The BOJ’s reluctance to increase its short-term policy rates is understandable, given that Japan’s gross government debt currently stands at 260% of GDP, or 235% of GDP after netting out $1.25 trillion in foreign-exchange reserves. Should the Bank be compelled to raise its short-term policy interest rates by 3% – about half as much as the US Federal Reserve has – the government’s debt-servicing costs would explode. Moreover, a sharp interest-rate increase would put enormous pressure on the Japanese banking sector, particularly if long-term rates were to rise as well.
Related: BOJ Shock Has Wall Street Gaming Out the Global Spillovers
In recent years, data center electricity consumption has accounted for a relatively stable 1% of global electricity use, excluding cryptocurrency mining. There is increasing apprehension that the computational resources necessary to develop and maintain AI models and applications could cause a surge in data centers' contribution to global electricity consumption. Alphabet’s chairman indicated in February 2023 that interacting with an LLM could “likely cost 10 times more than a standard keyword search." As a standard Google search reportedly uses 0.3 Wh of electricity, this suggests an electricity consumption of approximately 3 Wh per LLM interaction. This figure aligns with SemiAnalysis’ assessment of ChatGPT’s operating costs in early 2023, which estimated that ChatGPT [requires] 2.9 Wh per request.
Related: Elon Musk’s Latest Mission: Rev Up the Electricity Industry and Gridlock: How a Lack of Power Lines Will Delay the Age of Renewables
Scientists in China say their latest quantum computer has solved an ultra-complicated mathematical problem within a millionth of a second-more than 20 billion years quicker than the world’s fastest supercomputer could achieve the same task. The JiuZhang 3 prototype also smashed the record set by its predecessor in the series, with a one million-fold increase in calculation speed, according to a paper published on Tuesday by the peer-reviewed journal Physical Review Letters. The fastest classical supercomputer Frontier-developed in the US and named the world’s most powerful in mid-2022 would take over 20 billion years to complete the same task, the researchers said.
Related: Quantum Computing Advance Begins New Era, IBM Says and White House Unveils Ban On US Investment In Chinese Tech Sectors
Combining team-level information on all Ivy League athletes from 1970 to 2021 with resume data for all Ivy League graduates, we examine both post-graduate education and career choices as well as career outcomes. Athletes are far more likely to go into business and finance-related jobs than their non-athlete classmates. Athletes attain higher terminal wages and earn cumulatively more than non-athletes over the course of their careers controlling for school, graduation year, major, and first job. In addition, they attain more senior positions in the organizations they join. Collectively, our results suggest that non-academic human capital developed through athletic participation is valued in the labor market and may support the role that prior athletic achievement plays in admissions at elite colleges.
Related: The Economics of Inequality in High-Wage Economies and Diversifying Society’s Leaders? The Determinants and Causal Effects of Admission to Highly Selective Private Colleges and Why Do Wages Grow Faster for Educated Workers?
I find it entirely plausible that selection accounts for most or even all of the widening mortality gap. Measures of achievement have not risen among 12 graders and other high school students for essentially the entire period since we started to measure them in a consistent way (i.e. since the early 1970s). However, the share who obtain a BA degree has increased quite dramatically over the same period. An NLSY [National Longitudinal Survey Youth] exercise shows that non-BAs are increasingly negatively selected. A comparison between the NLSY79 (1979) and the NLSY97 (1997) shows that the distribution of ASVAB [Armed Services Vocational Aptitude Battery] percentiles of non-BAs is shifted to the left for 97 vis-a-vis 79.
Related: Accounting for the Widening Mortality Gap Between American Adults With and Without a BA and Why Are Americans Dying So Young? and Who Won the Cold War? Part II
American Compass has a new survey out in which it finds, among other results, that “only 40% of workers have secure jobs.” This is the latest attempt by the outfit to portray the American economy as in dire need of “rebuilding.” One criterion for assessing whether a worker has a secure job is their indicating either that “I have a regular work schedule that is generally the same from week to week” or that “My work schedule varies from week to week, but I am satisfied with my control over it.” American Compass does not provide the alternative responses workers could give, but 96% of them gave one of these two answers. It is striking that nearly all workers (at least those working 20 or more hours a week) either have a stable work schedule or are OK with their varying schedules.
Related: The Cost of Thriving Has Fallen: Correcting and Rejecting the American Compass Cost of Thriving Index and Upward Mobility Is Alive and Well in America and The Economics of Inequality in High-Wage Economies
We estimate that the U.S. debt held by the public cannot exceed about 200% of GDP even under today’s generally favorable market conditions. Under current policy, the United States has about 20 years for corrective action after which no amount of future tax increases or spending cuts could avoid the government defaulting on its debt whether explicitly or implicitly (i.e., debt monetization producing significant inflation). Table 1 then shows the impact on the debt-GDP ratio if financial markets start to demand a larger return before unraveling. However, additional rates closer to 50 to 100 b.p. are more reasonable in the short run, as some borrowing rates are already locked in at a weighted average duration of about 6 years. Table 1 shows that between 2040 and 2045---or in about 20 years---the U.S. debt-GDP ratio will hit between 175 and 200 percent under current fiscal policy, depending on the assumed interest rates.
Related: Interest Expense: A Bigger Impact on Deficits than Debt and The High Cost of Borrowing at Low Rates and Living with High Public Debt
U.S. crude oil exports in the first half of 2023 averaged 3.99 million barrels per day (b/d), which is a record high for the first half of a year since 2015, when the U.S. ban on most crude oil exports from the United States was repealed. In the first half of 2023, crude oil exports were up 650,000 b/d (19%) compared with the first half of 2022. Although exports increased in the first half of 2023, the United States still imports more crude oil than it exports, meaning it remains a net crude oil importer. The United States continues to import crude oil despite rising domestic crude oil production in part because many U.S. refineries are configured to process heavy, sour crude oil rather than the light, sweet crude oil typically produced in the United States.
