Edward Conard

Top Ten New York Times Bestselling Author

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  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…a very valuable contribution.” - Larry Summers, former Secretary of the Treasury and director of the National Economic Council, president emeritus, Harvard University
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
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  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
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America's Homebuilding Boom That Isn't

Joseph Politano Apricitas Economics
Date Posted:
May 2, 2022
Is Database:
Database

New housing starts are 12% higher than pre-COVID levels, but homebuilding per capita is near pre-2008 lows, exacerbating a housing shortage that could be the most severe in American history.

Despite new housing starts being 12% higher than pre-COVID levels, the construction surge is insufficient to meet the demands of a growing population, with homebuilding per capita near pre-2008 lows. The U.S. faces a deficit of millions of units, exacerbated by outdated housing stock and supply chain issues that inflate building costs and delay completions. Vacancy rates are at historic lows, indicating severe demand outstripping supply. While multifamily housing construction has rebounded, single-family homes lag behind, contributing to a housing shortage that could be the most severe in American history. Rising mortgage rates may cool home prices but could also increase rents, further straining the market. The economic impact is significant, with housing supply restrictions potentially reducing U.S. GDP by 14-36%. Addressing this shortage requires a comprehensive approach to increase construction across the nation.

In the years before and after the 2008 recession, American homebuilding completely collapsed.... Today, new housing starts are higher than at any point since early 2006—but it’s nowhere near enough to keep up with population growth, let alone make up for the decade of lost construction....After steadily climbing out of the post-2008 hole, new housing starts have been on a serious uptick since the start of the pandemic. As it stands, starts are about 12% higher than they were just before COVID hit, a level of homebuilding not seen since the early 2000s....However, the construction surge has still left total homebuilding at historically weak levels. Relative to America’s still-growing population, homebuilding is hovering near pre-2008 lows. That’s despite a deficit of millions of units that need to be built and a housing stock that is increasingly outdated. Construction would have to at least match the boom periods of yesteryear to make a dent in real rental costs....Granted, America’s net population growth is lower than it was in the early 200s (~0.5% in 2019 versus ~1.1% in 2001) but a wide variety of non-population factors have made housing demand extremely strong.... While assessing the impacts of household formation on the housing market can be exceptionally difficult, vacancy rates can help gauge the strength of demand without examining price. In any given month, a certain number of units will be in between tenants or otherwise vacant. The vacancy rate will usually tick down when demand outstrips supply and new tenants are constantly scrambling to fill available units—and right now the rental vacancy rate is at the lowest level since the early 1980s. In fact, the homeowner vacancy rate is at the lowest level ever. On the whole, the rise in housing construction must be put in context against the backdrop of possibly the most severe housing shortage in American history.

Joseph Politano, "America's Homebuilding Boom (That Isn't),"Apricitas Economics, April 30, 2022, https://apricitas.substack.com/p/americas-homebuilding-boom-that-isnt

America's Homebuilding Boom (That Isn't)

In the years before and after the 2008 recession, American homebuilding completely collapsed. The financial crisis caused housing starts to plummet, and a weak labor market couldn’t support a recovery in rents until 2011. By 2015, though, the problem swapped: weak construction levels couldn’t support a recovery in the labor market. Real rents began climbing rapidly and consistently—something that hadn’t happened before in modern American history.

Today, new housing starts are higher than at any point since early 2006—but it’s nowhere near enough to keep up with population growth, let alone make up for the decade of lost construction. The pandemic has driven increased demand for housing as living patterns shift and incomes improve, but construction is falling behind. Supply chain issues are increasing building costs, keeping housing completions low, and preventing many projects from even breaking ground. Underconstruction has pushed vacancy rates to the lowest levels in nearly 40 years, indicating just how severe the housing shortage has gotten.

