“…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 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 comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
“…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
“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 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
“…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology

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City Parenting Has Become A Financial Flex

Economist Staff The Economist

Date Posted:: May 7, 2026

Btw 2010 and 2024, the under-18 population in New York City declined by 12%. This decline was concentrated in the non-white population, which fell 15.4%, compared to a 1.7% drop for white children.

Cities across America are losing children fast. Across Chicago, between 2010 and 2024, according to census-bureau data, the total population aged under 18 declined by 22%. In Los Angeles the figure was 23% and in New York, 12%. And yet in the country’s richest, densest cities, there is one group noticeably defying the trend: wealthier white families. The change is most concentrated in central neighbourhoods in what Ness Sandoval, a sociologist at St Louis University, calls “winner takes all” cities, like New York, Chicago or San Francisco. Good examples include Park Slope in Brooklyn, Mar Vista in Los Angeles and Bernal Heights in San Francisco. Across Brooklyn the population of white children grew by 13% from 2010 to 2024. They now make up more than two-fifths of the total, up from a third in 2010. In Wicker Park’s two zip codes, the number of white children increased by 39% and 94%.

Takeaways by Macro Roundup^® AI

Children under 18 declined 12–23% across major U.S. cities 2010–2024, while wealthy white families concentrated in affluent neighborhoods drive demographic.
Brooklyn’s white child population surged 13% over 14 years, rising from one-third to two-fifths of total children, reflecting gentrification-driven neighborhood.
Wicker Park’s white child population grew 39–94% across two zipcodes 2010–2024, demonstrating how concentrated wealth enables selective family settlement in.

America's Demoralized Men, Part II: Lost Pathways, Greater Struggles

Joseph Davis, Michael Toscano and Ken Burchfiel Institute For Family Studies

Date Posted:: August 27, 2026
Is Database:: Database
Is Important:: Important

An ISF survey of 2,000 American men aged 18–29 found 23% reported gambling daily and 27% watch pornography daily. 66% of the men who gambled daily reported feeling like a failure, as well as 63% of the men who watch pornography daily.

More than half of young men in our survey are now gamblers. Nearly 1 in 4 (23%) report that they gamble daily, plus 12% doing so more than several times a week, and a further 21% at least some of the time. 43% of young men say they watch pornography daily (27%) or several times a week (16%), with another 26% about weekly or less. More than 4 in 10 young men (42%) believe that the statement “all in all, I am inclined to think that I am a failure” describes them “very well” (15%) or “somewhat well” (27%). Those who view pornography (63%) and gamble (66%) every day—along with day trading and playing fantasy sports—are significantly more inclined to see themselves as a failure.

Takeaways by Macro Roundup^® AI

42% of young men identify as failures, with daily pornography viewers (63%) and daily gamblers (66%) reporting self-perceived failure at rates roughly 1.5× the overall average.
More than half of young men gamble at some frequency, with 23% doing so daily—a pattern concentrated among those also exhibiting compulsive pornography use and self-perceived failure.
43% of young men consume pornography daily or several times a week, with daily users (27%) disproportionately represented among those who describe themselves as failures (63%).

The Child Cost Index

Christina Patterson and Heather Sarsons National Bureau of Economic Research

Date Posted:: July 28, 2026
Is Database:: Database

A Child Cost Index newly created by Patters and Sarsons finds little rise in costs per child relative to adult consumption (not counting parental leisure time). Higher child costs are thus unlikely to be the main explanation for falling fertility.

Figure 6 shows that real spending on children has increased substantially. Panel (a) plots real spending per child, deflated [by the authors’ new] child cost index, together with real spending per parent, deflated by [their adult cost index.] Both series rise by roughly one-half between 1990 and 2023 and move closely together over the medium run. Thus, households devote more real resources to children today than in 1990, but this increase appears to be part of a broader rise in household consumption rather than a child-specific expansion in required market inputs. Panel (b) reinforces this interpretation by plotting the share of total household spending allocated to children, separately by family size. Children absorb a large share of household resources in every year of the sample, but that share is strikingly stable over time within family size. Households with one child allocate just under 30% of total spending to that child in both 1990 and 2023. The sacrifice of adult consumption associated with children is therefore large, but it is not a recent development. Panel (b) also reveals clear economies of scale in child-rearing. Moving from one to two children raises the child share of household spending from roughly 30% to roughly 40%, far less than a doubling, and the incremental spending share falls further for larger families.

