“…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
“…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
“A full-throated defense of economic dynamism.” - The Wall Street Journal
“Unintended Consequences represents the most cogent and persuasive analysis of the Financial Crisis to date.” - Andrei Shleifer, 1999 John Bates Clark Medal Winner
“Unintended Consequences offers deep and well-argued analyses on almost every issue.” - The New York Times
“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
“…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
“…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
“…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
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Science and the Market for Technology

Ashish Arora National Bureau of Economic Research

Date Posted:: March 23, 2021
Is Database:: Database

Federal R&D spending reallocation from defense to fields like computer science, oceanography, and biology has led to significant shifts in research output and patent value.

The reallocation of federal R&D spending from defense to fields like computer science, oceanography, and biology has led to significant shifts in research output and patent value. Post-USSR collapse, federal funding for Space and Defense fell by nearly 40% between 1986-1992, while Medical and Energy funding doubled, resulting in more science-based patents. Patents citing scientific papers are 16-23% more likely to be traded, indicating higher quality innovation. The share of patents citing science rose from 4% to 28% between 1980-2015. Smaller firms benefit more from science-based patents, with a fourfold larger impact on market for technology (MFT) compared to larger firms. A standard deviation increase in science-based patents correlates with a 6.5% rise in reassigned patents, underscoring the economic value of science-driven innovation.

Takeaways by Macro Roundup^® AI

Patents citing scientific papers are 16–23% more likely to be traded, which the authors take as an indication of higher quality innovation.
Federal funding for Space and Defense fell by nearly 40% between 1986 and 1992 after the USSR's collapse, while Medical and Energy funding doubled, resulting in more science-based patents.
The share of patents citing science rose from 4% to 28% between 1980 and 2015, and a standard deviation increase in science-based patents corresponds to a 6.5% rise in reassigned patents, with a fourfold larger impact for smaller firms.

Science and the Market for Technology: Extended Excerpt Image 1

Ashish Arora, Sharon Belenzon and Jungkyu Suh, "Science and the Market for Technology," National Bureau Of Economic Research, March 2021, https://www.nber.org/papers/w28534

New NBER using the collapse of the USSR as a natural experiment in terms the response of/the shock to American scientific spending as the USG reallocated Federal R&D spending away from defense (so physics, chemistry, and electrical engineering) and towards computer science, oceanography and biology (See Figure A2) Relative to the counterfactual paper finds (intuitively) more funding resulted in more papers, and less funding leads to fewer papers. Using patent citations/and tradability as a measure for usefulness the paper finds the share of patents citing scientific papers was correlated with the uptick/downtick in the number of paper by field (so driven by federal R&D spending) This in turn produced higher quality innovation in terms of the patents likelihood to be traded by the firm that owns it, "..Patents that reference a scientific article are 16-23% more likely to be traded than patents that do not reference science..."

Good factoid to demonstrate innovation has become more science intensive"...At the same time, the reliance of inventions on science has increased, as indicated by the rise in the share of patents citing science from 4% to 28% of all U.S. utility patents between 1980 and 2015..."

Core findings, first “…a patent that cites a scientific publication has a 23% higher probability of being traded compared to a patent that does not cite science. After wecontrol for quality using number of claims, triadic patenting status, (and stock market value for a subset of patents matched to listed firms), the magnitude of the science-MFT coefficient is reduced by a third, but still positive and statistically significant. We interpret this as suggesting that reliance on science is related to MFT in other ways, not just through quality…”

Second, “…consistent with the view that science increases gains from trade,we find that the relationship between science and MFT is four times larger for small firms compared to large firms. Since larger firms already have high commercialization capabilities (and hence derive lower value from selling), reliance on science will have a smaller effect on the gains they can reap from selling their invention compared to smaller firms.We also find that the science-MFT relationship is about a third larger for patents using a one standard deviation “newer” combination of technological subclasses (Fleming, 2001). Unfamiliar inventions are likely to be more difficult for buyers to evaluate, but when such inventions are based in science, buyers may gain a better understanding of otherwise unfamiliar technological components. We also find that reliance upon more recent science is more strongly associated with patent trade. This suggests that the principal channel through which science affects technology markets is not by reducing transfer costs, since mature science is more likely to provide a “common language” or background knowledge for market participants (Arora and Gambardella, 1994). Newer science, and more specialized science, on the other hand, is arguably more important in illuminating uncharted applications of inventions, thereby increasing gains from trade…”