Related: U.S. Petroleum Product Exports Set New Record In the First Half of 2023 and Portfolio Nuclear and The Changing Nexus Between Commodity Prices and the Dollar: Causes and Implications
Before 2014, which is when concerns about police bias began to take center stage after a police killing in the St. Louis suburb of Ferguson, Missouri, Black Americans were at lower risk of dying in a traffic accident than White Americans (mainly because they drive much less). By 2021, Black Americans’ per-capita fatality rate was 37% higher; last year it was 26% higher. National data on traffic stops is limited, with the Bureau of Justice Statistics’ most recent Police-Public Contact Survey, conducted in 2020, finding that 9% of Americans 16 and older were involved in a traffic stop as a driver or passenger that year, down from 10.3% in 2018 and 11% in 2015.
Related: The Pandemic Drinking Binge Just Keeps Going and Who Won the Cold War? Part II and Who Won the Cold War? Part III
Gallup suggests that remarkably few people, just about anywhere, are happily engaged with their work. The average of the 73 countries in our filtered version showed that 20% were thriving and 15% were loud quitters. The remaining 65% were quietly dragging their feet. Among big economies, America and India had the highest share of thrivers, though that was only around one-third. In Italy and Japan just 5% were thriving, the lowest shares in the sample.
Related: Where Are the Workers? From Great Resignation to Quiet Quitting and The Economics of Inequality in High-Wage Economies
The main implication of the further tightening in financial conditions led by rising rates is that the drag on GDP growth will last longer. Our financial conditions index (FCI) growth impulse model now implies a roughly -½pp hit to growth over the next year, meaningful but much less than last year and too little to threaten recession. In financial markets, the key risk is that valuation measures that are benchmarked to interest rates are now higher for some assets, most importantly stocks. We estimate that if the equity risk premium fell to its 50th historical percentile, the hit to GDP growth over the following year would be 1pp. If it fell to its average level in the pre-GFC years, the hit would be 0.75pp.
Related: What Have We Learned About the Neutral Rate? and Measuring the Natural Rate of Interest After COVID-19 and In Search of Safe Havens: The Trust Deficit and Risk-free Investments!
Real interest rates have risen even more than nominal. Real interest rates have risen by almost 10pp. In comparison, real interest rates rose by “only” 4pp during the 2004-2006 episode. The main reason that economic activity has held up so well is that households entered this tightening episode with large savings that they had accumulated during the pandemic. Therefore, the pandemic caused both inflation and the flare-up in interest rates and led to this amazingly resilient economy. However, surplus savings will soon be used up, and at some point people will have to take out new mortgages at higher interest rates. Moreover, central banks have continued to raise interest rates in 2023 and will keep them high for longer. All this means that the full impact of this tightening episode has not yet been felt.
Related: Soft Landing Summer and Excess No More? Dwindling Pandemic Savings and The Trickling Up of Excess Savings
Market pricing over the past two years has persistently pushed back against the Fed’s “higher for longer” path and stubbornly priced both relatively low terminal rates and aggressive rate cuts. This paradoxically made rate hikes even more likely by easing financial conditions and in effect stimulating the economy. Market pricing is now largely in line with the September dot-plot, which guides towards one additional hike even as recent data has been very encouraging. The rise in longer dated yields and strengthening dollar do not appear to have been anticipated by Fed officials and raise the prospect of financial conditions becoming too tight.
Related: Rate Cuts and The Case for "Higher for Longer": Prices are Disinflating, But Not Wages (Yet) and What Have We Learned About the Neutral Rate?
The Biden administration said it would expand former President Donald Trump’s wall on the Mexican border and begin deporting thousands of Venezuelans in an effort to cut down on the migrant surge that shows no signs of abating. Last month alone, 50,000 Venezuelans crossed the southern border, a record number, and they now represent the second largest nationality group, dwarfed only by Mexicans. The U.S. Border Patrol in the Rio Grande Valley, where the new stretch of the wall is to be built, had encountered more than 245,000 migrants who had entered the country between ports of entry, or unlawfully, in the 2023 fiscal year that ended Sept. 30, the notice said. It added that construction would be built with funds appropriated by Congress in 2019 for wall construction in the Rio Grande Valley.
Related: Rebound in Immigration Comes to Economy’s Aid and U.S. Bound Migrants Surge at Darien Jungle Crossing in Panama and Immigrants & Their Kids Were 70% of U.S. Labor Force Growth Since 1995
Since the start of 2018, exports from 15 of China’s central and western provinces have rocketed 94%. In the 12 months through August, those provinces exported a combined $630 billion—more than India’s $425 billion, Mexico’s $590 billion, and Vietnam’s $346 billion over the same period, according to official figures compiled by data provider CEIC. Since the beginning of 2018, exports from India have risen 41%, exports from Mexico have risen 43%, and exports from Vietnam have increased 56%.
Related: How America Is Failing To Break Up With China and Mexico Seeks to Solidify Rank As Top U.S. Trade Partner, Push Further Past China and Global Supply Chains: The Looming “Great Reallocation”
Opportunities to move cash legitimately from China are severely limited, with individuals normally allowed to wire only $50,000 a year overseas. They also have a one-time opportunity to move their money when they emigrate. Plugging the gap is where the underground networks come into play. Two other private bankers at different European banks say that while on the books they can’t help clients avoid capital controls, they do pass on contact information for underground remittance agencies for close and trusted customers. The explosion in wealth in China over the past decades means there’s plenty of potential demand. UBS Group AG, for example, estimated in its annual wealth report that there were 6.2 million Chinese with assets of more than $1 million at the end of 2022.
Related: China Notes, July ’23: On Technological Momentum and Rich Chinese Eye Australia Homes as 700,000 to Leave by 2025 and Singapore Asks Banks to Keep Quiet on Wealth Inflows During China Boom
China’s trade surplus is already very large. The headline goods surplus is about 5% of China's GDP, and the underlying surplus in manufacturers is close to 10% of GDP. I certainly worry that if China relied entirely on interest rate cuts, exchange rate liberalization, and a weak yuan to offset the property slump, China's external trade surplus could increase to record levels relative to the GDP of its trade partners. China, far more than other large economies, relied on net exports to sustain its economy during the pandemic. It would be placing a significant further burden on its trading partners if it ends up relying on an even bigger manufacturing surplus to offset the slack created by its property downturn over the next few years.
