Edward Conard

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Deciphering the fall and rise in the net capital share

Matthew Rognlie Brookings Panel on Economic Activity
Date Posted:
March 20, 2015
Is Database:
Database

The net capital share in large developed economies has followed a U-shaped trajectory postwar, driven mainly by the housing sector. Initially declining until the mid-1970s, the net capital share has since moderately increased, contrasting with gross capital shares.

The net capital share in large developed economies has followed a U-shaped trajectory postwar, driven mainly by the housing sector, where ownership is less concentrated, potentially mitigating inequality impacts. Initially declining until the mid-1970s, the net capital share has since moderately increased, contrasting with gross capital shares that reflect production structure. Disaggregating net capital income reveals that the residual share of pure profits, influenced by cyclical markups and market power shifts, plays a central role. This underscores the importance of net measures in inequality debates, as they reflect ultimate resource command between labor and capital. The rise in gross capital share in industries like software highlights capital's production role but may not translate to increased returns for capitalists due to rapid obsolescence. Understanding these dynamics is crucial for policymakers and economists analyzing income distribution and market power changes.

the the point you were most interested in, the life of assets having been shorted see top of page 6)"....Whether a gross or net measure is more appropriate depends on the question being asked: the allocation of gross value added between labor and gross capital more directly reflects the structure of production, while the allocation of net value added between labor and net capital reflects the ultimate command over resources that accrues to labor versus capital....For instance, in an industry where most of the output is produced by short-lived software, the gross capital share will be high, evincing the centrality of capital’s direct role in production. At the same time, the net capital share may be low, indicating that the returns from production ultimately go more to software engineers than capitalists—whose return from production is offset by a loss from capital that rapidly becomes obsolete..."Rognlie, Matthew, "Deciphering the fall and rise in the net capital share,"Brookings Panel on Economic Activity, March 2015. Available at:http://www.brookings.edu/about/projects/bpea/papers/2015/land-prices-evolution-capitals-share
"...First, it argues that as a purely descriptive matter,the recent behavior of income shares is widely misunderstood: rather than experiencing a steady rise, the net capital share for large developed economies has followed a U-shaped trajectory in the postwar era, and its long- term expansion originates entirely in the housing sector.Although both gross and net income shares can be meaningful,net concepts are more relevant to the debate on inequality.Second, this paper observes that when net capital income outside the housing sector is disaggregated between the return on fixed assets and a residual share of pure profits, the U-shaped trajectory is driven mainly by the residual—calling the mechanisms in Karabarbounis and Neiman (2014b) and Piketty and Zucman (2014), which rely on changes in the aggregate value of capital, into question. Finally, it describes the theory of factor shares and the role of elasticities of substitution, evaluating various hypotheses by performing counterfactual simulations in a multisector model.....This measurement reveals a striking discrepancy in the long-term behavior of gross and net shares, echoing the claims of Bridgman (2014); and it shows that the net capital share generally fell from the beginning of the sample through the mid-1970s, at which point the trends reversed. In the long run, there is a moderate increase in the aggregate net capital share, but this owes entirely to the housing sector—where, since ownership is less concentrated, the consequences for inequality may be less severe.In the shorter run, there is both the U-shaped pattern in capital income and a strong cyclical element...It starts by disaggregating net capital income in the corporate sector into components that reflect the return on fixed assets—equipment, structures, and land—as well as a residual term reflecting “pure” profits. Although the decomposition between return on assets and this residual can be somewhat ambiguous, both crude and more sophisticated approaches indicate that the residual plays a central role.To some extent, this residual reflects cyclical variation in markups, but its long-term pattern—which parallels the U-shaped pattern in capital income as a whole—may hint at broader changes in market power and the importance of monopoly profits....I note some intriguing shifts in composition: for instance,there has been a long-term shift in net capital income from land in the non-housing sector to land in the housing sector....Motivated by the limitations of a one-sector model, I construct a multisector model that reflects the disaggregation performed in section 3, and use this model (with a tentative calibration of elasticities) to perform counterfactual simulations that study the influence of key forces on the net capital share—including the observed changes in the relative price of various kinds of investment, and also changes in the real interest rate....For instance, in an industry where most of the output is produced by short-lived software, the gross capital share will be high, evincing the centrality of capital’s direct role in production. At the same time, the net capital share may be low, indicating that the returns from production ultimately go more to software engineers than capitalists—whose return from production is offset by a loss from capital that rapidly becomes obsolete.Both measures are important: indeed, a rise in the gross capital share in a particular industry is particularly salient to an employee whose job has been replaced by software, and it may proxy for an underlying shift in distribution within aggregate labor income— for instance, from travel agents to software engineers. The massive reallocation of gross income in manufacturing from labor to capital, documented by Elsby et al. (2013), has certainly come as unwelcome news to manufacturing workers. But when considering the ultimate breakdown of income between labor and capital, particularly in the context of concern about inequality in the aggregate economy, the net measure is likely more relevant. This point is accepted by Piketty (2014), who uses net measures; the general rationale for excluding depreciation is pithily summarized by Baker (2010), who remarks that “you can’t eat depreciation....As we increase capital relative to labor, the net marginal product of capital declines more rapidly than the gross—in short, capital is less substitutable for labor from a net perspective....” Mobile908.303.9747
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Previous articleMarch 16, 2015The War on Poverty: Was It Lost?The War on Poverty has seen the official poverty rate fall from 19% to 14.5% by 2013, but relative poverty remains unchanged, with incomes at the 10th percentile being 39-40% of those at the 50th percentile in both 1967 and 2012.Next articleMarch 20, 2015Deciphering the Fall and Rise in the Net Capital ShareThe post-WWII surge in the net capital share, primarily driven by housing, increased from 3% to 8% of private domestic value added, highlighting a significant shift in economic dynamics.
Showing 218 database articles primarily about Business Cycle

