Edward Conard

Top Ten New York Times Bestselling Author

  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard 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
  • “Unintended Consequences provides a provocative interpretation of the causes of the global financial crisis and the policies needed to return to rapid growth. Whether you agree or not, this analysis is well worth reading.” - Nouriel Roubini, New York University; Chairman, Roubini Global Economics
  • “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
  • “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
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “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
  • “…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
Upside of Inequality Oxford Unintended Consequences
Buy the Books
  • Macro Roundup
  • About Roundup
  • About Ed Conard
  • Highlights
  • Topics
  • Subscribe
Edward Conard
  • twitter
  • facebook
  • linkedin
  • youtube
  • Email
  • Text Message (SMS)
  • Twitter/X
  • LinkedIn
  • Facebook
  • WhatsApp Message
Subscribe to Macro Roundup Emails
  • Mentions 442
  • Primary focus 219
Showing 219 database articles primarily about Business Cycle
Currently filtering by:
  • Remove Business Cycle
  • Remove "primary topics only" restriction
  • Remove 'Database'
Show all 7,196 articles
For whatever topics you select (currently: Business Cycle):
Choose search scope

Your importance filter 'Database' shows fewer articles.

Remove filters to see full article counts

Bolstered Balance Sheets: Assessing Household Finances since 2019

Wendy Edelberg MIT
Date Posted:
March 29, 2022
Is Database:
Database

Households accumulated $2.5 trillion in excess savings btw March 2020 and January 2022, driven by elevated disposable personal income and reduced consumer spending @WendyEdelberg

Between March 2020 and January 2022, households accumulated $2.5tn in excess savings, adjusted to 2020 dollars, driven by elevated disposable personal income (DPI) and reduced consumer spending. Despite weak labor-market income early in the pandemic, federal benefits compensated, leading to a significant increase in after-tax and transfer income. This period saw a notable rise in savings held in deposits and financial accounts, alongside increased real estate and stock market wealth. The top income quintile held roughly two-thirds of these excess savings, while the lowest two quintiles held just 4%. These strengthened household balance sheets are expected to support economic recovery in the coming quarters, contrasting with the Great Recession when income remained below pre-recession trends for years.

“…This analysis focuses on the evolution of household balance sheets over the course of the COVID-19 pandemic. Balance sheets have been buffeted by many factors, including weakness in labor-market income, strength in federal benefits, increases in asset prices, increases in household debt, and pandemic-constrained consumer spending. In aggregate, the result has been that households’ financial positions in 2022 are significantly improved relative to 2019. Savings held in deposits and other financial accounts have increased, real estate and stock market wealth has increased, and borrower distress has decreased. That improvement in financial strength will be a source of support to the aggregate economic recovery in coming quarters. The overall increase in after-tax and transfer income and the decrease in consumer spending have resulted in an extraordinary run-up in aggregate household savings. Although labor-market income was quite weak early in the pandemic, federal benefits more than compensated overall. In part as a result of relatively strong overall income growth,we estimate that households accumulated $2.5 trillion in excess savings (inflation-adjusted to 2020 dollars) between March 2020 and January 2022, much of which appears to have been deposited in checking and savings accounts.The difference is notable relative to the Great Recession, when income remained below its pre-recession trend for several years..”

Mitchell Barnes, Wendy Edelberg, Sara Estep, and Moriah Macklin, "Bolstered Balance Sheets: Assessing Household Finances since 2019," March 2022, The Hamilton Project, https://www.hamiltonproject.org/assets/files/ES_20220322_householdfinances_finalreport.pdf

“…Figure 11 shows various estimates of the distribution of excess savings that incorporate recent data on spending, income, and wealth. These estimates differ primarily by whether these models assume that the distribution of excess savings matches the pre-pandemic distribution and composition of savings, as the traditional Distributional Financial Accounts (DFA), released by the Federal Reserve, does. The traditional DFA based on historical patterns would suggest the share of excess savings held by households in the lowest two income quintiles to be just 4 percent. Estimates from Moody’s and Morgan Stanley, which more closely follow historical savings distributions, produce results that are similar to the traditional DFA, where roughly two-thirds of excess savings are held by the top income quintile….”

