Edward Conard

Top Ten New York Times Bestselling Author

  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…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
  • “…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 fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…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
  • “Unintended Consequences should be read by anyone who takes for granted the superiority of progressive taxation and has not thought carefully about the trade-offs involved.” - The New Republic
  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
  • “A full-throated defense of economic dynamism.” - The Wall Street Journal
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “Unintended Consequences offers deep and well-argued analyses on almost every issue.” - The New York Times
  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
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The Economic and Political Dynamics of Rural America

August Benzow Economic Innovation Group
Date Posted:
January 14, 2025

The pandemic may have stabilized the rural population in 2023 with 0.4% y/y population growth for rural counties compared to 0% in 2019. The share of rural counties losing population dropped from ⅔ in 2012 to less than half in 2023. @AugustBenzow

Year-over-year population growth for rural counties was 0.4% in 2023, compared to 0% in 2019. Last year, in fact, the population growth rate of the average rural county surpassed that of the average urban county. (Suburban counties are growing their populations at the fastest rates, a continuation of longstanding historical trends.) The share of rural counties losing population has also declined significantly, dropping from two-thirds in 2012 to less than half in 2023. The return of population growth is undoubtedly encouraging for many rural counties, but the trend remains highly concentrated in specific states and regions. The recent population growth has been most pronounced in rural counties near major urban centers or in popular recreation and retirement destinations.

Related Articles:

  • Changes in the U.S. Economy and Rural-Urban Employment Disparities — While total employment in metro areas has passed its pre-pandemic peak, rural employment is still below 2007 levels. The employment-to-population rate of…
  • How Big-City Expats Might Reshape the Politics Of Rural America — Rural counties saw population growth of ~ 1mm persons between 2020-23 largely from urban areas which likely will depolarize the countries politically. As of…
  • The Great “Transfer”-mation — Transfer payments made up 18% of all US personal income in 2022, up from 8% in 1970. Social Security/Medicare made up 56% of the increase from 1970 to 2022…
  • Growth
  • GDP
  • Politics
Previous articleJanuary 14, 2025Drivers Of the Natural Long-Term Rate of Interest (and Why the Economy Hasn’t Tanked)Slow growth and aging account for ~½ of the ~3pp drop in the US natural rate R* between 1970 and the mid-2010s and “global spillovers” for ⅓. R* is now up 50+bps from the mid-2010s, “partly reflecting extraordinary fiscal stimulus.”Next articleJanuary 14, 2025Reversal of Fortunes: Europe’s Thriving South and Stagnant NorthSince 2020, the economies of Spain, Italy, Portugal, and Greece have grown by nearly 6%, while Germany had no increase in economic activity. “The Bundesbank has warned that this stagnation may drag on well into 2025.”
Showing 74 database articles primarily about Growth

Higher Utilisation Explains The Recent Surge In Productivity Growth

AI Summary. Recent productivity growth is driven by higher input utilisation — workers and capital being used more intensively — rather than genuine efficiency gains; once utilisation is stripped out, underlying productivity growth is near zero.

Shane Boyle, John Fernald and Huiyu Li Center For Economic and Policy Research
Date Posted:
August 5, 2026
Is Database:
Database

US labor productivity has accelerated, with output per hour growing at a mean annual rate of 2.5% btw 2023–2026Q1, ~1pp above its 2005–2019 pace. The gains have largely been driven by higher input utilisation, which is ‘inherently temporary.”

Is recent productivity growth real or just higher input utilisation?

Core argument: Fernald’s utilisation measure infers economy-wide input intensity from observed hours-per-worker movements, scaled by estimated pass-through to labour productivity and aggregated across industries via Domar weights—capturing the unobserved margins of worker effort and capital run-time.

Input utilisation is not observed directly for the entire economy;  it must be inferred. Consider a firm that wants to meet strong demand but has a given capital stock, workforce, and technology. It can ask its existing workers to work longer (which we observe). It can also run its capital longer. Each margin is costly, for example, overtime pay, so firms typically use all of them at once. The observed margin serves as a proxy for the unobserved ones. The method infers changes in industry utilisation from observed movements in hours per worker, scaled by an estimated pass-through of those movements into labour productivity. Industry estimates are aggregated using Domar weights, which reflect each industry’s importance. The stacked bars in Figure 2 show measured TFP growth split into [Fernald's] measure of utilisation growth in light grey and utilisation-adjusted TFP growth in dark grey. In 2023, utilisation growth was a drag on measured TFP growth, and utilisation-adjusted TFP growth soared. Since the beginning of 2024, however, utilisation accounts for essentially all TFP growth. For now, the measured productivity gains appear to derive from “working harder” rather than “smarter.”