Related: Can China’s Long-Term Growth Rate Exceed 2–3 Percent? and How China Can Avoid the Japan Trap and The Neoclassical Growth of China
336K jobs, participation remains high, wage growth moderated further. We could be in the middle of a sustainable increase in labor supply. Just about everyone expected job growth to moderate. Moreover, we had had a series of downward revisions and good reason to expect more. But instead, we have 266k jobs on average over the last three months. Way above replacement and what was happening earlier this year. The market is pricing in a higher chance of future hikes. But frankly, I wouldn't. This is the second month in a row of lower nominal wage growth. Doesn't make it a new trend but still the 3-month annualized growth rate is 3.4%, fully consistent with inflation in the 2-3% range.

We provide estimates of the impacts of the early termination of pandemic-era UI benefits in several states in 2021 that had expanded their generosity (FPUC) and the groups of workers eligible for benefits (PUA), relative to those that did not terminate those benefits early. Using CPS data, we present difference-in-difference estimates that the flow of unemployed workers into employment increased by around 12-14pp following early termination. Among prime-age workers, the effect is about two-thirds the size of the unemployed-to-employed flow among control states during the February–June 2021 period. We show that state-level unemployment rates fell following early exit from FPUC and PUA. Finally, we present evidence that early termination reduced the share of households that had no difficulty meeting expenses. The welfare implications of the early termination of FPUC and PUA are therefore ambiguous.
Related: Unemployment Is Low, Welfare High. What Gives? and Calomiris on Gramm Ekelund and Early on Income Distribution
The U.S. is courting trouble. The federal government is 43% larger than it was four years ago, and its reach is expanding mightily. More than a third of the surge in investment spending can be traced to government subsidies, credits, and handouts. The coming supply of Treasury securities required to fund U.S. government deficits will likely be substantially larger than official estimates. And purchasers of Treasury debt will demand higher yields, at least until something breaks in the economy.
Related: Maxing Out and 23% Increase in Treasury Auction Sizes in 2024 and The Real Stakes of the Debt-Ceiling Fight
Interest was already the fastest-growing part of the budget. Assuming these higher rates, interest costs would exceed defense spending by 2025 and exceed the net cost of Medicare by 2026. Under this scenario, interest would reach a record share of the economy within three years, at which point it would become the second-largest federal program. Although most of our national debt was issued when interest rates were low, that debt is quickly rolling over into a high-rate debt environment, and further borrowing continues. Without corrective action, interest costs could total more than $13 trillion over the next decade and $1.9 trillion per year by 2033.
Related: Increase in Treasury Auction Sizes in 2024 and Interest Expense: A Bigger Impact on Deficits than Debt and Living with High Public Debt
Domestic demand for the US’ major crops and livestock is expected to grow between 2-10% over the next decade. Increasing consumption of meat, which requires >4x more acreage than a vegetarian diet, will further increase the demand pressure on feed crops. The US agricultural sector exports more than 20% of the value of its production, meaning that the sector will be impacted by the growing global population and increased demand for diversified diets and protein. The global population, which is expected to grow by an additional ~2 billion people by 2050 will require the global agriculture industry to produce more food in the next 3-4 decades than was produced in the last 8,000 years.
Related: Feeding the World Once Brought the US Untold Influence—No More and China Ups Food Security Drive, Plans To Grow 90 Percent Of Its Grain By 2032, Warning For US And Thai Farmers
Treasury auction sizes will increase on average 23% in 2024 across the yield curve. This forecast comes from the Treasury Borrowing Advisory Committee’s neutral issuance scenario. The 37% increase in issuance of 3-year notes and the 28% increase in issuance of 5-year notes will in 2024 stress-test demand for Treasuries in the belly of the curve. This dramatic growth in the supply of the risk-free asset is “pulling dollars away” from other fixed-income assets, including investment grade credit, as investors substitute away from spread products toward Treasuries. The bottom line is that the world only saves a limited amount of dollars every year, and the significant growth in the size of the Treasury market is at risk in 2024 of crowding out demand for other types of fixed income.
Related: Resilience Redux in the US Treasury Market and Maxing Out and The High Cost of Borrowing at Low Rates
According to NHE data, between 1987 and 1996, the average annual real per capita growth rate within Medicare was 5.2%. From 1996 to 2005, the rate was cut roughly in half, to 2.7%. From 2006 to 2022, it dropped again, to 0.7%. Why did the downward trend begin nearly three decades ago and not in 2011? While there are likely many explanations, the most obvious is the steady implementation of congressionally mandated payment reforms (and cuts). The reasons for the current slowdown may not be sustainable: For example, payments per service under current law are not expected to keep up with inflation and therefore may not be sufficient to ensure full access to care for the program’s beneficiaries. By 2040, Medicare’s payments for physician services and hospital care are expected to be just 40% and 55-60%, respectively, of the average amounts paid by commercial insurers. With aging baby boomers pushing enrollment up from 66 million today to 83 million by 2040, aggregate costs will grow very rapidly over the coming three decades.
Related: A Huge Threat to the U.S. Budget Has Receded. And No One Is Sure Why and Why Medicare and Social Security Are Sustainable
Europe’s economic performance looks far better at PPP than in nominal terms. In 2012 prices in America were just 5.4% higher than in the EU at market exchange rates. Today, the gap is 46%, largely thanks to a strong dollar. Adjusting for PPP, the EU’s GDP is roughly 95% of America’s, the same as it was ten years ago. Still, PPP-adjusted GDP per person has grown faster in America than in most of Western Europe.
Related: From Strength To Strength and Fully Grown - European Vacation! and Europe Has Fallen Behind America and the Gap is Growing
Scientists at the Copernicus Climate Change Service said 2023 was on course to be the hottest on record, after the average global temperature in September was 1.75C degrees warmer than the pre-industrial period of 1850-1900 before human-induced climate change began to take effect. The monitoring service also found Antarctic sea ice levels remained at record lows for the time of year. Last month’s global average temperature of 16.38C was 0.5C above the previous warmest September in 2020, it said, and 0.93C above the 1991-2020 average for the month.