There may be a construction boom, but it’s a false boom—one dwarfed by the size of the demand it is trying to satiate. Across America (but especially in major cities), it still remains incredibly difficult or outright illegal to build new housing of any type. More and more Americans are moving into lower cost cities in the South and Southeast, but even these places are failing to keep up. The US will still need millions more homes before demand is even close to satiated—and today’s construction boom needs to be placed in the proper context of an acute housing shortage.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 1


After steadily climbing out of the post-2008 hole, new housing starts have been on a serious uptick since the start of the pandemic. As it stands, starts are about 12% higher than they were just before COVID hit, a level of homebuilding not seen since the early 2000s. Aggregate homebuilding is being carried by record construction levels in the big metro areas of Texas (Dallas, Houston, and Austin) and strong building throughout other cities in the South (like Orlando and Phoenix).

America's Homebuilding Boom That Isn't: Extended Excerpt Image 2


However, the construction surge has still left total homebuilding at historically weak levels. Relative to America’s still-growing population, homebuilding is hovering near pre-2008 lows. That’s despite a deficit of millions of units that need to be built and a housing stock that is increasingly outdated. Construction would have to at least match the boom periods of yesteryear to make a dent in real rental costs.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 3


Growth in the housing stock—which takes into account both new construction and new destruction—has also been extremely low compared to the pre-Great Recession years. Granted, America’s net population growth is lower than it was in the early 200s (~0.5% in 2019 versus ~1.1% in 2001) but a wide variety of non-population factors have made housing demand extremely strong.

Household formation is a critical concept in determining housing demand, but it can be extremely difficult to accurately track. The general theory is simple enough: people tend to live in the same house as their parents until they reach a certain age and move out to live alone, with a significant other, or with roommates. That moving out represents household formation (which can also occur with divorces, old age, and other life events, but growing up is generally the biggest contributor and main focus). The problem is that household formation affects—and is affected by—price. In general, people tend to move out when they grow up, and an increase in the number of people aging into adulthood can push up housing demand. But if rent is too expensive than these young adults are more likely to stay with their parents—which is exactly what has happened in America over the last 20 years. That keeps household formation numbers low despite high housing demand growth.

A few reinforcing factors relating to household formation have pushed housing demand higher despite weak population growth. The first is a general increase in housing’s relative importance to consumers. People (especially during the pandemic) are spending more time at home—working from home, consuming media at home, and socializing at home. That makes the average person more willing to spend on floorspace. The second factor is a delay in marriages—by 2019 the median age at first marriage had risen to nearly 30 for men and 28 for women, a jump of 4 years since the 1990s. More time unmarried means more demand for separate bedrooms and separate units. The final factor is a general trend towards preferences for living alone. The data for this is admittedly less compelling, but falls into the general multi-decade trend of Americans living more socially isolated and atomized lives. A 2015 survey found that 58% of millennial renters with roommates would prefer to live alone. That preference, unsurprisingly, drives up housing demand. Mix that in with the massive number of millennials aging into their homebuying years and you have a picture that is extremely complicated but points to strong housing demand.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 4


While assessing the impacts of household formation on the housing market can be exceptionally difficult, vacancy rates can help gauge the strength of demand without examining price. In any given month, a certain number of units will be in between tenants or otherwise vacant. The vacancy rate will usually tick down when demand outstrips supply and new tenants are constantly scrambling to fill available units—and right now the rental vacancy rate is at the lowest level since the early 1980s. In fact, the homeowner vacancy rate is at the lowest level ever. On the whole, the rise in housing construction must be put in context against the backdrop of possibly the most severe housing shortage in American history.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 5


Supply chain issues ranging from commodity prices to labor shortages have also put a damper on housing production. Housing starts have jumped up over the last two years amidst strong demand and rising home prices—but completions have not kept up. Projects are taking longer to complete thanks to rolling shortages and production interruptions that have plagued the industry.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 6


As a result, the number of housing units under construction has surged to record levels and shows little signs of slowing.