Takeaways by Macro Roundup® AI

  1. Fernald’s utilisation measure infers economy-wide input intensity from observed hours-per-worker movements, scaled by estimated pass-through to labour productivity and aggregated across industries via Domar weights—capturing the unobserved margins of worker effort and capital run-time.

Related Articles:

  • Productivity During and Since the Pandemic — John Fernald and @huiyu_li find since 2023 productivity growth is slightly above the slow post-2004 trend however it remains well under the 1995-2004 pace. TFP…
  • The Impact of AI on the U.S. Labor Market — A difference-in-differences design finds 6.7% slower real-wage growth in AI-exposed occupations since 2023 than in low-exposure ones, with no detectable job…
  • Why Wages And Productivity Look Set To Diverge Further — In advanced economies, increases in labor productivity growth have decoupled from real wage growth, especially post-1980.
  • Growth
  • GDP
  • Productivity

Why Wages And Productivity Look Set To Diverge Further

Joel Suss Financial Times
Date Posted:
July 27, 2026
Is Database:
Database
Is Important:
Important

In advanced economies, increases in labor productivity growth have decoupled from real wage growth, especially post-1980.

In the US, Europe and Japan, pay growth has decoupled from productivity growth, with the latter having pulled ahead. US Labour productivity — measured as real GDP per hour worked — is now more than five times greater than in 1947, whereas real hourly compensation is only about three times greater. Median wage growth has lagged even further behind productivity growth, with inequality pushing the average wage higher than the median. (The figures above show average rather than median wages; plotting median wages would show an even greater divergence.)

Related Articles:

  • The Record Divide Between Corporate Profits and Worker Pay — Labor's share of national income has fallen to 51%—its lowest recorded level—while corporate profits have reached 12.1% of national income, their highest share since 1950. Inflation-adjusted hourly wages have risen 3% since 2019, while inflation-adjusted corporate profits have risen 50% over the same period.
  • AI and Productivity — Rising US labor productivity is driven by higher capital utilization—factories, servers, and hotel rooms running harder—rather than new investment or efficiency gains at the individual task level.
  • Understanding Trends in Worker Pay over the Past 50 Years — Since 1973 median pay has risen 50% while average productivity rose 111%; @swinshi finds the divergence has been driven by “fanning out” in workers&#8217…
  • Growth
  • Productivity
  • Workforce
    • Inequality
    • Wages/Income

What the World Cup Revealed About America

AI Summary. U.S. households with retirement savings and home equity have been insulated from inflation, as $15tn in annual spending by 45 million such households—driven by wealth gains rather than income—has sustained GDP growth well above rates seen in comparable economies.

Jason Thomas Carlyle
Date Posted:
July 21, 2026
Is Database:
Database
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Important

Citing the spending of the top 45mm US households, Jason Thomas argues that US economic growth could be characterized less as ‘k-shaped’ than “travelling at two speeds, one roughly the same rate as Europe’s and another that’s racing far ahead.”

Is wealth-driven spending masking underlying economic weakness in the U.S.?

Core argument: Balances in U.S. defined-contribution retirement plans have risen $6.7 trillion (+12.7% annually compounded) since early 2019, insulating roughly 73 million households from inflation and supporting elevated consumer spending out of accumulated wealth.

Roughly 73 million US households have retirement accounts (primarily defined-contribution plans like 401ks) that consist primarily of claims on businesses whose revenue growth and market values provide another hedge against inflation. Balances in defined contribution plans have increased by $6.7 trillion (+12.7%, annually compounded) since the start of 2019. US personal savings rates have fallen sharply over the past year (from 5.5% in April 2025 to 3% in May 2026) but that seems entirely rational. If your retirement balance is far above where you expected it to be, why not spend a bit more of your current income than previously intended? If we net across these overlapping cohorts and exclude recent first-time home purchases, we’re left with 45 million households that combine to account for nearly $15 trillion in annual outlays. That’s an extraordinary sum, equal to nearly 3x the size of the entire German economy and 70% of the GDP of China. And this third of the population has not only been insulated from the inflation shock but also exhibits the propensity to spend out of wealth and income to an extent that’s sustained a far higher rate of GDP growth than observed in economies with comparable living standards.

Takeaways by Macro Roundup® AI

  1. Balances in U.S. defined-contribution retirement plans have risen $6.7 trillion (+12.7% annually compounded) since early 2019, insulating roughly 73 million households from inflation and supporting elevated consumer spending out of accumulated wealth.
  2. The 45 million U.S. households combining wealth insulation with high spending propensity account for approximately $15 trillion in annual outlays—nearly 3× Germany’s entire economy and 70% of China’s GDP—sustaining U.S. GDP growth above peers at comparable living standards.
  3. The U.S. personal savings rate declined 2.5 percentage points to 3%, a rational response by households whose retirement balances substantially exceed prior expectations, substituting wealth appreciation for current-income saving.

