Edward Conard

Top Ten New York Times Bestselling Author

  • “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
  • “Unintended Consequences is far smarter and more thought-provoking than most economics written for the general public” - Greg Mankiw, Harvard University, Former Chairman of the Council of Economic Advisors
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “There are an amazing number of good ideas and interesting points made in Unintended Consequences. The thinking underlying it, and the obvious depth of understanding of the author, are very impressive.” - Steven Levitt, coauthor of Freakonomics; 2004 John Bates Clark Medal
  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…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 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
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Why goods spending isnt falling

Ethan Wu Financial Times
Date Posted:
April 26, 2023
Is Database:
Database

Spencer Hill @GoldmanSachs find bottom 50% wage gains reshape spending patterns: +9.6% real wages since 2017 adds $150-250bn annual purchasing power—sustained goods consumption surge signals structural shift in consumer behavior.

Real wage levels for the bottom 50% of earners have increased by 9.6% since 2017, translating to an additional $150bn in annual spending power, rising to $250bn when including other income sources like social security. This increase in disposable income supports higher consumer spending, particularly on goods, as lower-income consumers tend to spend more of each extra dollar earned on goods. Despite expectations of a shift back to services spending post-pandemic, goods consumption remains elevated due to these stronger consumer finances. The sustained increase in disposable income and muted financial distress suggest that the current level of goods spending is sustainable, with implications for economic growth and inflation dynamics.

A research note from GS’s Spencer Hill, which finds that real wage levels for bottom 50 percent earners were almost 10% higher than in 2017, supporting sustainably higher levels of consumer spending.

Why goods spending isnt falling: Extended Excerpt Image 1


“…In a note to clients published on Sunday, Spencer Hill of Goldman Sachs argues that something has changed. “Sustainably stronger consumer finances” have created fresh spending power for people at the bottom of the income distribution. After adjusting for composition effects, Hill estimates that real wage levels for the bottom 50 percent of earners were 6.2 percent higher in the first quarter of this year than in 2019 — and 9.6 percent higher than in 2017. That implies something like $150bn per year in additional spending power for the bottom half. The number rises to $250bn once you throw in other disposable income sources such as social security payments. This matters for two reasons: lower-income consumers spend more of each extra dollar earned, and they spend more of each extra dollar earned on goods, specifically. So long as bottom-half consumers have money to spend, goods consumption should stay high….”

Robert Armstrong and Ethan Wu, "Why goods spending isn’t falling,"Financial Times, April 25, 2023, https://www.ft.com/content/47002aa9-18b3-4db4-ba34-3bac45d82268

Why goods spending isn’t falling

There is an enigma at the centre of the US economy: what’s up with goods spending?

The conventional story is well known. Fearing a pandemic depression, Congress and the Federal Reserve unleashed enormous fiscal and monetary stimulus. Everyone was afraid of in-person services businesses, so all that money flooded into the goods sector. At the peak, in March 2021, inflation-adjusted goods consumption had shot up 21 percent from pre-pandemic levels, and goods inflation wasn’t far behind. This, though, was transitory. Eventually everyone had their fill of buying dressers and air fryers. Much ink was spilled about the great goods-to-services rotation: goods spending should return to trend as services spending rises. In the last year or so, it’s been all about inflation and spending in services.

But what if that’s wrong? What if real goods spending never falls back to its pre-pandemic trend, but instead plateaus at a higher level? It’s now been three years since lockdowns began and any trend-reversion is hard to spot:

Why goods spending isnt falling: Extended Excerpt Image 2


In a note to clients published on Sunday, Spencer Hill of Goldman Sachs argues that something has changed. “Sustainably stronger consumer finances” have created fresh spending power for people at the bottom of the income distribution. After adjusting for composition effects, Hill estimates that real wage levels for the bottom 50 percent of earners were 6.2 percent higher in the first quarter of this year than in 2019 — and 9.6 percent higher than in 2017. That implies something like $150bn per year in additional spending power for the bottom half. The number rises to $250bn once you throw in other disposable income sources such as social security payments.

This matters for two reasons: lower-income consumers spend more of each extra dollar earned, and they spend more of each extra dollar earned on goods, specifically. So long as bottom-half consumers have money to spend, goods consumption should stay high.

Is it sustainable, though? Comparing detailed (but less timely) consumer survey data for 2021 to 2019, Hill argues that it is. Consumer financial distress looks muted by historical standards. More than $1tn in excess savings is still out there. On top of that: "While the $1.6tn increase in consumer goods spending over three years is enormous in absolute terms, it may indeed be sustainable in the context of the $3.3tn rise in disposable income and the proportionately smaller spending increases for services categories on net. The increase in goods spending also does not look as outsized when one considers the strong disposable income growth of the bottom 3-4 income quintiles — recall that data imply a high marginal propensity to consume goods for lower- and middle-income consumers."

In other words, consumers are broadly spending no more than what they’re earning. After stripping out certain (misleading) imputed costs, Hill finds that nominal spending has risen by $3.5tn and nominal income by $3.3tn:

Why goods spending isnt falling: Extended Excerpt Image 3


We’ve spent time laying out Hill’s argument because it highlights an important point: the distribution of post-pandemic income gains has macroeconomic implications. If he is right, we’d expect both growth and inflation to be stickier — sharpening the policy trade-off the Fed faces. We’ll have more to say tomorrow, but as a first pass, his case fits with other research finding that inequality hurts demand. This is in part because the rich mostly save their money, and in part because such a “savings glut of the rich” is linked to burdensome consumer debts. That curtailing inequality juices demand seems not too far a leap.

  • Business Cycle
  • GDP
    • Growth
  • Workforce
    • Inequality
    • Wages/Income
Previous articleApril 26, 2023Americans Take A Dim View Of The Nation’s Future, Look More Positively At The Past.@pewresearch survey of U.S. adults finds 60% of Americans have “some” or “quite a lot” of confidence in America’s future, down from 66% in August of 2020.Next articleApril 27, 2023Jason Furman On GDP2023 Q1 GDP was .7% below the January 2020 CBO forecast. @jasonfurman notes: “If a Rip Van Winkle economist had GDP data through 2019 and then for 2023-Q1 they would not have thought anything particularly notable had occurred in the interim.”
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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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.

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  • 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.

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  • Business Cycle
  • GDP
  • Productivity
    • Innovation/Research
    • Investment

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.

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  • 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.

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