“…The JPMorgan Chase Institute documents flows into and out of 7.5 million active JPMorgan Chase checking accounts, aggregating the accounts across four income quartiles grouped by 2019 income. Figure 10 shows the medianchecking account balances for those quartiles grouped by 2019 income. The distribution of those changes is informative, with the caveat that the families holding those accounts are not representative of the U.S. population; those holding bank accounts and, moreover, those holding bank accounts at JPMorgan Chase over-represent financially secure households relative to the U.S. population as a whole. While outflows from accounts initially fell in early 2020 for each income quartile, that decline was largest and most persistent for those with higher incomes. As a result, checking account balances grew for higher-income account holders even though they experienced temporary declines in inflows. In contrast, spending rebounded for lower-income families and then rose above pre-pandemic levels. Those increases in outflows were more than offset by a surge in DPIs relative to 2019 (Greig, Deadman, and Noel 2021…”

“…Significant changes in labor-market income, government transfers, and the ability to consume goods and services have resulted in remarkably strong savings relative to prepandemic trends. Excess savings during the COVID period is defined as the difference between two measures. The first measure is the difference between actual disposable personal income (DPI) and the level of DPI if it had increased in 2020 and 2021 at the same average pace as over the 2018-19 period (“disposable income contribution” on figure 1b). The second measure is the difference between actual personal outlays and the level of outlays if they had continued at their pre-pandemic pace (“personal outlay contribution” on figure 1b). Because DPI was higher than trend in 2020 and 2021 and outlays were lower than trend (figure 1a), the result is excess savings out of income. From March 2020 through January 2022, elevated incomes contributed roughly $1.3 trillion while spending shortfalls contributed roughly $1.2 trillion to an estimated $2.5 trillion in excess savings held by households in inflation-adjusted 2020 dollars…”

  • Business Cycle
  • GDP
    • Growth
Previous articleMarch 23, 2022What Systemic Racism Systematically Downplays National AffairsDysfunction in black family life has increased as racism has diminished suggesting limited salience of “systemic racism”.Next articleMarch 29, 2022Cities Lost Population in 2021, Leading to the Slowest Year of Growth in U.S. HistoryThe 10 fastest-growing US counties accounted for nearly 80% of the country’s population growth in 2021, with major cities like New York, Los Angeles, and Chicago losing residents.
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.

Related Articles:

  • JPMorgan Marking Down Loan Portfolios Of Private Credit Groups — JPMorgan has marked down the value of loans made to software companies by private credit groups. These loans are collateral for JPM’s lending to private…
  • 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…
  • Business Cycle
  • GDP
    • Financial Markets

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.

Related Articles:

  • The U.S. Economy Depends More Than Ever on Rich People — The top 10% of US earners now account for nearly half of all personal spending, according to Moody’s @Markzandi, up from 36% three decades ago. “The finances…
  • 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:

  • Honey, AI Capex is Eating the Economy — Kedrosky estimates capex related to the datacenter buildout is ~20% of the railroad buildout in the 1880s and rising, though he cautions AI datacenter…
  • 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…
  • 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
  • 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.

Related Articles:

  • Honey, AI Capex is Eating the Economy — Kedrosky estimates capex related to the datacenter buildout is ~20% of the railroad buildout in the 1880s and rising, though he cautions AI datacenter…
  • 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:

  • Global Debt Report 2025 — Over the next two years, the US must refinance debt exceeding 25% of GDP at sharply higher rates. Treasuries issued in 2024 carried an average yield…
  • The Long-Term Budget Outlook: 2025 to 2055 — Debt as a % of GDP will hit an all-time high of 107% in 2029 up from 98% of GDP in 2024, @USCBO forecasts. The forecast assumes 10-year Treasuries will yield…
  • Our Thoughts on Large US Deficits and Their Impact on Bond Yields — Bridgewater believes an increase in the deficit to 7-8% of GDP will not put undue pressure on bond yields. They argue rates reflect total credit creation…
  • Business Cycle
  • Fiscal Policy
    • Fiscal Deficits
    • Government Spending
  • GDP
© Copyright 2026 Coherent Research Institute · All Rights Reserved · Privacy · Terms