Related Articles:

  • K-Shaped Economy? — Using internal Stripe payment data, Tedeschi finds that spending growth of households in low-income zip codes has outpaced that of households in high-income…
  • The K-Shaped Economy’s Defining Statistic Has Some Problems — Consumer spending in the United States has become increasingly concentrated among the highest earners over the past three decades, driven by wealth effects — the tendency for rising asset values to boost spending among those who hold the most assets.
  • The Two Europes — The European Union contains two divergent economies: a reforming frontier energized by security threats, and a stagnant interior where structural reform pressure remains absent.
  • Growth
  • GDP
  • Politics
  • Workforce
    • Inequality

Cataloging Growth: A Re-Evaluation of 1900–1990

AI Summary. Quality-adjusted price indexes built from historical retail catalog data show real goods consumption grew 3.8x faster than conventional measures indicate, implying pre-1940 growth outpaced the postwar boom at 5.4% vs. 4.2% annually.

Verónica Bäcker-Peral and Benjamin Wittenbrink Massachusetts Institute of Technology
Date Posted:
July 20, 2026
Is Database:
Database
Is Important:
Important

Using 5.1mm Sears catalog listings and LLM-based hedonic estimation, this study finds real goods consumption grew 39-fold from 1900 to 1990, not 10.3-fold as official data imply, with the largest mismeasurement concentrated before WWII.

Does conventional measurement underestimate pre-war economic growth?

Core argument: A quality-adjusted price index built from 5.1 million Sears catalog listings shows real U.S. goods consumption grew 39x over 1900–1990—nearly four times the 10.3x implied by conventional deflators—driven by systematic understatement of quality improvements.

Measuring real GDP growth requires distinguishing changes in prices from changes in product quality... systematic quality adjustment. price indexes are unavailable for much of the twentieth century. We construct a new quality-adjusted price index using 5.1 million product listings from Sears catalogs, 1900–1990. The resulting cost-of-living index implies substantially lower goods inflation than conventional deflators between 1900 and 1990, real goods consumption grew by a factor of 39 using our index,compared with a factor of 10.3 using standard goods deflators. Figure 5 shows our estimates of the cost-of-living index for consumer goods in the solid red line. The dashed black line shows average cumulated price changes for the same sample of consumer goods. The gap.is largest before World War II, reversing the conventional view that goods consumption growth was slower before 1945 than in the post-war decades.As Gordon puts it, 'the history of price changes from 1914 to 1947 [is] the black hole where little is known.' This paper sheds light on that black hole. We estimate average annual real goods consumption growth of 5.4% for 1900-1939 and 4.2% for 1946-1980... the era of fastest growth was in the prewar, not postwar, contrary to conventional estimates.

Takeaways by Macro Roundup® AI

  1. A quality-adjusted price index built from 5.1 million Sears catalog listings shows real U.S. goods consumption grew 39x over 1900–1990—nearly four times the 10.3x implied by conventional deflators—driven by systematic understatement of quality improvements.
  2. Pre-war real goods consumption grew at 5.4% annually (1900–1939), outpacing the post-war rate of 4.2% (1946–1980) and reversing the consensus that the post-war decades represented peak U.S. consumption growth.
  3. Conventional price deflators overstate twentieth-century goods inflation by failing to capture quality improvements, causing standard GDP estimates to materially undercount real consumption gains across the entire period.

Related Articles:

  • European vs. U.S. Economic Performance: An Update — The U.S. productivity advantage over western Europe is largely explained by industrial mix: the U.S. tech sector is 3.8 percentage points larger as a share of the economy, and tech productivity grows 6.8 percentage points faster than the rest, accounting for ~40% of the total gap.
  • Is The Great Stagnation Actually Just a ‘So-So’ Stagnation? — .@MTabarrok argues that “zero improvement in the population average score” in math and reading since the 1970s implies that growth accounting has overestimated…
  • Growth
  • GDP
    • Inflation

Can Africa Take The Asian Path To Growth?

AI Summary. Sub-Saharan African cereal output has grown nearly 5x since the 1960s, but almost entirely through expanding farmland rather than improving yields, and as arable land per person falls to the global average, agricultural productivity has stagnated — with most countries less efficient in 2023 than a decade earlier.

Economist Staff The Economist
Date Posted:
July 15, 2026
Is Database:
Database

Most Sub-Saharan African countries had lower agricultural TFP in 2023 than they had a decade earlier. Btw 2008 and 2019, in the face of a rapidly rising population, small farms’ yields were falling by 3 to 4% per year.

Is African agriculture repeating Asia's mistakes instead of learning from its successes?

Core argument: Sub-Saharan African cereal production grew 5x since the 1960s, but stagnant yields 2020–2024 reveal productivity gains have plateaued, limiting further.

