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

The Recovery From The Great Recession: A Long, Evolving Expansion

AI Summary. Prolonged economic expansion after the Great Recession was necessary for wage gains to reach lower-income workers, as wages at the median and 20th percentile remained below pre-recession levels until labor markets tightened after 2014. Slower productivity growth throughout the recovery constrained living standards despite wage gains across the income distribution.

Michael Strain National Bureau of Economic Research
Date Posted:
February 18, 2021
Is Database:
Database

Had 2009 expansion ended in 2014, real wages at median and 20th percentile would have been under 2007 level @MichaelStrain @nberpubs.

Can wage recovery require longer expansions than productivity growth permits?

Core argument: Real wages at the median and 20th percentile remained below 2007 levels through 2014, demonstrating that labor market slack from the Great Recession suppressed wage growth for lower-income workers until the expansion's later stages, when tightening labor markets drove cumulative real wage gains starting in 2012–2015.

The recovery from the Great Recession was marked by a slow and steady expansion, with significant labor market slack initially holding back wage growth, particularly for lower-income workers. Had the 2009 expansion ended in 2014, real wages at the median and 20th percentile would have been below 2007 levels. It took over 9 years for unemployment to fall to the CBO's natural rate, with the economy adding jobs for 113 consecutive months starting in October 2010. Real wage growth began to accumulate late in the expansion, with median wages rising from 2012 and bottom quintile wages from 2015. The length of the expansion was crucial in tightening labor markets, eventually leading to wage gains across the income distribution. Despite these gains, productivity growth remained notably slower compared to previous cycles, impacting overall living standards and wage growth.

Takeaways by Macro Roundup® AI

  1. Real wages at the median and 20th percentile remained below 2007 levels through 2014, demonstrating that labor market slack from the Great Recession suppressed wage growth for lower-income workers until the expansion's later stages, when tightening labor markets drove cumulative real wage gains starting in 2012–2015.
  2. The economy added jobs for 113 consecutive months beginning October 2010, taking over 9 years to reach the CBO's natural unemployment rate, which extended the expansion long enough to eventually tighten labor markets and generate wage growth across the income distribution that would have been absent in a shorter recovery.

new Strain that might be a useful citation at some point documents the slow recovery from the Great Recession. Slow and steady (eventually) won the race - their story is large labor slack held back wage growth, especially at the bottom of the distribution. Eventually, workers got real gains. Deflating with PCE, workers at bottom quintile saw real wage gains on average of 1% a year but all of that came late in the expansion. They find no evidence of overheating going into pandemic as inflation was check.

Good chart of real hourly wage growth by percentile seems to show a real pivot in 2014. Had the 2009 expansion ended in 2014, real wages at the median and 20th percentile would have fallen below their 2007 levels.

The Recovery From The Great Recession: A Long, Evolving Expansion: Extended Excerpt Image 1


In terms of wages and participation, “…In the previous 3 recessions, it took 5-6 years for the unemployment rate to fall to the CBO’s estimate of the natural rate of unemployment. Following the Great Recession, it took over 9 years for the economy to reach that point, as shown in Figure 3…The shock to labor markets was in many ways worse than the loss of output. The loss of employment (8.6 million jobs, or 6.3 percent of prior peak) was massive, roughly twice as bad as prior recessions. The 1982 recession had a maximum job decline of 2.8 million (3.1 percent of peak); the 1991 recession had a drop of 1.5 million jobs (1.4 percent of peak) and the 2001 recession had a loss of 2.6 million jobs (2.0 percent of peak.)Figure 1 shows the depth of the shock in sharp relief. This employment drop from peak to trough (6.3 percent) was notably larger than the output drop (4.0 percent).In addition, unemployment rates spiked, doubling and briefly rising to 10 percent. The more rapid drop for employment than output generated some odd statistical quirks. Labor productivity growth was strong at first as output fell less than hours worked. The compositional shift in which workers were still employed meant that wages actually rose - with average hourly earnings of production and non-supervisory workers continuing to grow at roughly 4 percent a year (the same as their pace in the prior two years) despite the massive shock and extensive slack in labor markets…. A slow and steady recovery followed the Great Recession’s official end in the summer of 2009, but because it was slow and the depth of the recession so deep, it took years to reduce slack in labor markets. The share of the population that was employed stayed well below prerecession levels despite steady job growth for years, and wages grew slowly. But because the slow-and-steady recovery lasted so long, many pre-recession peaks were exceeded, and eventually real wage growth began to accumulate for workers across the distribution. In fact, the business cycle (including recession and recovery) beginning in December 2007 was one of the better periods of real wage growth in many decades, with the bulk of that coming in the last years of the recovery….The economic expansion following the Great Recession included the longest streak of job growth on record. Beginning in October 2010, the economy added jobs for 113 consecutive months. The streak ended in March 2020 when the COVID-19 recession began…The length of the expansion allowed it to go through different phases. Early in the expansion, jobless rates remained stubbornly high, participation rates continued falling, and wage growth was slow. Compared to their outcomes prior to the recession, the least-skilled, lowest-wage workers in the labor market fared considerably worse than higher-skilled, higherwage workers. But by 2014, wages began to grow faster at the median. By 2015, prime-age labor force participation began to increase. In the last five years of the expansion, wage growth had picked up at the bottom of the income distribution, outpacing gains in the middle and at the top of the distribution.Employment rates for the workers with the least education rose further above their pre-recession level than those for college graduates. Vulnerable workers saw their labor market prospects improve considerably. The length of the expansion — which allowed the labor market to tighten — was critical to both bringing people back into the workforce and seeing wage gains pushed across the income distribution. Later in the expansion, though, real wages began to grow for all workers. Median wages began rising in 2012, and wages at the bottom of the distribution began rising in 2015. For the last five years of the expansion, in fact, real wages were rising most rapidly for workers at the bottom quintile….”

The Recovery From The Great Recession: A Long, Evolving Expansion: Extended Excerpt Image 2


Jay Shambaugh and Michael Strain, "The Recovery From The Great Recession: A Long, Evolving Expansion," National Bureau Of Economic Research, February 2021, https://www.nber.org/papers/w28452

In terms of productivity, “…Productivity, on the other hand, was notably slower in this recovery. Growth in output per hour worked (measured peak to peak) was well below that of the prior three business cycles. Scholars of productivity often note different eras of productivity growth booms and the last one from 1995-2004 generated good productivity gains in the 90’s and 00’s expansions, but during the 10’s expansion,there was never a return to such a level or even to the average productivity growth of near 2 percent of the prior 50 years.Lower productivity growth slows living standard growth and slows wage growth. The causes of the reduced productivity growth are too complex and numerous to delve into here, but may include a shifting industry mix towards services, a reduction in business dynamism, increased concentration in some sectors, insufficient R&D spending (including at the federal level), problems in the intellectual property regime, insufficient infrastructure and other capital spending, regulatory shifts, and simple limits of growth. In addition, though, it is distinctly possible that the extensive slack in labor markets reduced the need for productivity enhancements during much of the expansion…”

  • Business Cycle
  • GDP
    • Growth
  • Workforce
    • Unemployment/Participation
    • Wages/Income
Previous articleFebruary 12, 2021What do prime-age NILF men do all day?Prior to pandemic, 1 in 10 prime-age American men was neither employed nor in education or training. They spend 7.5 hours daily on leisure, totaling 2,700 hours annually, with nearly 1,900 hours spent in front of screens.Next articleFebruary 18, 2021The Economic Geography of Global WarmingAverage global welfare loss from climate change is ~6%, with the largest losers concentrated in Central/South America, South Asia, and Africa.
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