Edward Conard

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Five Points about U.S. Trade Over the Last Thirty Years

AI Summary. U.S. exports of intellectual-property-related services, which include research and development, have not grown significantly since the 1990s, while offshore profits of U.S. firms booked in tax havens have risen rapidly. Reported software exports run about $30bn a year, a quarter of it to Ireland, reflecting corporate tax avoidance.

Brad Setser Council on Foreign Relations
Date Posted:
May 12, 2020
Is Database:
Database

IP export stagnation reveals trade paradox: Tech-driven US shows flat IP service growth since 1990s. Software exports only $30bn/yr, 25% to Ireland, suggesting tax strategy over trade gains. @BradStester

Do tax havens explain why U.S. IP service exports stagnated?

Core argument: U.S. exports of IP-related services, a category broad enough to include R&D exports, have not grown significantly since the 1990s, despite the U.S. being a service-driven economy with tech hubs in San Francisco and Seattle.

Despite the U.S. being a service-driven economy with major tech hubs like San Francisco and Seattle, exports of IP [Intellectual Property] related services have not grown significantly since the 1990s. This stagnation is surprising given the broad definition of IP services, which includes R&D exports. Reported trade data shows software exports at $30bn annually, with a quarter going to Ireland, highlighting corporate tax avoidance. The lack of growth in IP service exports contrasts with the rapid increase in offshore profits of U.S. firms, often booked in tax havens. This trend underscores that globalization's benefits have largely accrued to IP owners rather than through increased exports of advanced goods. The persistent trade deficit in manufacturing, exacerbated by the dollar's strength post-2014, further illustrates the limited impact of globalization on U.S. export growth, challenging the narrative that trade would bolster U.S. manufacturing and IP service sectors.

Takeaways by Macro Roundup® AI

  1. U.S. exports of IP-related services, a category broad enough to include R&D exports, have not grown significantly since the 1990s, despite the U.S. being a service-driven economy with tech hubs in San Francisco and Seattle.
  2. Reported U.S. software exports total $30bn annually, with a quarter going to Ireland, a pattern attributed to corporate tax avoidance.
  3. Stagnant IP service exports alongside rapidly rising offshore profits of U.S. firms booked in tax havens suggest globalization's benefits accrued largely to IP owners rather than to exports of advanced goods, with the manufacturing trade deficit persisting as the dollar strengthened after 2014.

Brad Setser, "Five Points about U.S. Trade Over the Last Thirty Years," Council On Foreign Relations, May 8, 2020, https://www.cfr.org/blog/five-points-about-us-trade-over-last-thirty-years

Five Points about U.S. Trade Over the Last Thirty Years

1. Globalization hasn’t meant increased demand for U.S. exports of manufactures over time…

Exports of manufactures (using the SITC data from chemicals through miscellaneous manufactures) are no higher, as a share of U.S. GDP, than they were in the 1990s…

In fact, exports of manufactures are now, after the dollar's 2014 appreciation, about a percentage point of GDP below their average level in the 1990s.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 1


Back when I first learned about trade, the usual story around gains from trade was that trade would allow the United States to specialize in advanced manufacturing, and trade its knowledge intensive goods for imported goods from the rest of the world. That isn’t the story that has played out in the data.

If trade with NAFTA is set aside, the broadest possible definition of U.S. manufacturing exports—using the NAICS data here, which includes a lot of food processing*—puts exports beyond North America at less than 4 percent of U.S. GDP. Around a sixth of those exports are civil aircraft, aircraft engines, and aircraft parts—and thus are in a sector that is particularly exposed to the corona virus shock.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 2


For better or for worse (I would say mostly for worse), manufactured exports are a sufficiently small share of the U.S. economy that they really would have trouble driving a U.S. recovery.

The United States’ limited extra-regional exports are also not just a function of the United States’ large size—European (EA) exports to the United States and China are now almost three times bigger than U.S. exports to Europe (EU) and China (as a share of each region's GDP). Back in 2009 and 2010, the Obama Administration liked to talk about how the U.S. recovery from the global financial crisis would be led by exports and investment.