Takeaways by Macro Roundup^® AI

The Child Cost Index tracked closely with adult consumption benchmarks, as rapid childcare and tuition price increases were offset by other components of the child-rearing basket, leaving the relative price of children largely stable.
Parental time costs shift the level of the Child Cost Index but contribute little to its growth rate, because mothers today forgo fewer market-work hours than prior generations, reducing the forgone-earnings penalty of child-rearing.
The full child-rearing cost bundle rose roughly in step with adult spending rather than outpacing it, making a large increase in the relative price of children an insufficient explanation for the recent fertility decline.

GLP-1–Induced Weight Loss and the Female Obesity Penalty

Rebecca Diamond Harvard University

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

Women who began treatment with GLP-1 drugs when not currently married or partnered saw an increased probability of marriage or cohabitation of ~29pp after 6 quarters. Those not initially employed were 27pp more likely to be working after 6 quarters.

BMI is flat before women start [GLP-1 treatment] and then falls (Figure 2, Panel A). All groups lose between 1.4 and 2.5 BMI points in the post period. These effects grow to between 2.7 and 4.2 BMI points at 1.5+ years after initiation. The largest magnitude change is in the marriage market. Women who are single when they start (Figure 2, Panel B) increase their probability of being married or living with a partner by 18.3 pp overall and 28.6pp (s.e. 7.1) at six or more quarters, building gradually as they lose weight. Partnered women’s relationships, by contrast, are stable. Their partnership probability barely moves (0.1 points, s.e. 1.8), and there is no excess relationship dissolution (0.0, s.e. 1.7). The marriage-market response is the making of new matches, not the breaking or remaking of old ones. In contrast, single women’s weight loss seems to dramatically affect first impressions of potential partners, leading to a large increase in marriage and cohabitation. This is consistent with prior work on the obesity penalty negatively affecting women in the marriage market. Figure 2, panels C and D show that women not employed at baseline move into work: their employment rate rises 13pp overall and 27pp after six or more quarters, and their weekly hours rise by nearly ten hours at the longer horizon.

Takeaways by Macro Roundup^® AI

The largest magnitude change is in the marriage market.
Women who are single when they start (Figure 2, Panel B) increase their probability of being married or living with.
1) at six or more quarters, building gradually as they lose weight.

The Collapse of Teen Fertility in the Digital Era

Nathan Hudson and Hernan Moscoso Boedo University of Cincinnati

Date Posted:: May 18, 2026
Is Database:: Database

US birth rates over 2007–2024 were down 71% for women 15–19, 43% for those 20–24, and 23% for those 25–29, but up 9% for women 35–39. Hudson and Moscoso-Boedo argue that this monotone age gradient is the signature of a smartphone shock.

Teen fertility collapsed almost everywhere in the world starting around 2007. This is a striking fact. Countries with very different healthcare systems, welfare regimes, abortion laws, religious traditions, recessions, and demographic trends all saw similar breaks in the same window. Whatever caused it was something global—something that arrived in roughly the same form in all of these places at roughly the same time… between 2007 and 2024, the birth rate among women 15–19 fell by 71 percent, 20–24 by 43 percent, 25–29 by 23 percent, 30–34 by 1 percent, and 35–39 rose by 9 percent… U.S. teens reduced in-person socializing from 68 minutes per day in 2003 to 38 in 2019 while computer-leisure rose from 22 to 96 minutes… Under-18 conception rates accelerated from −1.3 percent per year pre-2007 to −8.9 percent post-2007, a 6.8x acceleration that nearly matches the U.S. 5.6x acceleration.