In aggregate [sub-Saharan Africa's] farmers are growing more cereals, such as maize (corn) and rice, than ever: nearly five times as much as in the 1960s. But most of those gains came from cultivating more land, which cannot go on for ever. The amount of arable land per person has been falling for decades, and now sits at roughly the global average. That might not matter if farmers were also growing more crops per hectare. But recently gentle growth in agricultural productivity has given way to stagnation, perhaps even decline. Consider figures drawn from national statistics in Africa by the Food and Agriculture Organisation. Cereal yields did not grow between 2020 and 2024, the latest data point. Nor did total factor productivity (TFP), a measure of how efficiently inputs of all kinds (such as labour and machinery) are turned into produce. Most African countries had lower agricultural TFP in 2023 than a decade before.

Takeaways by Macro Roundup® AI

  1. Sub-Saharan African cereal production grew 5x since the 1960s, but stagnant yields 2020–2024 reveal productivity gains have plateaued, limiting further.
  2. Agricultural total factor productivity declined in most African countries 2013–2023 vs. the prior decade, driving efficiency losses that constrain output.
  3. Falling arable land per person across Africa results in structural dependence on yield improvements, yet cereal productivity stagnation signals the.

Related Articles:

  • 21st-Century Africa Governance and Growth — In 1990, Sub-Saharan Africa’s GDP per capita was 30% of the world average. Btw 2014 and 2022, GDP per capita declined to 22% of the world’s mean. 50% of…
  • Africa Needs 1 Billion Jobs by the End of the Century. Where Will It Find Them? — Sub-Saharan Africa’s population, currently ~1.3B, is forecast to reach ~3.5B in 75 years. ~60% of the population is < 25. Worryingly, a Bloomberg analysis…
  • Changing Sub-Saharan Africa’s Growth Trajectory — Sub-Saharan Africa will have 25% of the world’s working-age population by 2050. Currently, the region accounts for 3% of global output. Assuming 2%…
  • Growth
  • GDP
  • Productivity
  • Workforce
    • Demographics

AI, Immigration, and Collapsing Labor Force Participation

AI Summary. Declining labor force participation concentrates economic output among fewer workers, raising the return on automation and making productivity growth the primary driver of expansion. Any productivity shortfall carries greater consequences because a shrinking worker base cannot compensate through increased participation.

Paul Kedrosky Applied Complexity
Date Posted:
July 8, 2026
Is Database:
Database

Overall LFP is at a 50-year low. Kedrosky warns, “As fewer adults work or seek work, a larger fraction of voters experience the economy mostly as consumers, retirees, or rentiers, not as workers…[which] changes incentives around….taxation and redistribution.”

Does productivity growth become the economy's only growth engine as workers decline?

Core argument: Declining labor force participation concentrates income and tax generation among fewer workers, driving fiscal fragility and heightened vulnerability to productivity.

As fewer adults work or seek work, a larger fraction of voters experience the economy mostly as consumers, retirees, or rentiers, not as workers. That changes political incentives around wages, immigration, AI, taxation, and redistribution. The economy becomes increasingly dependent on a shrinking core. A shrinking group of workers generates the income, taxes, and innovation that support a growing number of non-workers. The economy becomes more fragile because labor shocks are concentrated among fewer participants. Capital must increasingly substitute for labor. Labor scarcity raises the return on automation, AI, robotics, and software. The AI bet becomes as much about compensating for workers' absence as simple replacement. Growth increasingly depends on productivity, on not participation. Any [productivity] miss will be much more consequential than in the past, given that labor no longer picks up the slack.

Takeaways by Macro Roundup® AI

  1. Declining labor force participation concentrates income and tax generation among fewer workers, driving fiscal fragility and heightened vulnerability to productivity.
  2. Shrinking workforce participation shifts voter incentives toward consumption and capital returns over wage growth, leading to political realignment on taxation.

Related Articles:

  • Baby Busts and Growth Booms: Demographic Change and the Macroeconomy — Cross-country evidence from 1950 to 2020 shows that a 1pp lower birth rate is associated with 22 log points (~25%) higher GDP per worker 40 years later and 29…
  • Have We Entered an Era of High Productivity Growth? — Labor productivity data show a 57% probability the U.S. economy has entered a high-growth regime, but efficiency-based measures show only 21%, mirroring the mixed signals seen in the mid-1990s technology boom before sustained productivity gains became clear.
  • The Budget and Economic Outlook: 2026 to 2036 — CBO projects a deficit of 5.8% of GDP in 2026, unchanged from 2025. Outlays, at 23.3% of GDP, will exceed their 50-year mean by 2.1pp; revenue of 17.5% is just…
  • Growth
  • Fiscal Policy
    • Fiscal Deficits
    • Government Spending
    • Taxation
  • GDP
  • Productivity
  • Workforce
    • Demographics
    • Unemployment/Participation
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