But it turned out that Europe’s recovery was the one that was led by exports…

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 3


China's exports have come down relative to the size of its economy after the global financial crisis. But exports to the United States were about 4 percent of Chinese GDP before the trade war, and exports to Europe were around 3 percent of China's GDP. So exports to these two big markets alone exceed total U.S. manufacturing exports to the world.

2. U.S. exports of IP related services haven’t grown all that fast since the 1990s

This one surprises people. The U.S. is a service driven economy after all. And San Francisco and Seattle are home to a lot of very profitable technology companies (I used a broad definition of IP related services as well, one that includes business services to capture R&D exports).

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 4


This stylized fact also surprised me to be honest. Following the money led me into the world of corporate tax avoidance. $30 billion a year in software exports does seem to be too low, but that is what is in the reported trade data. And yes, a quarter of those exports do go to Ireland. Go figure.

I wish a tax knock-down of Apple (showing the huge share of the profit that ends up in Ireland) was as widely known as the supply chain knock down that purports to show that only a small fraction of the manufactured value-add in an iPhone comes from China (that study is out of date by the way even if the fact checkers at large newspaper haven't noticed—China now accounts for about a quarter of the manufacturing value add).

3. The dollar’s strength from 2000 to 2003 really hurt the U.S. economy—having a currency that rallies in a recession isn’t necessarily a good thing.

Strong demand growth often pulls in imports and leads to an increase in the trade deficit.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 5


That’s what happened in the late 1990s for example. With demand growth then really strong, there was ample demand for U.S. made goods even with rising imports.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 6


This correlation (the red line in the chart above is net goods exports and it usually moves in the opposite direction of the dotted blue domestic goods demand line; the strong blue line is a rough measure of domestic demand for U.S. goods**) leads some to argue that a rising trade deficit is generally a sign of economic strength.

But rising imports aren’t always a sign of strong demand and a booming economy.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 7


Take the period of after the dot-com crash. The trade deficit rose over this period, even when the United States economy was in the doldrums.

For example, the dollar’s strength from 2000 to 2003 weighed on exports and pulled in imports. In the period immediately after the dot-com crash imports of goods (the redline below) were almost as strong as they were during the dot-com boom even though U.S. goods demand was much weaker. That meant that U.S. production bore the brunt of the fall in demand for goods.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 8


The rise in the real trade deficit in this period contributed to the jobless recovery. Goods demand rose by an average of a percentage point a year over these four years (4 percentage points cumulatively) and approximately 50 percent of that demand went to imports. That hurt, particularly as the large share of demand flowing to imports came at a time when exports weren’t growing.

Net goods trade subtracted an average of a half a percentage point from U.S. growth between 2001 and 2004—with most of the cumulative two percentage point drag coming in 2002 (the strong dollar effect) and in 2004 (likely the China shock).

In fact, goods trade was a drag on the U.S. economy in two of the last four slowdowns in domestic manufacturing demand. Goods imports didn’t fall that much when demand fell during the dot-com recession and the rise in imports then weighed on the subsequent recovery. Falling exports added to the impact of the oil investment crash in 2014 and 2015 and thus contributed to the mini recession in manufacturing.

4. Those who argue that imports from China simply displaced imports from the rest of Asia haven’t spent enough time playing with the detailed U.S. trade data.

Between the end of 2002 and the end of 2006 (the “China shock” period) imports of all manufactured goods rose by about a percentage point of U.S. GDP.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 9


The argument that China just displaced goods imports from the rest of Asia rests to a degree on a data trick—comparing imports in 2000 (well before China actually entered in the WTO, and at the peak of the dot-com boom) to imports in 2004. The 2002 to 2006 comparison is I think the much more relevant one

The China shock documented by David Autor and his co-authors was real. It also was about a percentage point of GDP, not more.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 10


And to be clear, the China shock was much smaller than the shock from the global financial crisis—let alone the current corona virus shock.

5. The big U.S. gains from globalization—setting aside the gains to consumers from lower goods prices, —have gone to those who own intellectual property that can be off-shored to a tax haven.

As I noted at the start, the past twenty-five years haven’t seen any growth in manufactured exports as a share of GDP. The same is broadly true for agricultural exports. The U.S. exports commodity crops like soybeans, wheat and corn. But the U.S. imports a lot of wine and spirits—and a lot of seafood—so overall trade in foods and feeds is pretty balanced. Nor has there been especially strong growth in exports of IP related services.