Related: Missing Ice and Bleached Coral: The Sudden Warming of the Oceans and The Rapid Loss Of Antarctic Sea Ice Brings Grim Scenarios Into View and What Happens in Antarctica, Doesn’t Stay in Antarctica
Another insurer is pulling back from the Sunshine State. Progressive confirmed it is dropping 100,000 home insurance policies across Florida, with a first wave of non-renewal notices going out in December. The move will cut half of Progressive’s home policies in the state. The Insurance Information Institute anticipates Progressive will cut 47,000 DP3 policies, which are typically used for second homes, and 53,000 policies for “high-risk properties,” the publication reported. The latest cut of 100,000 policies adds to the heap of 56,000 policies Progressive didn’t renew last year in Florida.
Related: Farmers Insurance Limits Sales in Florida, California Amid Storm, Wildfire Risks and Why California and Florida Have Become Almost Uninsurable and Parts of America are Becoming Uninsurable
Here’s a view of the 1995-2005 boom, in which I show the natural log of productivity — so that a straight line corresponds to steady growth — and plot a continuation of the growth rate from 1973 to 1995 (the red line), so that you can see how actual growth compared. By the time the productivity surge tapered off, productivity was about 12% higher than the previous trend would have led you to expect it would be. Since A.I. is arguably an even more profound innovation than the technologies that drove the 1995-2005 boom, 15% isn’t at all unreasonable. If optimistic estimates of the boost from the technology are at all right, growth will be much higher than conventional estimates of the economy’s long-run sustainable growth rate, like those of the Federal Reserve, which put it at around 1.8% over the next decade. [If that’s the case] debt won’t be a big concern after all — especially because faster growth will boost revenue and reduce the budget deficit.
Related: Integrating the Goldman AI Report Into Our Views and The Outlook for Long-Term Economic Growth and AI, Mass Evolution, and Weickian Loops
Most of the exploding interest costs resulted from borrowing when interest rates were low. We estimate that nearly 60% of our debt originated when the average interest rate on ten-year Treasury notes was less than 3%, while 75% of current debt originated when three-month Treasuries paid less than 3%. That debt, borrowed at low rates, is now being rolled over into Treasuries paying interest rates between 4.5 and 5.6%. Though borrowing seemed cheap during those periods, policymakers failed to account for rollover risk, and we are now facing the cost.
Related: U.S. Deficit Explodes Even As Economy Grows and Interest Expense: A Bigger Impact on Deficits than Debt and Interest Costs Will Grow the Fastest Over the Next 30 Years
A large chunk of the upward revisions to GDP data came from increases in real fixed investment, which was raised by more than 6.4% and saw its cumulative growth since early 2019 increase from 5.8% to 8.7%. That means the investment and construction boom we’ve seen over the last few years has actually been stronger than first reported—with manufacturing, housing, software, and power investments all being revised upward. The revisions to software data and methodologies, which included updates that now treat a portion of labor from an expanded pool of workers in various tech occupations as in-house investments, raised real private fixed software investment by 12%. This also spilled over into higher estimates of public-sector software investments, both inside and outside of the defense sector, and upward revisions to the real output of the US information industry.
Related: An American Investment Boom Would Be Good for the World and Making Manufacturing Great Again and What Have We Learned About the Neutral Rate?
Once nonfarm payrolls start moving below 100,000, credit spreads will widen because investors will take it as a sign that corporate earnings are about to slow down. But with core PCE inflation at 3.9%, the Fed cannot turn dovish. As a result, the Fed will continue to be hawkish even as the unemployment rate starts moving higher. Once the recession finally begins, the Fed can turn dovish and start to lower base rates. But the costs of capital will not decline because at that time corporate earnings will be slowing, and therefore, credit spreads will likely be widening further. The bottom line is that even if we get weak data and the Fed, after a few soft prints in nonfarm payrolls, starts turning dovish, the costs of capital will move higher. In short, the Fed controls the base rate but doesn’t control credit spreads, and that is the reason why a soft landing is unlikely.
Related: Soft Landing Summer and Breaking Down the Sources of US Economic Resilience and Has the Fed Tightened Enough? Guideposts to Consider
The three-day strike could stall services for nearly 13mm people in at least half a dozen states. The Kaiser strike is the latest in a string of high-profile labor disputes fueled by a tight labor market, high inflation, and record corporate profits that have left workers both resentful and emboldened. The United Auto Workers has steadily expanded a strike against the Detroit automakers that started Sept. 14, demanding raises as high as 40% and the end of job tiers. The Writers Guild of America last week reached a tentative agreement to end a five-month strike over artificial intelligence and streaming pay, while SAG-AFTRA actors remain on the picket line. And in Las Vegas, more than 50,000 hospitality workers could soon walk off the job over staff cuts and increased workloads—complaints that aren’t so different from the healthcare workers.
Related: Unions’ Inflation Warning? and The ‘Summer of Strikes’ Isn’t Living Up to the Hype and Everyone Wants to Work at UPS After Teamsters Deal
The greater challenge facing US fiscal policy is not new: the US is running a primary (ex-interest) deficit much larger than has been the case historically, and it is happening at a point in the business cycle when the deficit would normally be smaller than usual. When interest expense rose sharply in the 1980s, fiscal policymakers reacted by shrinking the primary (ex-interest) deficit. The largest fiscal adjustment from that period, enacted in 1993, would be sufficient if enacted now to offset the additional interest expense we project (relative to 2021) after 5 years. The average interest rate on federal debt is likely to remain at or below the rate of nominal GDP growth for the next decade, and this relationship is likely to be more benign than the historical average over the next five years.
Related: Maxing Out and Resilience Redux in the US Treasury Market and Living with High Public Debt
Maybe China is behind the rise in US long rates. Growth in China is slowing for cyclical and structural reasons, and Chinese exports to the US are lower. As a result, China has fewer dollars to recycle into Treasuries. In fact, China has been selling $300 billion in Treasuries since 2021, and the pace of Chinese selling has been faster in recent months. If slowing growth in China is a source of higher US rates—together with the US sovereign downgrade, Fed QT, Japan YCC exit, and rising US Treasury issuance—then a bad US employment report on Friday may not result in dramatically lower rates. The bottom line is that the cost of capital will likely stay permanently higher for reasons that have little to do with the business cycle, and it was the period with essentially zero interest rates from 2008 to 2020 that was unusual.
