“…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
“…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
“…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
“…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
“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
“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
“…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
“…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
“…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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Will AI Lengthen Lifespans Or Shorten Them?

John Burn-Murdoch Financial Times

Date Posted:: October 24, 2025

Young men and the unemployed report higher feelings of isolation in the Anglosphere relative to non-English-speaking countries. AI could amplify these trends if it drives “the lasting destruction of professions and careers” and long-term joblessness.

Both young men and people out of work report being significantly more socially isolated in English-speaking countries, markedly increasing the risk of self-destructive behaviour. Several factors in non-anglophone countries may be playing a protective role here, from levels of religious belief and social solidarity to more concrete factors such as close-knit multigenerational family units. These may allow other populations to weather storms that damage anglophone societies. This dangerous combination of economic dislocation and social isolation brings us to AI. If future iterations of today’s large language models do, one day, bring about joblessness at scale, it will not be a passing spike. Rather it will mean the lasting destruction of professions and careers, permanently scarring the generation affected. Because enduring involuntary unemployment (much more than financial distress) is what causes the harm, even a substantial universal basic income might not be sufficient to replace the loss of purpose, camaraderie and social contact that work can provide.

Takeaways by Macro Roundup^® AI

Young men and people out of work in English-speaking countries report significantly higher social isolation, which markedly increases the risk of self-destructive behaviour.
Religious belief, social solidarity, and close-knit multigenerational family units may act as protective factors in non-anglophone countries, allowing those populations to weather storms that damage anglophone societies.
Should future large language models bring about joblessness at scale, the resulting destruction of professions and careers would be lasting, and because enduring involuntary unemployment rather than financial distress causes the harm, even a substantial universal basic income might not suffice.

Why America’s Prisons Are Shrinking And Racial Gaps Are Closing

Jason Robey and Michael Light Nature Human Behaviour

Date Posted:: September 23, 2026
Is Database:: Database
Is Important:: Important

From their respective recent peaks in 2000 and 2006 to 2019, prison admissions for violent crime fell 20% for Whites and 43% for Blacks. Race-specific NIBRS estimates suggest actual violent crime fell 18% and 47%, respectively.

From their respective peaks [2000 for whites, 2006 for blacks], prison admission rates for violent crime fell 20% for Whites and 43% for Blacks. [Because UCR crime totals do not identify offender race, the authors use the National Incident-Based Reporting System (NIBRS), which records offender race as reported by victims, witnesses or police, to allocate national violent-crime totals by race. NIBRS contains about three times as many violent offenders as arrestees. As a check on crimes not reported to police, they use National Crime Victimization Survey victim reports; results are similar.] [Recorded violent crime fell 18% for Whites and 47% for Blacks See Table 2]. For Whites, the decline in prison admissions is primarily a function of a decline in crime and arrests, with case processing dampening the decline. For Blacks, the decline in violent prison admissions is exclusively attributed to a 47% reduction in violent crime, as policing and case processing trends worked against an otherwise larger decline. [Arrests per crime and prison admissions per arrest both rose slightly; See Table 2].

Takeaways by Macro Roundup^® AI

Black–White disparity in drug-offence prison admission rates fell from 12 to 1 in 2000 to 2.9 to 1 in 2019, attributed almost entirely to a 75% drop in the Black prison admission rate for drug offences.
Racial disparities in crime, arrest, and prison admission rates have declined across all offence types since about 2000, largely attributable to reductions in crime, arrests, and imprisonment among Blacks.
Declining drug admissions accounted for 53% of the overall drop in Black prison admission rates, while for Whites 62% of the decline came from property offences, with violent (20%) and drug (19%) admissions contributing roughly equally.

Poverty in the United States: 2025

Christina Bijou and Emily Shrider U.S. Census Bureau

Date Posted:: September 17, 2026
Is Database:: Database

According to the Census Bureau, the poverty rate in the US fell .5pp in 2025 to 10.2%, one of the lowest rates on record. The poverty rate for children fell to a historical low of 13.4%. Census’s income measure does not include taxes or non-cash government transfers.

In 2025, the official poverty rate fell 0.5 percentage points to 10.2%, the third consecutive annual decline and one of the lowest rates on record. There were 34.5 million people in poverty in 2025. Poverty rates for Hispanic individuals and children under age 18 both fell to historic lows in 2025. Between 2024 and 2025, the poverty rate for Hispanic individuals fell 1.2 percentage points to 13.9%. The child poverty rate fell 1 percentage point to 13.4%.

Takeaways by Macro Roundup^® AI

The official U.S. poverty rate fell 0.5 percentage points to 10.2% in 2025, the third consecutive annual decline and one of the lowest rates on record, with 34.5 million people in poverty.
The poverty rate for Hispanic individuals fell 1.2 percentage points to 13.9% between 2024 and 2025, a historic low.
The poverty rate for children under age 18 fell 1.0 percentage point to 13.4% in 2025, a historic low.