But there has been rapid growth in the offshore profits of U.S. firms—and the net income (offshore profits from U.S. firms vs. the U.S. profits of foreign firms)—over this period. And a large share of that income is now booked in global centers of corporate tax avoidance. Those who own the income streams from those offshore profits generally have done well (see Herman Mark Schwartz).

Yet the sum of offshore profits and the surplus in IP related services trade still falls short of covering the deficit in manufactures. That is especially the case after the dollar’s 2014-15 rise increased the size of the manufacturing deficit while reducing the dollar value of the profits U.S. firms earn abroad.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 11


The books balance, basically, because the U.S. exports debt to the world.

That is again clear in the data after the one-off impact of the Tax Cuts and Jobs Act has faded (the repatriation of profits held offshore reduced U.S. foreign direct investment abroad and reduced foreign holdings of U.S. debt—this shows up clearly for example if you look at the U.S. balance of payments with Ireland).

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 12


This fit here is remarkable in my view, as I have entirely left out commodities trade from the chart. U.S oil imports and exports now roughly balance, but the excess debt exports from 2005 to 2008 in the chart above were needed to cover the oil import bill at the time.

Assessments of the winners from globalization therefore need to include the owners of offshored intellectual property and the associated profits (easy enough) and those who benefit from large exports of bonds (a harder question).

All of the points above are somewhat controversial, though I believe all are also well grounded in the actual trade and balance of payments data. Persistent trade deficits do have distributional consequences (see Yakov Feygin and Dominik Leusder).

And the persistent deficit in manufacturing trade is to a degree a function of political choices both here and abroad—President Trump isn’t wrong about this, though his efforts to pin the entire deficit on bad trade deals have fallen short of the mark. His trade policy has at best offset the trade impact of his stimulus, and done so—to date—largely by driving down overall U.S. demand for manufactures rather than by raising U.S. production.

What U.S. policy choices then that have had the biggest impact on the trade balance over time? Two stand out in my view.

A de-industrial policy carried out through the tax code, which has long favored offshore manufacturing of high value-added components (especially in the pharmaceutical sector/hence the large goods trade deficit with Ireland). The “Ireland first” provisions of the tax code for example have contributed to the recent large rise in the trade deficit with Europe.

Five Points about U.S. Trade Over the Last Thirty Years: Extended Excerpt Image 13


And failing to take effective action—which would be a policy shift with costs of its own—against large scale currency intervention (see Bayoumi, Gagnon and Saborowski for quantification) and government policies that have pushed the assets of large national pension funds abroad. The United States has in practice adopted a laissez faire approach to currency intervention—the only designation for currency manipulation in the past twenty five years was a politically motivated designation of China at a time when it wasn’t actually behaving badly in the foreign currency market. Most countries have been free to intervene to hold their currencies down without any real countervailing pressure from the United States.

Obviously relative fiscal policy stances also matter—the United States has tended to make up for weakness in private demand with fiscal policy, while Europe, Korea, Taiwan and others have not. But with overall global demand weak, I find it hard to fault the United States for excessive deficits more than the balance of payments surplus countries for running persistent twin surpluses and relying on (weak) global demand to offset their fiscal tightness.

In any case, one central feature of America' experience with globalization over the last twenty five years is that it hasn't delivered, in aggregate, a positive shock to manufactured exports. The big gains haven't gone to workers in those sectors, but rather to the owners of profits that have been shifted to low tax jurisdictions. It is time, in my view, for a debate over the policies that contributed to these outcomes—policies that go well beyond standard trade policy.

* The SITC data is a bit too narrow, but it goes back a long ways. The NAICs data is better and more detailed, but my data series only starts in 2002. The NAICs data matches the definition of manufacturing used in the monthly trade release. I did not attempt to adjust for reexports though. And the NAICS definition of manufacturing actually captures a decent amount of agricultural exports, as, for example, most pork will be exported after slaughter and show up as a pork product (processing into chops and bacon is a substantial transformation) and exports of spirits are considered a manufactured good. I did adjust for refined petrol. These differences account for the differences in levels in the charts.