Related: Setser On Chinese "De-Dollarizing" and Shadow Reserves — How China Hides Trillions of Dollars of Hard Currency and Sester On Sløk
Sløk's charts of the day are generally great but he forgot to adjust the major foreign holdings table for valuation changes, Euroclear, and Agencies. The available data shows purchases for most of last year, sales in Q1, and a moderation of those sales in the last few months. Nothing dramatic. The Chinese data doesn't suggest informal PBOC reserves sales to date -- all the action has been through the state banks, and the sums there have been modest/the state banks wouldn't need to use their bonds to fund intervention. Has the Chinese bid for Treasuries stopped? No. But China has shifted toward Agencies and holds more of its Treasuries in offshore custodians. This should be the definitive flow chart --not a chart changing the valuation of US custodied Treasuries!
Related: Is China the Source of Higher US Long Rates? and Setser On Chinese "De-Dollarizing" and Shadow Reserves — How China Hides Trillions of Dollars of Hard Currency
In currencies, the US dollar continued its recent rampaging strength, with the yen coming within a whisker of dropping below the level of Y150/$, at which many assume the Japanese authorities would feel obliged to step in to prop up the currency, as they did when it briefly topped that level a year ago. Any intervention by Japanese authorities would likely send yields further upward, so this is a reason for caution about betting on them to fall in short order. The logic is that the Federal Reserve will be happy for yields to rise until they “break something,” at which point bonds’ prices would rise as their yields fell. That makes sense, but if the first thing to break is the patience of the Ministry of Finance in Tokyo, then such a bet on buying bonds would lose money.
Related: BOJ Shock Has Wall Street Gaming Out the Global Spillovers and Why Are Long Rates Going Up? and Raising Anchor
U.S. petroleum product exports totaled nearly 6.0 million barrels per day (b/d) in the first half of 2023, 2% more than during the same period in 2022. The first half of 2023 saw the most U.S. petroleum product exports during the first six months of any year in our Petroleum Supply Monthly data, which date back to 1981. U.S. petroleum product exports increased significantly in the 2000s and 2010s because of a number of factors, including the increasing competitiveness and efficiency of production at U.S. refineries along the U.S. Gulf Coast and increasing hydrocarbon gas liquids (HGLs) production associated with rising U.S. upstream oil and natural gas production.
Related: The Changing Nexus Between Commodity Prices and the Dollar: Causes and Implications and U.S. Oil Boom Blunts OPEC’s Pricing Power and Portfolio Nuclear
A new estimate of remote work from the Bureau of Labor Statistics (BLS) suggests that remote work is less common than previously thought. While the new BLS data reveals hybrid remote work to be substantially lower than other surveys estimated, fully remote work is close to where other surveys show, at around one out of ten workers. As a result, fully remote work appears slightly more common than hybrid remote work. Looking at the college-educated, nearly one in five are fully remote. Among advanced degree holders, nearly 40% are hybrid or fully remote. Among skilled workers, remote working is now a substantial share of the labor force, including fully remote.
Related: Working Remotely? Selection, Treatment, and the Market for Remote Work and Remote Work, Three Years Later and Central Business Districts: City Strugglers
The pandemic sparked rapid, dramatic changes to the composition of consumer demand and to preferences for work and lifestyle, and these patterns have continued to evolve through mid-2023. From the standpoint of potential entrepreneurs, these dramatic changes presented opportunities—both to meet newly formed consumer and business needs and to change the career trajectories of the entrepreneurs themselves. Entrepreneurs made plans and applied to start businesses both early on and through mid-2023; some of these plans have resulted in new firms and establishments that hired workers in large numbers. Entrepreneurial opportunities and the demand for employees at these new firms appear to have played an important role in the “Great Resignation,” as some quitting workers likely flowed toward new businesses (as either entrepreneurs or new hires). Taken together, these patterns imply significant economic restructuring across industry, geography, and the firm size and age distribution.
Related: Surging Business Formation in the Pandemic: Causes and Consequences and Creative Destruction After the Pandemic and Business Formation Boom
Each month life insurers receive insurance premium payments and pension funds receive employee contributions that they invest. These inflows are then filtered through investment policies and then allocated into a range of assets, including Treasuries. Over the past few years, this has translated into Treasury purchases at an annual rate of around $100b. This does not come close to meeting the trillions in coupons that will be issued each year for the foreseeable future. Real money managers will not be the marginal buyer of Treasuries that the market is looking for.
Related: Resilience Redux in the US Treasury Market and Maxing Out and Who Has Been Buying U.S. Treasury Debt?
What’s causing this interest rate spike? You might be tempted to see rising rates as a sign that investors are worried about inflation. But that’s not the story. We can infer market expectations of inflation from breakeven rates, the spread between interest rates on ordinary bonds and on bonds indexed for changes in consumer prices; these rates show that the market believes that inflation is under control. What we’re seeing instead is a sharp rise in real interest rates — interest rates minus expected inflation. At this point, real interest rates are well above 2%, up from yields usually below 1% before the pandemic. And if these higher rates are the new normal, they have huge and troubling implications. My instinct is to say that the bond market is overreacting to recent data and that high interest rates, like high inflation, will be transitory.
Related: Living with High Public Debt and Did the U.S. Really Grow Out of Its World War II Debt? and American Gothic
If the [rising term premium] is not driven by changing Fed expectations, what are then the reasons why long rates are moving higher? There are several potential explanations: 1) First, with declining repo it could be an unwind of the basis trade that is pushing long rates higher, somewhat similar to what happened in March 2020. This has been getting a lot of attention, and maybe conditions for getting repo are tightening. 2) Another potential explanation is the slowing growth in China, which means that China is recycling fewer dollars into Treasuries because of declining Chinese exports. 3) Rates may also be moving higher because of the Fed still doing QT. Remember, the entire goal with QT is to put upward pressure on government bond yields. 4) The US budget deficit remains big at 6% of GDP, which requires more Treasury issuance today and in the future, and investors may be reacting to that. 5) The US sovereign downgrade has likely had a negative impact. 6) Japan exiting YCC has put upward pressure on JGB yields, which, despite high hedging costs, makes US yields less attractive. 7) There is a large stock of T-bills outstanding, and the Treasury intends over the next six months to increase auction sizes across the Treasury curve.