An Extra Point for Attendance: The Impact of High School Varsity Athletics on Absenteeism

Nat Malkus and Sam Hollon American Enterprise Institute

Date Posted:: April 16, 2026
Is Database:: Database

The absentee rate of Indiana high school students, ~23% of whom played a varsity sport, was ~20% lower for those who participated in varsity athletics than for non-athletes. The effect was stronger when an athlete’s particular sport was in season.

We find that varsity sports participation is strongly associated with better student attendance, and we argue it is plausible that varsity sports participation causes better attendance. When we control for a number of factors that we know matter for both sports participation and attendance, we continue to find that varsity athletes are absent less often than their peers across the entire year. Across the school year, athletes’ absence rate was 1.37 points lower than non-athletes’. That’s a reduction of almost 20%. The broad pattern shown in Table 1 is that students from more advantaged groups were more likely to participate in varsity sports and less likely to be absent from school. It’s thus no surprise that, in the raw data, there is an association between playing varsity sports and having good attendance (Figure 3). But is that because students who attend school more reliably are more likely to play sports or because playing sports leads to better attendance? One way to tease out the answer is to compare varsity athletes' attendance during their sports seasons with their attendance the rest of the year. Not only do varsity athletes have lower annual absence rates—especially unexcused absences—than non-athletes, but [Figure 3 and Figure 4] show that their absence rates fall further when their sport is in season, [which suggests at least some causal effect].

Takeaways by Macro Roundup^® AI

High school varsity athletes' absence rate across the school year was 1.37 points lower than non-athletes', a reduction of almost 20%, after controlling for factors that matter for both sports participation and attendance.
Varsity athletes' absence rates fall further when their sport is in season, which the authors argue suggests at least some causal effect of participation on attendance.
Students from more advantaged groups were more likely to play varsity sports and less likely to be absent, producing an association in the raw data between varsity participation and good attendance.

Sports Betting Across Borders: Spatial Spillovers, Credit Distress, and Fiscal Externalities

Jacob Goss and Daniel Mangrum Federal Reserve Bank of New York

Date Posted:: March 27, 2026
Is Database:: Database

After the legalization of sports betting in 2018, delinquency rates on a wide range of consumer debts rose, increasing .31pp as of 2025. The delinquency rate for the ~3% of the population that were new gamblers increased by ~10pp driven by those under 40.

Exploiting the staggered roll-out of state-level legalization following the 2018 Murphy v. NCAA decision, we use an extended two-way fixed effects (ETWFE) framework that separately estimates direct treatment effects and cross-border spillover effects. Our first-stage estimates establish that legalization dramatically increases betting activity: average quarterly spending per person rises by roughly $46 from a pre-treatment mean of $2.50, and the share of the population with any sportsbook spending in a quarter increases by 3.1 percentage points. The effects on average spending grow continually over time with no clear evidence of saturation, suggesting the market for mobile sports betting continues to mature years after legalization. At the same time, substantial betting activity occurs in counties where sports betting is not legal but which lie near a legal state, with spillover effects on total spending roughly 14% of the direct effect for counties within 15 miles of a legal state, declining monotonically with distance and approaching zero by 60 miles. These spillovers have real consequences for consumer financial health. Three years after legalization, median credit scores are one point lower and overall delinquency rates increase by 0.31 percentage points following legalization. [Under-40 auto loan delinquency increases by half a percentage point and credit card delinquency by one percentage point, driving the overall increase in delinquency.] Since only about 3.1% of the population takes up betting after legalization, these intent-to-treat estimates would imply that those who are induced to bet due to legalization experience delinquency increases of 10 percentage points.

Takeaways by Macro Roundup^® AI

State legalization of sports betting raises average quarterly betting spending per person by roughly $46 from a pre-treatment mean of $2.50 and lifts the share of the population with any sportsbook spending by 3.1 percentage points.
Three years after legalization, median credit scores are one point lower and overall delinquency rates rise by 0.31 percentage points, with under-40 auto loan delinquency up half a percentage point and credit card delinquency up one percentage point.
For counties within 15 miles of a legal state, spillover effects on total spending are roughly 14% of the direct effect, declining monotonically with distance and approaching zero by 60 miles.

New York City Government Services: Services for the Unsheltered

Thomas DiNapoli New York State Comptroller

Date Posted:: March 16, 2026
Is Database:: Database

In 2025 New York City spent $81,705 per “street” homeless person, up 262% from 2019 whose numbers increased 26% during that period. This does not include spending on “sheltered” homeless, who are ~97% of the homeless population.

New York City’s unsheltered population increased from 3,588 in FY 2019 to 4,504 in FY 2025 — a 26% increase from pre-pandemic levels. In that time, spending on services for this population has more than tripled, growing from $102 million in FY 2019 to nearly $368 million in FY 2025 (a 262% increase). Its share of spending has also increased, from just under 5% to nearly 9% of total Department of Homeless Services (DHS) spending.