** I used the NIPA contributions series for real goods trade and real demand for goods. Drawing on the insight in Bussière, Callegari, Ghironi, Sestieri, and Yamano, I added business fixed investment to goods consumption to roughly approximate domestic demand for goods

"Globalization hasn’t meant increased demand for U.S. exports of manufactures over time…U.S. exports of IP related services haven’t grown all that fast since the 1990s... (I used a broad definition of IP related services as well, one that includes business services to capture R&D exports)….This stylized fact also surprised me to be honest. Following the money led me into the world of corporate tax avoidance. $30 billion a year in software exports does seem to be too low, but that is what is in the reported trade data. And yes, a quarter of those exports do go to Ireland. Go figure. I wish a tax knock-down of Apple (showing the huge share of the profit that ends up in Ireland) was as widely known as the supply chain knock down that purports to show that only a small fraction of the manufactured value-add in an iPhone comes from China (that study is out of date by the way even if the fact checkers at large newspaper haven't noticed—China now accounts for about a quarter of the manufacturing value add)….The dollar’s strength from 2000 to 2003 really hurt the U.S. economy—having a currency that rallies in a recession isn’t necessarily a good thing....Those who argue that imports from China simply displaced imports from the rest of Asia haven’t spent enough time playing with the detailed U.S. trade data....The big U.S. gains from globalization—setting aside the gains to consumers from lower goods prices, —have gone to those who own intellectual property that can be off-shored to a tax haven…”

+ what I found to be surprising fact that exports of IP related services haven’t really grown since the 1990s:

Great charts from Brad as he argues that too many of the gains to the US from globalization have turned up as offshore profits from us firms, and not from rising exports of technologically sophisticated goods.

Ed Comment:A couple thoughts 1) He’s not integrating the demand for dollar denominated debt enough into his analysis/narrative. So he says, The dollar’s strength from 2000 to 2003 really hurt the U.S. economy. But the dollar’s strength was surely a symptom of something left unsaid in his narrative, namely the demand for dollar denominated assets, namely debt. Similarly he is “amazed” by the fit between the manufacturing deficit and the export of debt, when the demand for dollar denominated assets is primary driver (the primary drive is probably the demand for domestic employment that fall short of full potential because of a surplus of savings, which is solved by exporting savings and employment. 2) this shortfall in his narrative shows up in his 4thpoint. The demand for dollar denominated assets comes primarily from China. So of course, if china’s trade surplus with the US declines, it won’t necessarily be picked up by the rest of Asia, who have a different demand for dollar denominated assets. But I don’t understand his graph. Similarly, he says: The rise in the real trade deficit in this period (early 2000s) contributed to the jobless recovery. Because our demand for savings wasn’t pulling in offshore saving, it took time for the US economy to figure out how to deploy the offshore savings, which were eventually recycled via subprime consumption. Offshore demand for dollar denominated assets and not trade on its own drove these dynamics. 3) I don’t think he fully understands offshore IP. It (partially) “returns” to the US as appreciated stock prices, (some of which ends up as appreciated real estate prices) which causes people to behave differently (e.g. take more risk). Economists just don’t seem able to wrap their heads around this other than to say there are wealth effects.

Brad Comment:“…right -- I took total exports and import (for manufactures) and then subtracted out canada and Mexico so the bottomlines basically showing balanced trade in manufacturing inside N America(US imports manufactures on net from mexico but exports on net to Canada)…”

Steve Comment:Re: “U.S. Manufacturing Trade as a Share of U.S. GDP?” I didn’t understand that either and pinged him, he had mislabeled the lines, the bottom two lines are “manufactured imports and exports for the NAFTA countries”

Ed Comment:Add that to the note. What I didn’t understand was how the graph after his 4thpoint made his 4thpoint: that the rest of Asia doesn’t fully substitute for Chinese exports to the US when China slows exports. You would think he would show a graph of Chinese exports to the US compared to not-Chinese exports to the US. Or even better. Chinese surplus exports vs not-Chinese surplus exports. Or even better, Chinese surplus exports vs not-Chinese other Asian surplus exports. What he does show on two different graphs with 2 different scales and two slightly different time lines is that Chinese exports to the US started declining in early 2019 from 2.5% of US GDP to 2% and, if you squint and look at a different graph, that US imports decline from 7.5 to 7%. attached. include this verbiage and graph in the entry.