Related: Breaking Down the Sources of US Economic Resilience and Soft Landing Summer
There are two connected anomalies, or ‘elephants’, in World markets (1) huge capital inflows into the US$ and (2) a large negative term premia on US Treasuries. Both reflect the structural shortage of ‘safe’ assets in global financial markets. We are now in the early unwind stage. China needs to unhook from the US dollar by further devaluing the Yuan. She is unlikely, as a result, to buy a lot more US Treasuries. Unless the US authorities do something to cap rising yields, the current duration crisis could turn into a more worrying credit crisis. China, for one, has already started to print money again. We expect others to follow.
Related: The US Capital Glut and Other Myths and The Return of Quantitative Easing and Unstable Prosperity: How Globalization Made the World Economy More Volatile
[The] headwind from rising yields should not be a surprise given that equity risk premia have fallen sharply back to pre pandemic levels, providing much less buffer for equities as rates rise (Exhibit 5). Some argue that this makes sense; if the post-pandemic tail-risk of deflation has now eroded, then equity risk premia should fall as term premia rises. However, while nominal and real bond yields are back to pre financial crisis levels, at least in the US, the PE remains much higher, and earnings growth much lower. In the absence of much better growth in corporate profits, the significant increase in both nominal and real interest rates create a much higher bar for equities to beat.
Related: Breaking Down the Sources of US Economic Resilience and Soft Landing Summer and The Price of Risk: With Equity Risk Premiums, Caveat Emptor!
By 2022, the prices of new homes sold in Beijing, Shanghai, Guangzhou, and Shenzhen were 1.73 times, 1.81 times, 1.80 times, and 1.97 times their 2014 levels, respectively. The value of China’s housing market is four times the country’s GDP, compared to 1.6 in the US and 2.1 in Japan. Accounting for more than one-quarter of all economic activity and two-thirds of household wealth. Now that China’s total population is shrinking, especially the home-buying-age cohort, the collapse of the property dam seems inevitable.
Related: How China Can Avoid the Japan Trap and Can China’s Long-Term Growth Rate Exceed 2–3 Percent? and The Neoclassical Growth of China
From 1992 to 2010, American adults with and without a four-year college degree saw falling mortality, but with greater improvements for the more educated; from 2010 to 2019, mortality continued to fall for those with a BA while rising for those without; during the COVID pandemic, mortality rose for both groups, but markedly more rapidly for the less educated. In consequence, the mortality gap between the two groups expanded in all three periods, leading to an 8.5-year difference in adult life expectancy by the end of 2021. One remarkable finding here is that Americans with a college degree, if they were a separate country, would be one of the best performers, just below Japan, though there was some decline in 2020 and 2021 during the pandemic.
Related: Why Are Americans Dying So Young? and Who Won the Cold War? Part II and Who Won the Cold War? Part III
Nominal bank lending growth has slowed from 10% to 2% since the start of this year on a 3-month annualized basis, for two main reasons. First, deposit outflows and higher deposit rates have led banks to reduce lending to a degree roughly in line with the usual historical relationships. Second, recession fears have likely led banks to reduce lending, and we find that banks that built up more provisions for loan losses over the last year have slowed lending by more. We expect the drag on growth from tighter bank lending standards to fade because we expect bank lending standards to remain roughly unchanged in Q3—as fading recession fears and modestly higher bank stock prices roughly offset higher interest rates—and to start to normalize gradually next year.
Related: All Clear and Outlook for Regional Banks and Real-Estate Doom Loop Threatens America’s Banks
While stimulus was an important factor in limiting credit card-financed spending earlier in the pandemic, in recent times the strength of the labor market and the associated wage gains are likely a major reason why consumers have not had to resort to hitting their credit cards harder. Exhibit 7 shows that according to Bank of America internal data, average credit card balances have risen over the last few years, after a dip in 2020. The latest reading through August 2023 suggests that for middle- and higher-income households, credit card balances are at levels equivalent to that in 2019. However, card balances for lower-income households have seen a steeper rise and have exceeded their pre-pandemic range. The good news is that lower-income households continue to see faster wage growth, as suggested by Exhibit 8, which helps offset some of the pressure that the group is facing from higher card balances.
Related: The Pandemic Has Broken a Closely Followed Survey of Sentiment and What Has Policy Tightening Accomplished So Far? and The Q4 Pothole: Student Loans, Shutdown, and Strikes
The world’s top exporter of corn, soy, and wheat for much of the past seven decades, the US is now facing a future of persistent agricultural trade deficits. The shortfall for the fiscal year ending Sept. 30 is estimated at $19 billion and is expected to balloon to almost $28 billion in fiscal 2024, according to Agriculture Department forecasts. The trend is driven in part by a shift in Americans’ eating habits—for instance, households today consume more imported produce, such as Mexican avocados and Indian mangoes—but stagnating grain and oilseed exports are also a factor. Since 1974 the only other annual deficits were in 2019 and 2020, during President Donald Trump’s trade war with China.
Related: China Expands Farmland In Bid To Cut Foreign Food Reliance and Could Economic Indicators Signal China’s Intent To Go To War?
The ballooning bilateral deficit is entirely driven by a rise in imports rather than a fall in exports; the two grew more or less in parallel at the end of the last decade. Then, after the first lockdown-related swings, EU exports to China remained more or less stable, while imports soared. The change in imports is visible across broad categories of manufacturing, although machinery and transport equipment (think of China’s electric car boom) may be contributing more than its proportionate share. [In 2023] all of these changes have recently been going into reverse. Import volumes have fallen by about 10% since the peak in August last year; import prices by about 15%. The total import bill, consequently, is down by about quarter since a year ago.
Related: The Chinese Carmakers Planning to Shake Up The European Market and China’s Auto Export Wave Echoes Japan's in the ’70s and Europe Can’t Decide How to Unplug from China
US exposure to foreign supply chains is much bigger than it appears at face value, but it is not that big on the macro level. By any measure, the US buys at least 80% of all industrial inputs from domestic sources. Thus, at an aggregate level, its foreign exposure is hardly alarming. However, while this may be reassuring, it is important to note that supply chain disruptions rarely occur at the macro level. The 80% figure was not relevant when the US auto sector shuttered factories due to a lack of semiconductors, or when buying home office electronics became problematic due to a demand surge and logistic snarls. Taking account of the Chinese inputs into all the inputs that American manufacturers buy from other foreign suppliers – what we call look through exposure – we see that US exposure to China is almost four times larger than it appears to be at face value.