Takeaways by Macro Roundup^® AI

New York City spending on services for the unsheltered rose 262%, from $102 million in FY 2019 to nearly $368 million in FY 2025, while the unsheltered population grew 26%, from 3,588 to 4,504.
Services for the unsheltered climbed from just under 5% to nearly 9% of total New York City Department of Homeless Services spending between FY 2019 and FY 2025.

Poverty and Dependency in the United States, 1939–2023

Richard Burkhauser and Kevin Corinth National Bureau of Economic Research

Date Posted:: February 3, 2026
Is Database:: Database

Btw 1939 and 1963, the % of Americans below LBJ’s absolute poverty line (3× the cost of a minimal meal plan), fell from 48.5 to 19.5, driven by rising market income. Post-1964, most (for non-blacks, all) drops were the result of transfers, not earnings.

The major innovation of this paper is to extend a comprehensive and consistent measure of poverty back to 1939, exploiting a quarter century of data before the War on Poverty began. From 1939-1963, absolute poverty fell from 48.5% to 19.5%, a 29 percentage point reduction. This pre-war progress provides important context for previously documented success in reducing poverty afterwards, since it occurred before the major expansion of safety net programs like SNAP, Medicaid, and refundable tax credits. During that 1939–1963 period, it was the growth of market income rather than government transfers net of taxes that reduced poverty rates. In fact, poverty fell no faster in the 24 years after the War on Poverty was declared than in the 24 years before, even when applying the same initial poverty rate to both periods. Our results do not imply that poverty would have necessarily continued to fall at the same rate after 1963 in the absence of the War on Poverty. A pre versus post comparison is conflated by contemporaneous macroeconomic and social changes, such as slower economic growth in the post-1963 period. Conversely, any claim that the War on Poverty was necessary for poverty to decline should be accompanied by an attempt to understand why it had already been falling in the quarter century before it was declared.

Takeaways by Macro Roundup^® AI

Absolute poverty in the United States fell from 48.5% to 19.5% between 1939 and 1963, a 29 percentage point reduction that occurred before the major expansion of safety net programs such as SNAP, Medicaid, and refundable tax credits.
From 1939 to 1963, growth of market income rather than government transfers net of taxes reduced poverty rates, according to a poverty measure extended consistently back to 1939.
Poverty fell no faster in the 24 years after the War on Poverty was declared than in the 24 years before, even applying the same initial poverty rate to both periods, though the authors note the comparison is conflated by contemporaneous macroeconomic and social changes, including slower post-1963 growth.

Young men and the unemployed report higher feelings of isolation in the Anglosphere relative to non-English-speaking countries. AI could amplify these trends if it drives “the lasting destruction of professions and careers” and long-term joblessness.

Can universal basic income offset the harm from widespread job loss?

Takeaways by Macro Roundup® AI

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From their respective recent peaks in 2000 and 2006 to 2019, prison admissions for violent crime fell 20% for Whites and 43% for Blacks. Race-specific NIBRS estimates suggest actual violent crime fell 18% and 47%, respectively.

Why are racial gaps in US arrests and imprisonment narrowing?

Takeaways by Macro Roundup® AI

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According to the Census Bureau, the poverty rate in the US fell .5pp in 2025 to 10.2%, one of the lowest rates on record. The poverty rate for children fell to a historical low of 13.4%. Census’s income measure does not include taxes or non-cash government transfers.

Is the U.S. poverty rate falling to record lows?

Takeaways by Macro Roundup® AI

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The absentee rate of Indiana high school students, ~23% of whom played a varsity sport, was ~20% lower for those who participated in varsity athletics than for non-athletes. The effect was stronger when an athlete’s particular sport was in season.

Does playing high school varsity sports reduce student absenteeism?

Takeaways by Macro Roundup® AI

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After the legalization of sports betting in 2018, delinquency rates on a wide range of consumer debts rose, increasing .31pp as of 2025. The delinquency rate for the ~3% of the population that were new gamblers increased by ~10pp driven by those under 40.

How does legalizing sports betting affect spending and consumer credit?

Takeaways by Macro Roundup® AI

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In 2025 New York City spent $81,705 per “street” homeless person, up 262% from 2019 whose numbers increased 26% during that period. This does not include spending on “sheltered” homeless, who are ~97% of the homeless population.

Has tripling spending on unsheltered services reduced the unsheltered population?

Takeaways by Macro Roundup® AI

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Btw 1939 and 1963, the % of Americans below LBJ’s absolute poverty line (3× the cost of a minimal meal plan), fell from 48.5 to 19.5, driven by rising market income. Post-1964, most (for non-blacks, all) drops were the result of transfers, not earnings.

Did market income or government transfers drive the largest poverty declines?

Takeaways by Macro Roundup® AI

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