  • Business Cycle
  • Comparisons
    • Historical
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  • GDP
    • Savings Glut/Trade Deficit
    • Trade (not deficits)
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Showing 218 database articles primarily about Business Cycle

3% vs. 60%

AI Summary. The direct lending market is roughly $2tn, or about 3% of total US household and business debt outstanding, compared with mortgages accounting for about 60% of total household and corporate debt at the peak of the housing bubble.

Torsten Sløk Apollo
Date Posted:
April 8, 2026
Is Database:
Database

Torsten Sløk notes the direct lending market is ~$2T or 3% of household and non-financial debt outstanding. To provide context, he shows that in 2006, on the eve of the crisis, mortgages accounted for ~60% of such debt.

Is direct lending too small to threaten the financial system?

Core argument: The direct lending market totals roughly $2 trillion, about 3% of total debt outstanding for US households and businesses.

The direct lending market is roughly $2 trillion, or about 3% of total debt outstanding for US households and businesses. By comparison, mortgages accounted for about 60% of total household and corporate debt at the peak of the housing bubble in 2006.

Takeaways by Macro Roundup® AI

  1. The direct lending market totals roughly $2 trillion, about 3% of total debt outstanding for US households and businesses.
  2. Mortgages accounted for about 60% of total US household and corporate debt at the peak of the housing bubble in 2006, compared with direct lending's roughly 3% share.

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  • Data Update 7 for 2026: Debt and Taxes — The author argues that companies are collectively over-investing in artificial intelligence and that markets will correct when that belief dissipates. Because debt, particularly private credit, now finances much of this investment, the author contends a correction would spread beyond equity holders and produce a banking-style crisis driven by non-bank lenders.
  • Business Cycle
  • GDP
    • Financial Markets

Top 10% of Earners Drive a Growing Share of US Consumer Spending

AI Summary. An analysis of Federal Reserve data found the top 10% of US earners accounted for 49.2% of total consumer spending, up from 48.5% the prior quarter and the highest share in data going back to 1989. Spending by the bottom 80%, those making under roughly $175,000, has merely kept pace with inflation.

Jonnelle Marte Bloomberg
Date Posted:
September 17, 2025
Is Database:
Database

Mark Zandi finds Americans in the top 10% of the income distribution accounted for 49.2% of consumer spending in Q2, the highest level since 1989.

Are top earners accounting for a record share of consumer spending?

Core argument: The top 10% of US earners accounted for 49.2% of total consumer spending in the second quarter, up from 48.5% in the first quarter and the highest share in data going back to 1989, according to Mark Zandi's analysis of Federal Reserve data.

Consumers in the top 10% of the income distribution accounted for 49.2% of total spending in the second quarter, up from 48.5% in the first quarter, reaching the highest level in data going back to 1989, according to an analysis of Federal Reserve data by Mark Zandi, chief economist for Moody’s Analytics. In contrast, the bottom 80% of the income distribution, or consumers making less than roughly $175,000 a year, have seen their spending merely keep pace with inflation since the pandemic.

Takeaways by Macro Roundup® AI

  1. The top 10% of US earners accounted for 49.2% of total consumer spending in the second quarter, up from 48.5% in the first quarter and the highest share in data going back to 1989, according to Mark Zandi's analysis of Federal Reserve data.
  2. Consumers in the bottom 80% of the income distribution, making less than roughly $175,000 a year, have seen their spending merely keep pace with inflation since the pandemic, according to Moody's Analytics chief economist Mark Zandi.