At the same time, the number of housing unit authorized but not started is also at a record high. The same supply issues that is are delaying construction are also making it difficult to even break ground. Builders often have a hard time quickly scaling up production—something that has been made all the worse by the pandemic—so extended construction times can manifest as delays to housing starts.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 7


It’s also important to recognize that the type of housing construction has changed significantly. Right now, America is building more multifamily housing than it has in three decades. Post-2008, multifamily housing has composed a significantly larger share of total construction as household financing became tighter, young adults married later, and an increasing share of workers lived in the downtowns of major cities.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 8


Multifamily construction basically recovered to pre-Great Recession levels by 2012, but single-family construction has never fully recovered—and to understand why, it is worth discussing the important shift in migration and construction patterns that has occurred over the last two decades. Before the Great Recession—as Kevin Erdmann explains in his book Shut Out—Americans were leaving the expensive “closed access” cities like New York and Los Angeles for the “contagion” cities like Phoenix and Tampa. Zoning and planning regulations had made housing construction illegal or extremely difficult in the “closed access” cities, so workers unable to afford the big city chose to buy newly-constructed single-family homes in the less-overregulated “contagion” cities. After the financial crisis these “contagion” cities were devastated, and outmigration from the “closed access” cities dramatically slowed due to the worsening labor market.

Now, we are in a third paradigm that started in the late 2010s but has been supercharged by telecommuting and the shifting economic geography caused by the pandemic. In the two years since COVID hit the US, workers have increasingly left the downtown areas of major cities for their suburbs and exurbs. At the same time, they have left expensive states altogether for cheaper ones. This is fairly revolutionary in its own right, but the knock-on effect of these moves could be even more important: workers are again moving from supply-constrained “closed access” cities to areas that choose to permit more construction. It is easier to build in the Dallas metropolitan area than the Los Angeles metropolitan area, so the movement of workers from LA to Dallas can generate an uptick in overall construction. A similar effect, though on a smaller scale, occurs between the downtowns and suburbs of many cities. As pandemic-era restrictions end, it will be critical to see to what degree remote work and its new migration paradigm persists.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 9


Finally, it’s worth talking about construction costs. Single-family home construction costs are up 14% over the last year, though multi-family costs are only up 4%. That’s not actually great news for multi-family construction—the longer build times of larger housing projects means that it usually takes longer for shifts in input costs to show up in the data. Rest assured, the massive jumps in input costs like lumber are affecting construction costs for single-family and multi-family homes alike.

Conclusions

Residential construction may be at the highest levels in more than 15 years, but that headline number betrays a lot of weakness under the surface. Completions are still weak and many projects haven’t even broken ground. Vacancies are exceptionally low and construction costs are rising quickly. Many projects are located in second-best areas: banished from the most desirable cities, construction has to make a home elsewhere. Americans’ per-capita housing demand may be at the highest levels ever, and strong labor income growth is pushing up housing demand. No wonder home prices are up nearly 20% over the last year.

America's Homebuilding Boom That Isn't: Extended Excerpt Image 10


Rising mortgage rates will likely cool off home values in the same way lowering rates helped supercharged them: by changing discount rates and buyer’s ability to finance purchases. The monthly payment on an average new mortgage of an average home has shot up recently as borrowing rates rise—and it is possible that home prices will have to decline to compensate. But these kinds of contractionary monetary policy shocks actually temporarily raise rents by making homeownership less attainable as shown by Daniel Dias and João Duarte in one of my favorite new papers. So if home prices do drop (despite a strong labor market and the housing shortage), it may be cold comfort to millions of American renters.

This only looks like a homebuilding boom against nearly a decade of housing underproduction. Compared to the scale of the housing shortage, this construction boom isn’t nearly enough. So what should be done? Everything. It is almost impossible to understate how detrimental the housing shortage is to America’s economic well-being—a now-famous Hsieh and Moretti paper estimated that total US GDP was 14-36% lower due to the impact of housing supply restrictions in just a few major American metros. While the priority should be unblocking construction in these cities, the scale of the problem is so vast that nearly anything that can increase construction will be beneficial. The only way out is to keep building.

  • Business Cycle
  • GDP
    • Housing
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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.

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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.

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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.

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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.

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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.

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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.

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