Third, “… we present instrumental variable results that are based on an exogenous change in the availability of science, which affects the prevalence of science-based inventions unrelated to trade conditions. After the fall of the Soviet Union, federal funding for research fell by almost 40% for Space and Defense between 1986 and 1992, whereas it doubled in Medical and Energy. These changes led to substantial variation in the supply of new knowledge, and therefore, variation in the reliance on science in different fields of invention.The geopolitical circumstances that precipitated the end of the Cold War are exogenous to MFT. We find that patent classes with a standard deviation increase in the share of science-based patents experience a 6.5% increase in the share of reassigned patents. Our IV estimates are 13% smaller than our OLS estimates, but still positive and statistically significant….”
Science and the Market for Technology: Extended Excerpt Image 2

Ed Comment:“My thinking isn't clear on this but my sense from being on the waters board is that academic research is woefully unproductive relative to commercial research. Yet academies siphone off an enormous amount of talent. So the gov funding more academic research may make the academics more productive in response to the funding than they otherwise would be. But in general, gov funding of academic research makes talented people less productivity because it makes the academies larger than they otherwise would be. Is this a variation of the Simpson paradox?”

The Fairest Way to Reform Social Security May Also Be the Worst Way to Grow the Economy

Andrew Biggs American Enterprise Institute

Date Posted:: May 28, 2026
Is Database:: Database
Is Important:: Important

Biggs argues that “fair” approaches to restoring Social Security solvency – those that do not cut already accrued benefits – are less effective than “unfair” ones that do, because the latter incentivize increased work effort, raising growth and revenue.

Imagine that Social Security reform follows the fairness model, in which accrued benefits are paid in full but the rate at which future benefits are earned is reduced. A simple way to do this is to increase the payroll tax rate To keep Social Security permanently solvent, meaning through 75 years and beyond, would require an immediate and permanent increase in the payroll tax rate [from] 12.4% to 17.6%. The higher rate would decrease labor supply and reduce economic growth. [Consider] an alternate reform, which looks clearly unfair: fix Social Security’s funding gap entirely by reducing accrued benefits that Americans already have earned. As of 2025, Americans had accrued $54 trillion in Social Security benefits. Social Security’s unfunded obligation as of 2025 was $26 trillion. So, roughly, this means cutting Americans’ “earned benefits” in half. [Analyzing the 1977 reform that undid the notorious 1972 “double-indexing” of benefits, a group of economists], using SSA earnings data, found that, for every dollar of lost benefits, the affected Americans increased their earnings by 61 cents. Moreover, these additional earnings would be taxed by Social Security, further strengthening the program’s finances. In effect, this makes cutting benefits a “cheaper” way to fix Social Security than raising taxes, because people respond in ways that also increase tax revenues.

Takeaways by Macro Roundup^® AI

Keeping Social Security permanently solvent under the "fairness" model of paying accrued benefits in full would require an immediate and permanent payroll tax increase from 12.4% to 17.6%, which would decrease labor supply and reduce economic growth.
Americans had accrued $54 trillion in Social Security benefits as of 2025 against an unfunded obligation of $26 trillion, so closing the gap solely by cutting already-earned benefits would mean roughly halving those benefits.
Economists analyzing the 1977 reform that undid the 1972 "double-indexing" of benefits found, using SSA earnings data, that affected Americans raised their earnings by 61 cents per dollar of lost benefits, earnings that Social Security would tax.

The World’s Most Surprising Capitalist Makeover Is Under Way in Sweden

Tom Fairless Wall Street Journal

Date Posted:: May 12, 2026
Is Database:: Database

Swedish public social spending is now 23.7% of GDP, just 1pp above that of the US and well under France’s 31.6%. Market-based reforms in the 1990s brought overall government spending down from 69.4% to 49.3% in 2024.

For decades, Sweden was shorthand for the brand of high-tax, high-spend government that managed people’s lives from cradle to grave through state-run hospitals, schools and care homes. No longer. With little fanfare, this Nordic country of 11 million has embraced capitalism. Today, nearly half of primary healthcare clinics are privately owned, many by private-equity firms. One in three public high schools is privately run, up from 20% in 2011. School operators are listed on the stock exchange. The capitalist makeover has allowed Sweden to do what few industrialized countries have managed in recent years: shrink the size of the state. That has enabled the government to sharply lower taxes and, economists say, sparked a surge in entrepreneurship and economic growth. Its total public social spending bill—which includes healthcare, education and all welfare payments—has fallen to 24% of gross domestic product, similar to the U.S. and well below the over 30% for nations like France and Italy. Sweden’s economy is expected to grow by around 2% a year through 2030, roughly the same pace as the U.S. and double the growth rates of France and Germany, according to an April forecast by the International Monetary Fund.

Takeaways by Macro Roundup^® AI

Sweden's total public social spending, covering healthcare, education and welfare payments, has fallen to 24% of GDP, similar to the U.S. and well below the over 30% of nations like France and Italy.
Nearly half of Sweden's primary healthcare clinics are privately owned, many by private-equity firms, and one in three public high schools is privately run, up from 20% in 2011, with school operators listed on the stock exchange.
An April forecast by the International Monetary Fund projects Sweden's economy will grow around 2% a year through 2030, roughly matching the U.S. and double the growth rates of France and Germany.