Related Articles:

  • The U.S. Economy Depends More Than Ever on Rich People — Moody's Analytics estimates the top 10% of earners account for 49.7% of all U.S. consumer spending, a record in data going back to 1989, up from about 36% three decades ago, with their spending alone equal to almost one-third of gross domestic product.
  • To Understand America Today, Study the Zero-Sum Mindset — Younger generations in the United States and other rich countries hold more zero-sum views than older ones, a pattern researchers link to growing up amid slower economic growth and lower mobility. People who have surpassed their parents, or whose families rose over generations, are less likely to think in zero-sum terms.
  • Zero-Sum Thinking and the Roots of U.S. Political Divides — Zero-sum thinking — viewing gains for one group as losses for another — is associated with greater support for liberal economic policies, stronger alignment with the Democratic Party, and weaker alignment with the Republican Party. The authors also find it linked to believing the QAnon conspiracy theory holds some truth and to sympathy for the attack on the U.S. Capitol.
  • Business Cycle
  • GDP
  • Workforce
    • Inequality

Litigation Nation, Engineering Empire

AI Summary. Regrouping US college majors to match Chinese disciplines yields a 2:1 ratio of science and engineering to humanities and social sciences, the same ratio as in China. The author argues America's building slowdown reflects structural economic shifts—urbanization reached 70% by 1960 and 85% by 2020, shifting needs toward maintenance—rather than a lawyerly culture.

Jonathon Sine Cogitations
Date Posted:
September 2, 2025
Is Database:
Database
Is Important:
Important

Jonathon Sine argues China “is moving beyond its breakneck industrial prime, facing similar dilemmas to those America confronted in the 1960s and 70s.” The ratio of science/engineering to humanities undergraduate majors is 2:1 in both the PRC and US.

Does America's building slowdown reflect structural shifts rather than lawyerly culture?

Core argument: Regrouping US college majors according to Chinese disciplines yields a 2:1 ratio of science/engineering to humanities/social sciences, the same ratio as in China when management is grouped with science/engineering in both.

Dan Wang’s “big idea” [is] “China is an engineering state, building big at breakneck speed, in contrast to the United States’ lawyerly society, blocking everything it can, good and bad.” I re-group US college majors according to Chinese disciplines to allow for rough comparison. Surprisingly, the ratio of science/engineering to humanities/social sciences is 2:1, the same as in China (if one groups management with science/engineering, as I also do for China). As with China today, America’s breakneck building phase was decidedly winding down by the 1960s. Urbanization went from 40% in 1900 to 70% by 1960, and grew much more incrementally over the next 60 years to 85% by 2020. The country simply did not need to continue building dams, expressways, and energy production facilities at breakneck pace. It became much more a matter of maintaining and upgrading (which has not gone well, at least according to the American Society of Civil Engineers’ report card). The American [building/investment slowdown that started after the 1970s] may be more about structural economic shifts than lawyers.

Takeaways by Macro Roundup® AI

  1. Regrouping US college majors according to Chinese disciplines yields a 2:1 ratio of science/engineering to humanities/social sciences, the same ratio as in China when management is grouped with science/engineering in both.
  2. US urbanization rose from 40% in 1900 to 70% by 1960, then grew more incrementally to 85% by 2020, with America's breakneck building phase winding down by the 1960s.
  3. The US building and investment slowdown that began after the 1970s may owe more to structural economic shifts than to lawyers, qualifying Dan Wang's contrast between China's engineering state and America's lawyerly society.

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  • The Real China Model — China generates more electricity annually than the United States and European Union combined, having added capacity equivalent to the United Kingdom's total supply each year. Electricity makes up nearly 30% of China's energy use, versus 22% in the US and 21% globally, and its share is growing about 6% a year.
  • America’s Housing Affordability Crisis and the Decline of Housing Supply — Housing production intensity has fallen substantially, especially in fast-growing Sunbelt markets once known for building, converging toward the low rates long seen on the coasts and in declining industrial centers. The authors argue incumbent-controlled regulation explains the weakening link between high prices, high demand areas, and new construction.
  • Business Cycle
  • GDP
    • Growth

How America’s AI Boom Is Squeezing The Rest Of The Economy

AI Summary. About a sixth of America's 2% real GDP growth over the past year came from investment in computer and communications equipment and data centres, and one estimate puts the artificial intelligence boom's total contribution to growth at 40%. Average electricity bills rose 7%, attributed in part to data-centre demand, while housebuilding and non-AI business investment slumped and real consumption flatlined.

Economist Staff The Economist
Date Posted:
August 19, 2025
Is Database:
Database
Is Important:
Important

As AI-related investment has risen since 2023, residential and nonresidential investment have declined or flatlined. This may suggest that a relatively rate-insensitive AI buildout is crowding out more interest-sensitive forms of investment.