Related: Setser On Rumors Of Decoupling and How America Is Failing To Break Up With China and US-China Trade is Close to a Record, Defying Talk of Decoupling
The term premium is up one percentage point since late July. The ongoing rise in long rates is driven less by changing Fed expectations and more by: 1) The US sovereign downgrade 2) Japan exiting YCC 3) Fed QT 4) Fewer dollars for China to recycle in a falling exports environment 5) The US budget deficit 6) The large stock of T-bills and the Treasury’s intention to increase auction sizes. Looking ahead, the real risk to the economy, including financial stability, is if weak economic data doesn’t result in falling long-term interest rates.
Related: Maxing Out and Resilience Redux in the US Treasury Market and Living with High Public Debt
I would suggest that substantial and accumulating deficits and debts are a substantial threat to national security and national power. A reasonable calculation would suggest that our budget prospects are vastly worse than they were at the time of the Clinton administration's successful budget actions and substantially worse than they were at the time of the Simpson-Bowles efforts. The budget deficits a decade out comfortably in double digits as a share of GDP now seem a reasonable projection with primary deficits quite likely in the 5% of GDP range. This is without the assumption of the need for vast mobilization for meeting contingencies, military or non-military. And I think it is reasonable to ask the question. How long can or will the world's greatest debtor be able to maintain its position as the world's greatest power?
Related: Summers and Blanchard Debate the Future of Interest Rates and Interest Rates Hit 16-Year Record and Is a U.S. Debt Crisis Looming? Is it Even Possible?
US households saved some $1.1 trillion less than previously thought over the past six years, according to revised government data released Thursday. The Bureau of Economic Analysis now calculates that Americans stashed away an average 8.3% of their disposable income annually from 2017 through 2022, down from a previously estimated 9.4%. The reduction stems from an accounting adjustment that lowered personal income from mutual funds and real estate investment trusts.
Europeans are using our high taxes to fund social transfers, not public sector investments. Innovators are therefore confronted with the worst of all worlds: a capital market not fit for purpose, high taxes, and low public sector investments. For a capital-markets driven system of innovation, you require a complete reboot of your entire socio-economic system. You would need to replace your pay-as-you go pension systems with pension funds. You would have to stop subsidising old industries and let them fall over the cliff. You would need lower rates of corporate taxes, which you can only have through cuts in social transfers. You would also need to raise public investment spending. It is safe to predict that this will not happen, not even during a long-lasting period of economic decline. We know the politics of decline.
Related: How The US Is Crushing Europe’s Domestic Exchanges and From Strength To Strength and Europe Has Fallen Behind America and the Gap is Growing
Annual births fell from 18.83 million in 2016 to 17.65 million, 15.23 million, 14.65 million, 12.02 million in 2020, 10.62 million, and 9.56 million last year. Therefore, the rate of decline each year from 2017 to 2022 was 6.27%, 13.71%, 3.81%, 17.95%, 11.65%, and 9.98%, respectively. The number of women of childbearing age is decreasing. Based on the seventh national census data, the number of women of childbearing age is expected to decline by about 4 million annually from 2020 to 2025.
Related: China’s Fertility Rate Dropped Sharply, Study Shows and China’s Collapsing Birth and Marriage Rates Reflect a People’s Deep Pessimism and China’s Defeated Youth
Gross investment has typically been 20-25% of GDP over time, although in recent years it’s been closer to the lower end of that range. From the 1950s up into the 1980s, net investment was (very roughly) 10% of GDP. Thus, it was plausible to say that in a typical year, a little more than half of gross investment went to replace capital that was wearing out, and a little less than half of gross investment was actually new, net investment growing the capital stock. But in the last decade or so, gross investment has been about 20% of GDP, and net investment has fallen to about 5% of GDP. In other words, gross investment as a share of GDP has fallen a bit, but not too much. The real change is that about three-quarters of investment is now going to replace capital that has worn out, so net investment is much lower.
Related: Capital Allocation
We examined the spread between return on invested capital (ROIC) and weighted average cost of capital (WACC) for companies that did an initial public offering from 1990 to 2022. We expected to see low or negative spreads between ROIC and WACC for companies newly listed, rising spreads as they mature, and a decline in senescence. But what we found was nearly the opposite. The spread at the date of the IPO was high and narrowed before stabilizing around year five.
Related: Birth, Death, and Wealth Creation and The Economics of Inequality in High-Wage Economies and Data Update 5 for 2023: Pathways to Profitability
Using testing data from over two million students in nearly 10,000 schools in 49 states (plus the District of Columbia), we investigate the role of remote and hybrid instruction in widening gaps in achievement by race and school poverty. We find that remote instruction was a primary driver of the widening gaps. Math gaps did not widen in areas that remained in person (although reading gaps did). We estimate that high-poverty districts that went remote in 2020–2021 will need to spend nearly all of their federal aid on helping students recover from pandemic-related academic achievement losses.
Related: Parents Don’t Understand How Far Behind in School Their Kids Are and NAEP Long-Term Trend Assessment Results: Reading and Mathematics
Households are paying down their mortgage debt. As of July 2023, mortgage loans accounted for over 50% of total household debt ($6 trillion and a third of GDP). Over the past year, the amount of mortgage loans outstanding has declined for the first time ever in China as households have prioritized mortgage repayments. Note that other forms of consumer credit have also slowed sharply. The lockdown’s impact on consumer spending helped push up deposits in the 2020-21 period. New deposit growth has accelerated notably over the past year.
Related: China Is Now Growing Slower Than the U.S. and China Must Slow Down Investment If It Wants To Rebalance its Debt-Laden Economy and China’s Defeated Youth
Acceptance rates at top Chinese universities are estimated to be below 0.01% for students in some provinces and around 0.5% for those in major municipalities such as Beijing and Shanghai. For comparison, Harvard College had an acceptance rate of 3.41% this year. During China’s large-scale privatization process, older workers struggled to find new employment in the rapidly changing economy. But now, employers are reluctant to lay off older workers – both because they have valuable experience and because they are protected by labor laws. The contraction in jobs therefore is felt most acutely among young people.
