Flores and Paul Overberg Wall Street Journal
Date Posted:
April 20, 2026

Florida’s migration patterns have changed. Outflows of workers aged less than 44 drove domestic out-migration in cities like Orlando, Naples and Panama City in 2024 as affordability declined. Deaths have outnumbered births in Florida since 2020.

Florida’s migration patterns have changed. Outflows of workers aged less than 44 drove domestic out-migration in cities like...

Are rising living costs slowing a fast-growing state's population gains?

Core argument: Florida's net domestic migration has slowed to a trickle, as residents in their prime working years leave for other states citing affordability while arrivals from other states shrink.

Florida’s migration patterns are changing dramatically. Residents in their prime working years are heading to other states, often citing affordability concerns. At the same time, the stream of people arriving from other states is shrinking. Meanwhile, an influx of wealthy people from other states—turbocharged during the pandemic—has helped drive up home prices. Inflation in parts of Florida outpaced the national average over the past decade and home-insurance rates soared. Florida lost one driver of population growth when deaths began to outnumber births in the state in 2020. Large flows of immigration fueled gains for years, but have waned under the Trump administration’s hard-line policies. Despite the influx of wealth, net domestic migration—people arriving from other states minus those leaving to other states—has overall slowed to a trickle in the past few years.

Takeaways by Macro Roundup® AI

  1. Florida's net domestic migration has slowed to a trickle, as residents in their prime working years leave for other states citing affordability while arrivals from other states shrink.
  2. Florida lost a driver of population growth in 2020 when deaths began to outnumber births, while large immigration flows that fueled gains for years have waned under the Trump administration's hard-line policies.
  3. An influx of wealthy arrivals from other states, turbocharged during the pandemic, has helped drive up Florida home prices, and inflation in parts of Florida outpaced the national average over the past decade as home-insurance rates soared.

Related Articles:

  • With Less Immigration, Urban Growth Slowed in 2025 — Census population estimates show urban counties growing more slowly than suburbs, smaller metropolitan areas, and rural areas, with all county types slowing as immigration fell and the slowdown especially sharp in urban counties. Domestic migration is driven more by affordability, with people leaving expensive urban counties for cheaper suburbs and smaller communities.
  • Where Americans Choose to Move and Where They Leave — County-level mapping of net domestic migration within the United States shows some counties gained net movers equal to 10% or more of their 2020 population while others lost an equivalent share, excluding international moves.
  • The Economic Geography Of The 2024 Elections — Counties where government transfer programs such as Social Security, Medicare, Medicaid, and unemployment insurance make up at least a quarter of personal income gave Trump 63% of the vote, while counties where transfers account for less than 15% gave Harris 56%. Transfers supplied 18% of total US personal income.
  • Demographics
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