Is the AI investment boom crowding out the rest of the economy?

Core argument: Roughly a sixth of the 2% rise in American real GDP over the past year came from investment in computer and communications equipment, including chips, and data centres; one estimate puts the AI boom's contribution at 40% once grid upgrades and software intellectual property are included.

Something like a sixth of the 2% rise in American real GDP over the past year has come from investments in computer and communications equipment, including chips, and data centres. Add in the grid upgrades to power AI models, plus the intellectual-property value of the software itself, and one estimate puts the boom’s contribution to real GDP growth at 40%. The trouble is that the very sector powering so much of America’s economic growth is squeezing the rest of its output. Housebuilders, for instance, cannot afford to be blithe about higher borrowing costs. Data centres have also constrained the rest of the economy by keeping energy prices high. Average American electricity bills have risen by 7% so far in 2025, at least in part due to the extra strain data centres have put on the grid. Real consumption has flatlined since December. Housebuilding has slumped, as has non-AI business investment.

Takeaways by Macro Roundup® AI

  1. Roughly a sixth of the 2% rise in American real GDP over the past year came from investment in computer and communications equipment, including chips, and data centres; one estimate puts the AI boom's contribution at 40% once grid upgrades and software intellectual property are included.
  2. Average American electricity bills have risen by 7% so far in 2025, at least in part due to the extra strain data centres have put on the grid.

Related Articles:

  • Honey, AI Capex is Eating the Economy — Capital spending on AI data centers is around 20% of railroads' peak spending as a share of GDP and is rising quickly, having already surpassed the dot-com era peak in telecom investment. Unlike long-lived rail infrastructure, data centers are short-lived assets requiring frequent hardware replacement, and the capital is being reallocated from other sectors.
  • Back to Our Regularly Scheduled Programming — The four largest US hyperscalers spent $440bn on capital expenditure and research in 2024, with $596bn projected for 2025, a 35% increase, leaving large gaps between AI spending and AI revenues. These firms account for more than half of all capital expenditure growth in the US equity market.
  • The AI Boom’s Hidden Risk to the Economy — Net income at Alphabet, Amazon, Meta and Microsoft rose 73% to $91bn in a quarter two years on, while their combined free cash flow fell 30% to $40bn, as heavy AI investment absorbs cash these firms once recycled into financial markets. That spare cash previously helped hold down long-term interest rates despite large federal deficits.
  • Business Cycle
  • GDP
  • Productivity
    • Innovation/Research
    • Investment

Is it Over?

AI Summary. Benchmark scores show only modest capability gains in the latest large language model releases compared with the larger jump seen two generations earlier, alongside a broader convergence in performance across competing AI models. Commentators attribute this to inherent limits of the technology and the exhaustion of new training data, raising doubts that the spending on AI hardware is justified.

Joseph Wang Fed Guy Blog
Date Posted:
August 18, 2025
Is Database:
Database

Following tepid reactions to the release of GTP-5, Joe Wang observes, “It is looking more like companies are spending hundreds of billions on rapidly depreciating GPUs that produce a commoditized product that most clients only modestly benefit from.”

Are AI capability gains slowing enough to question hardware spending?

Core argument: GPT-5 users widely expressed disappointment with the release, which seemed in some ways a step back, and benchmarks show only modest capability gains since the significant improvement delivered by version 4 two years earlier.

GPT-5 users widely expressed disappointment in the capabilities of the new release, which seemed in some ways a step back. This sentiment is reflected in benchmarks that show a modest improvement in capabilities since the significant improvement in version 4 released two years ago. In addition, the benchmarks suggest a broader convergence in the capabilities of AI models. Commentary suggests this could be due to inherent limitations in the LLM technology and exhaustion of new training data. AI is fascinating technology, but it may not justify the enormous sums spent in its pursuit. It is looking more like companies are spending hundreds of billions on rapidly depreciating GPUs that produce a commoditized product that most clients only modestly benefit from. The entire macro landscape would look very different without the support of the AI boom.