3% vs. 60%

AI Summary. Direct lending represents roughly 3% of total U.S. household and business debt, a fraction of the 60% share mortgages held 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.

Core argument: Direct lending represents a small but growing alternative to traditional bank financing for businesses and households.

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. Direct lending represents a small but growing alternative to traditional bank financing for businesses and households.
  2. The mortgage market’s dominance has shifted dramatically since the 2006 housing peak, reducing systemic risk concentration.
  3. Non-bank lenders now capture meaningful market share in credit provision across the economy.

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  • Data Update 7 for 2026: Debt and Taxes — Damodaran argues that the private credit industry’s increasing financing of the AI buildout is another sign that “a shakeout is overdue, which will…
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Top 10% of Earners Drive a Growing Share of US Consumer Spending

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.

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.

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  • To Understand America Today, Study the Zero-Sum Mindset — Zero-sum thinking, in terms of political and policy views is strongly associated with lower levels of intergenerational upward mobility. @S_Stantcheva notes…
  • Zero-Sum Thinking and the Roots of U.S. Political Divides — Zero-sum thinking in terms of political and policy views is strongly associated with lower levels of intergenerational upward mobility. @S_Stantcheva…
  • Business Cycle
  • GDP
  • Workforce
    • Inequality

Litigation Nation, Engineering Empire

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.

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.

Related Articles:

  • Industrial Colossus: China vs 1950s America — Jonathan Sine argues China’s global manufacturing share is likely near its peak as growth has slowed from 1.5% to 0.5% btw 2010 and today due to…
  • The Real China Model — Electricity supplies nearly 30% of China’s energy use today and is growing at an annual rate of 6%. In the US, electricity accounts for 22% of energy use and…
  • America’s Housing Affordability Crisis and the Decline of Housing Supply — Why are constant-quality house prices 15% above their pre-2007 peak? Ed Glaeser notes that US housing grew just 0.6% annually in the 2010s, down from 4% in the…
  • Business Cycle
  • GDP
    • Growth

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

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.

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.

Related Articles:

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  • The AI Boom’s Hidden Risk to the Economy — Btw 2016 and 2023, Alphabet, Amazon, Meta and Microsoft’s free cash flow and net earnings ~ tracked each other; since 2023, net earnings have risen 73%…
  • Business Cycle
  • GDP
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Is it Over?

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.”

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.

Related Articles:

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  • Back to Our Regularly Scheduled Programming — The four major “hyperscalers” continue to have a large gap btw AI spending ($440B in 2024 and $596B in 2025) and AI revenues. The four firms now account for…
  • AI’s $600B Question — .@DavidCahn6 at @sequoia argues that because of lack of pricing power and rapidly improving chip technologies, multi-$B investments in current-generation GPUs…
  • Business Cycle
  • GDP
    • Financial Markets
  • Productivity
    • Innovation/Research
    • Investment

US Households and Firms Are in Great 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.”

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.

Related Articles:

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