Takeaways by Macro Roundup^® AI

U.S. teen birth rates fell 71% for ages 15–19 between 2007–2024 vs. 9% increase for ages 35–39, driven by smartphone-mediated.
Counties with 10 percentage points higher broadband penetration experienced teen birth rate declines 18.9 pts larger during 2003–2018, establishing digital.
Teen in-person socializing collapsed 44% from 68 to 38 minutes daily (2003–2019) while computer leisure quadrupled, with 0.97 correlation to.

Why Birth Rates Are Falling Everywhere All At Once

John Burn-Murdoch Financial Times

Date Posted:: May 18, 2026
Is Database:: Database

The most striking finding in the global birth-rate collapse is that if one re-centers each country’s data by the year smartphones took off, every decline looks identical (US/UK 2007, France 2009, Mexico/Indonesia 2012, Nigeria/Senegal 2013–2015).

US, British and Australian birth rates for teens and young adults were broadly flat during the early 2000s but began to fall markedly from 2007. The same slide began in France and Poland around 2009, and in Mexico, Morocco and Indonesia around 2012. What had been steady declines in fertility in Ghana, Nigeria and Senegal became precipitous drops between 2013 and 2015. All of these inflection points coincided with the mass adoption of smartphones in local markets — as measured by Google searches for mobile apps. In country after country the birth rate plunged after the introduction of smartphones, no matter what the previous trend was. The younger the age group, the more pronounced the downturn — a mirror image of smartphone usage patterns.

Takeaways by Macro Roundup^® AI

Why Birth Rates Are Falling Everywhere All At Once.
Japan’s working-age population shrinkage explains its economic stagnation since the 1990s, with GDP per working-age adult remaining productive while total.
The primary driver is fewer couple formation rather than couples having fewer children.

Record High Number of 18-Year-Olds in the US Today

Torsten Sløk Apollo

Date Posted:: May 11, 2026
Is Database:: Database

The number of American 18-year-olds will peak this year and fall 14% over the next decade.

America is at peak 18, and the number of 18-year-olds will fall 14% over the coming decade.

Takeaways by Macro Roundup^® AI

The 18-year-old population peaks today before declining 14% through 2034, reducing workforce entry cohorts and straining labor-dependent sectors.
Declining youth cohorts lead to tighter labor markets and higher wage pressure for entry-level positions relative to the prior 20-year.

Btw 2010 and 2024, the under-18 population in New York City declined by 12%. This decline was concentrated in the non-white population, which fell 15.4%, compared to a 1.7% drop for white children.

Is urban parenting now a privilege of the wealthy?

Takeaways by Macro Roundup® AI

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An ISF survey of 2,000 American men aged 18–29 found 23% reported gambling daily and 27% watch pornography daily. 66% of the men who gambled daily reported feeling like a failure, as well as 63% of the men who watch pornography daily.

Are young men's struggles with addiction driving their sense of failure?

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A Child Cost Index newly created by Patters and Sarsons finds little rise in costs per child relative to adult consumption (not counting parental leisure time). Higher child costs are thus unlikely to be the main explanation for falling fertility.

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Women who began treatment with GLP-1 drugs when not currently married or partnered saw an increased probability of marriage or cohabitation of ~29pp after 6 quarters. Those not initially employed were 27pp more likely to be working after 6 quarters.

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US birth rates over 2007–2024 were down 71% for women 15–19, 43% for those 20–24, and 23% for those 25–29, but up 9% for women 35–39. Hudson and Moscoso-Boedo argue that this monotone age gradient is the signature of a smartphone shock.

Does digital connectivity reduce teen pregnancy by limiting in-person contact?

Takeaways by Macro Roundup® AI

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The most striking finding in the global birth-rate collapse is that if one re-centers each country’s data by the year smartphones took off, every decline looks identical (US/UK 2007, France 2009, Mexico/Indonesia 2012, Nigeria/Senegal 2013–2015).

Is smartphone adoption reshaping how people form relationships globally?

Takeaways by Macro Roundup® AI

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The number of American 18-year-olds will peak this year and fall 14% over the next decade.

What implications does a declining youth population have for the economy?

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