Takeaways by Macro Roundup® AI

  1. GPT-5 users widely expressed disappointment with the release, which seemed in some ways a step back, and benchmarks show only modest capability gains since the significant improvement delivered by version 4 two years earlier.
  2. Benchmarks suggest a broader convergence in AI model capabilities, with commentary attributing this to inherent limitations of large language model technology and exhaustion of new training data.
  3. Companies appear to be spending hundreds of billions on rapidly depreciating GPUs producing a commoditized product that most clients only modestly benefit from, and the entire macro landscape would look very different without the support of the AI boom.

Related Articles:

  • Honey, AI Capex is Eating the Economy — Capital spending on AI data centers is around 20% of railroads' peak spending as a share of GDP and is rising quickly, having already surpassed the dot-com era peak in telecom investment. Unlike long-lived rail infrastructure, data centers are short-lived assets requiring frequent hardware replacement, and the capital is being reallocated from other sectors.
  • Back to Our Regularly Scheduled Programming — The four largest US hyperscalers spent $440bn on capital expenditure and research in 2024, with $596bn projected for 2025, a 35% increase, leaving large gaps between AI spending and AI revenues. These firms account for more than half of all capital expenditure growth in the US equity market.
  • AI’s $600B Question — Comparing spending on AI chips to historical railroad construction overlooks that high-fixed-cost, low-marginal-cost businesses without monopoly or oligopoly power tend to see prices competed down to marginal cost, and that semiconductors continually improve in cost versus performance, unlike physical infrastructure. Speculative frenzies accompany technology, but the payoff will take a long time.
  • Business Cycle
  • GDP
    • Financial Markets
  • Productivity
    • Innovation/Research
    • Investment

US Households and Firms Are in Great Shape

AI Summary. Household and banking sector leverage in the US have declined significantly since 2008, while corporate leverage has moved sideways and federal government leverage has risen significantly. On this measure, the US private sector is in strong financial shape.

Torsten Sløk Apollo
Date Posted:
March 31, 2025
Is Database:
Database

​​Torsten Sløk notes that US household and banking sector debt has fallen to its lowest level in decades as a % of GDP, while corporate leverage has moved sideways. “The bottom line is that the private sector in the US is in incredibly good shape.”

Is the US private sector in strong financial shape?

Core argument: US household sector leverage and banking sector leverage have both declined significantly since 2008, leaving the US private sector in what the author characterizes as incredibly good shape.

Household sector leverage and banking sector leverage have declined significantly since 2008. Over the same period, federal government leverage has increased significantly, and corporate leverage has moved sideways. The bottom line is that the private sector in the US is in incredibly good shape.

Takeaways by Macro Roundup® AI

  1. US household sector leverage and banking sector leverage have both declined significantly since 2008, leaving the US private sector in what the author characterizes as incredibly good shape.
  2. US federal government leverage has increased significantly since 2008, moving in the opposite direction from the deleveraging in the household and banking sectors.
  3. US corporate leverage has moved sideways since 2008, neither declining like household and banking leverage nor rising like federal government leverage.

Related Articles:

  • Global Debt Report 2025 — About 60% of fixed-rate government debt in advanced economies maturing by 2027 — roughly $9tn — was issued before the recent interest-rate tightening, with weighted average yields below 2% versus projected 10-year rates near 3.6%, implying refinancing at nearly double the original cost. France, Spain, the UK, and the US face heightened vulnerability, with maturing debt exceeding 15% of GDP.
  • The Long-Term Budget Outlook: 2025 to 2055 — The Congressional Budget Office projects the 10-year Treasury note interest rate will average 3.8% over 2025–2055, close to its 3.7% average over the prior three decades, with the inflation-adjusted rate averaging 1.5%. It assesses that long-run rates are largely set by structural factors including demographics, saving and investment behavior, and federal debt.
  • Our Thoughts on Large US Deficits and Their Impact on Bond Yields — Total borrowing in the US is about average despite high government deficits, as high public borrowing has contributed to the need for higher interest rates that have depressed private sector borrowing. Risk premiums on long-dated debt look about average, with no market signs that economic or debt limits are currently being hit.
  • Business Cycle
  • Fiscal Policy
    • Fiscal Deficits
    • Government Spending
  • GDP
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