How Policy and Demographics Are Reshaping SNAP: From Families with Children to Older Adults

Angela Rachidi American Enterprise Institute

Date Posted:: May 1, 2026
Is Database:: Database

About 40mm Americans, 12% of the population, receive SNAP benefits, up from 6% in 2000. In 2023, only 34% of these households included children, down from 49% in 2010, while 36% contained an elderly person, up from 16% in FY2010.

Comparing FY2000 with FY2025, the share of the population receiving SNAP doubled from 6% to 12%, while real SNAP costs per capita increased by 179%—from roughly $100 per year to $279 (in 2024 dollars). Despite this growth, per capita participation and costs in FY2025 remained below their pre-pandemic peak in 2013, which coincided with the aftermath of the Great Recession and changes in eligibility and other policies stemming from the 2008 Farm Bill. SNAP is countercyclical, meaning that all else equal, the number of people receiving SNAP should rise during recessions because of increased unemployment and decline as the economy recovers, [though] overall SNAP participation has grown faster than changes in the unemployment rate alone would predict. Over the long run, and especially since FY2020 (due to the Thrifty Food Plan’s increase in the maximum SNAP benefit), costs per capita have not returned to prerecession levels after a period of high unemployment. In FY2023, the share of SNAP households containing an elderly person (36%) exceeded the share containing a child (34%) for the first time. This was a sharp departure from the early 2000s, when more than half of SNAP households contained a child and less than 20% included an elderly person (Figure 2).

Takeaways by Macro Roundup^® AI

The share of the U.S. population receiving SNAP doubled from 6% in FY2000 to 12% in FY2025, while real SNAP costs per capita rose 179%, from roughly $100 to $279 per year in 2024 dollars.
In FY2023, the share of SNAP households containing an elderly person reached 36%, exceeding the 34% containing a child for the first time, against the early 2000s when over half contained a child and under 20% included an elderly person.

Washington’s Growing Portfolio: Tracking U.S. Government Investments

Jonathan Hillman Council On Foreign Relations

Date Posted:: April 23, 2026
Is Database:: Database

Since January 2025, the USG has taken equity stakes totaling $20.9B in 16 American businesses. $8.6B, ~41% of the total, was invested in critical mineral miners and processors, while $8.9B, ~43% of the total, funded the government’s 10% stake in Intel.

Since January 2025, the U.S. government has invested $20.9 billion across sixteen deals involving direct ownership, broadening a toolkit that has traditionally focused on grants, loans, and tax incentives. The Department of Commerce has participated in six such deals, including taking a 10% stake in Intel. The Development Finance Corporation, the United States’ development bank, has executed three equity transactions in critical minerals, healthcare, and infrastructure. The Department of Defense leads the way with seven such deals. The U.S. government is also working with a range of partners and has mobilized an additional $4.75 billion in investment. Private co-investors include J.P. Morgan, Goldman Sachs, and others.

Takeaways by Macro Roundup^® AI

Since January 2025, the U.S. government has invested $20.9 billion across sixteen deals involving direct ownership, broadening a toolkit traditionally focused on grants, loans, and tax incentives.
The Department of Defense leads with seven direct-ownership deals, followed by the Department of Commerce with six, including a 10% stake in Intel, while the Development Finance Corporation has executed three equity transactions in critical minerals, healthcare, and infrastructure.
The U.S. government has mobilized an additional $4.75 billion in investment alongside private co-investors including J.P. Morgan and Goldman Sachs.

How Federal Spending is Distributed by Age

Kent Smetters University of Pennsylvania

Date Posted:: April 2, 2026
Is Database:: Database
Is Important:: Important

In 2025, of the 62.5% of Federal spending that is age-assignable on a per-capita basis, US retirees aged 65+ were given $43,700, working-age adults 26–64 got $7,300, and children and young adults got $4,300.

We trace spending items within 52 general spending categories, totalling $7T for the 2025 Fiscal Year. We are able to classify a total of $4.4T across three broad age categories and assign the remaining $2.6T to an all-ages residual. Retirees (adults age 65 and older) receive $2.7T, equal to 38.6% of total federal outlays and 61.9% of age-assignable spending. Working-age adults (ages 26-64) receive $1.2T (27.9% of age-assignable), and children and young adults (under age 26) receive $449B (10.3%). The dominance of the retiree category reflects two programs above all others: Social Security and Medicare. Social Security directs $1.3T to retirees, and Medicare sends $835B. Together, they account for 80% of all age-assignable spending on older adults. But the retiree total extends beyond these two entitlements. Federal employee retirement benefits ($169B), housing assistance for older households, Medicaid long-term-care spending, and VA medical care all contribute, making the federal budget more retiree-focused than a Social Security–only lens would suggest.

Takeaways by Macro Roundup^® AI

Retirees aged 65 and older receive $2.7 trillion of federal spending in fiscal 2025, equal to 38.6% of total outlays and 61.9% of age-assignable spending, versus $1.2 trillion for working-age adults aged 26–64.
Children and young adults under age 26 receive $449 billion, or 10.3% of age-assignable federal spending, out of $4.4 trillion classified by age within a $7 trillion budget, with $2.6 trillion assigned to an all-ages residual.
Social Security directs $1.3 trillion and Medicare $835 billion to retirees, together 80% of age-assignable spending on older adults, with federal employee retirement benefits ($169 billion), housing assistance, Medicaid long-term care, and VA medical care contributing further.

Has the United States Bent the Health Care Cost Curve?

David Cutler and Lev Klarnet Brookings Papers On Economic Activity

Date Posted:: March 30, 2026
Is Database:: Database
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In 2024, medical spending as a share of GDP was just above its 2010 level and 15% ($977B) below its 2010 forecast; 21% of the gap was due to technology, 24% to price reductions, and 11–27% to reforms such as prior authorization and higher deductibles.

Five factors are important in the slowdown in spending [Figure 16]. The first is technology-associated changes in health and site of care. These correspond to the subsequent innovations in our model. Together, technologies along these lines account for 21% of the overall cost slowdown and double that in Medicare. Second, long-run supply is more elastic than short-run supply, which lowers spending over time. This is particularly apparent in the impact of patent expiration for pharmaceuticals and in relative declines in imaging reimbursement. We estimate that greater long-run supply explains 6% of the spending slowdown. Third, a variety of market changes contribute to reduced and more elastic demand, including increased cost sharing paid by consumers, physicians not paid as much for using technologies, and insurers imposing restrictions on technology use - a rough guess is that these account for 11 to 27% of the spending slowdown. Fourth, the population is healthier in ways that reduce spending. This includes fewer hospitalizations for smoking-related conditions and reduced need for formal home health care. The birth rate has fallen as well, which reduces the need for care. We estimate improved population health explains 7% of the spending slowdown. A major component is slower price growth. Net of upcoding, we estimate lower price growth explains 24% of the spending slowdown.

Takeaways by Macro Roundup^® AI

Technology-associated changes in health and site of care account for 21% of the overall U.S. health care cost slowdown and double that share in Medicare, according to the authors' estimates.
The authors estimate that slower price growth, net of upcoding, explains 24% of the health care spending slowdown, while market changes reducing demand — higher consumer cost sharing, lower physician payment for technology use, and insurer restrictions — account for a rough 11–27%.
Improved population health explains an estimated 7% of the spending slowdown, through fewer smoking-related hospitalizations, reduced need for formal home health care, and a lower birth rate, while greater long-run supply elasticity explains 6%.

Federal R&D spending reallocation from defense to fields like computer science, oceanography, and biology has led to significant shifts in research output and patent value.

Does science-based patenting make inventions more likely to be traded?

Takeaways by Macro Roundup® AI

Biggs argues that “fair” approaches to restoring Social Security solvency – those that do not cut already accrued benefits – are less effective than “unfair” ones that do, because the latter incentivize increased work effort, raising growth and revenue.

Does closing Social Security's gap with higher payroll taxes hurt growth?

Takeaways by Macro Roundup® AI

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Swedish public social spending is now 23.7% of GDP, just 1pp above that of the US and well under France’s 31.6%. Market-based reforms in the 1990s brought overall government spending down from 69.4% to 49.3% in 2024.

How has Sweden shrunk its state by privatizing public services?

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About 40mm Americans, 12% of the population, receive SNAP benefits, up from 6% in 2000. In 2023, only 34% of these households included children, down from 49% in 2010, while 36% contained an elderly person, up from 16% in FY2010.

How have food stamp enrollment, costs, and recipient households changed?

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Since January 2025, the USG has taken equity stakes totaling $20.9B in 16 American businesses. $8.6B, ~41% of the total, was invested in critical mineral miners and processors, while $8.9B, ~43% of the total, funded the government’s 10% stake in Intel.

Is the U.S. government taking direct equity stakes in companies?

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In 2025, of the 62.5% of Federal spending that is age-assignable on a per-capita basis, US retirees aged 65+ were given $43,700, working-age adults 26–64 got $7,300, and children and young adults got $4,300.

How is federal spending distributed across age groups?

Takeaways by Macro Roundup® AI

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In 2024, medical spending as a share of GDP was just above its 2010 level and 15% ($977B) below its 2010 forecast; 21% of the gap was due to technology, 24% to price reductions, and 11–27% to reforms such as prior authorization and higher deductibles.

What explains the slowdown in US health care spending?

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