Related: Why Has Youth Unemployment Risen So Much in China? and The Root of China’s Growing Youth Unemployment Crisis and China’s Defeated Youth
China is in fact hyper-capitalist. An enormous proportion of national income goes to the controllers of capital and is being saved by them. During the earlier hypergrowth period, this worked well. But now the savings are far greater than can be productively used. Income now needs to accrue to those who will spend it. The danger is not one of a huge financial crisis: China is a creditor country; its debts are overwhelmingly in its own currency; and its government owns all the important banks. A policy of financial repression would work quite well. The danger is rather one of chronically weak demand. It will be impossible, in today’s global environment, to generate either a huge export boom or consistent current account surpluses. The investment rate is already spectacularly high, while growth is slowing. Still higher non-property investment cannot be justified.
Related: An Economic Hail Mary for China and Can China’s Long-Term Growth Rate Exceed 2–3 Percent? and The Neoclassical Growth of China
Equities have been sustained by the anomaly of equity valuations rising at a time of muted earnings growth, and the AI catalyst. The major US equity catalyst this year has been the rise in AI-linked stocks. They’ve come off the boil since July, but there’s still a lot of optimism regarding AI’s impact on growth, profits and productivity. All of these use cases have created a frenzy of analysts comparing large language models and other generative AI to 20th century milestones such as the electrification of farms, the interstate highway system and the internet itself.
Related: Centaurs and Cyborgs on the Jagged Frontier and Generative AI at Work and AI, Mass Evolution, and Weickian Loops
Rather quietly, inflows from official investors came close to generating about half of the net inflows needed to sustain the United States' current account deficit (over the last 4qs of data, q3 23 may be different). A lot of the inflow over the last 4qs (q3 22 to q2 23) has gone into equities and bank deposits so it doesn't get the attention of Treasury flows. But q2 23 Treasury inflows were substantial as well. Total foreign demand for LT US bonds (official and private, including private demand for corporate bonds) exceeded the US current account deficit in q1 2023. The fall in reported foreign holdings last year though got a lot more attention. The IMF's data for global reserves isn't available (yet) for q2, but central banks added to their dollar holdings in q1 (and likely q2). They are getting a lot of coupon payments on their existing stock-- and reinvesting I assume.
Related: Setser On Chinese "De-Dollarizing" and Saudi Arabia's PIF and the New Petrodollar Recycling and Shadow Reserves — How China Hides Trillions of Dollars of Hard Currency
The US Equal Employment Opportunity Commission requires companies with 100 or more employees to report their workforce demographics every year. Bloomberg obtained 2020 and 2021 data for 88 S&P 100 companies and calculated overall US job growth at those firms. In total, they increased their US workforces by 323,094 people in 2021, the first year after the Black Lives Matter protests — and the most recent year for which this data exists. The overall job growth included 20,524 White workers. The other 302,570 jobs — or 94% of the headcount increase — went to people of color. Many people just starting out in their career are from growing Black, Hispanic, and Asian populations, who are entering the workforce just as more tenured White employees retire. That, however, can’t fully account for changes, particularly at the top of the corporate ladder.
Related: Biggest Pay Raises Went to Black Workers, Young People and Low-Wage Earners and Rebound in Immigration Comes to Economy’s Aid and Immigrants & Their Kids Were 70% of U.S. Labor Force Growth Since 1995
Figure 1 shows that the median forecast of professional economists for one-year-ahead consumer price index (CPI) inflation has become less sensitive to actual CPI inflation. The figure shows the results of regressions measuring the strength of the relationship between one-year-ahead expected CPI inflation (vertical axis) and the contemporaneous four-quarter CPI inflation rate (horizontal axis). For the period from 1949 through the end of 1998, the blue line indicates a strong relationship with a slope of 0.71, implying that the median inflation forecast adjusts nearly one-for-one with actual inflation. The regression yields a much smaller slope of 0.18 for the period from 1999 through the second quarter of 2023 (red line), implying very little forecast adjustment in response to actual inflation.
Related: What We’ve Learned About Inflation
Commercial real-estate insurance costs have risen 7.6% annually on average since 2017, according to Moody’s Analytics. Costs to insure rental-apartment buildings rose 14.4% annually on average in Dallas, 13% in Los Angeles and 12.6% in Houston. Some owners struggle to find anyone willing to insure their buildings, Moody’s said. Intensifying natural disasters are a big reason for the increase, particularly in cities vulnerable to wildfires, floods or storms. The cost of reinsurance has also increased, trickling down to higher property insurance rates. Meanwhile, inflation has pushed up the cost of repairing or rebuilding damaged properties.
Related: Analyzing State Resilience to Weather and Climate Disasters and Rising Insurance Costs Start to Hit Home Sales and How a Small Group of Firms Changed the Math for Insuring Against Natural Disasters
The 5.3 point shift between 2016 and 2020–just enough to tilt the state to Biden—was driven by three factors: 2016 third-party voters switching to Biden in 2020, Black population growth and white population decline, and persuasion, primarily among high-income, high-education voters. The total shift in Georgia due to persuasion is about 3.1 points—and 2.2 points comes from the changes in the composition of the electorate. Georgia as a whole is not demographically favorable to Donald Trump: unlike the upper Midwest, there are fewer white working-class voters left for him to flip, and a lot of cross pressured college-educated white Republicans. If Trump’s path with suburban whites is closed off, Trump has another option: continuing to chip away at Democratic margins among African Americans, as current polls suggest he might. Trump would likely need a bigger breakthrough with Black voters than he’s gotten to date to fully counteract the effect of the state’s Black population growth.
Related: The Road to A Political Realignment in American Politics and Consistent Signs of Erosion in Black and Hispanic Support for Biden and How to Interpret Polling Showing Biden’s Loss of Nonwhite Support
The Pentagon’s goal must contend with booming demand in the commercial aerospace market that has left a shortage of skilled labor, raw materials, and parts such as advanced electronics and fasteners. The Pentagon wants to buy thousands of cheap drones in as little as 18 months, and as many as 2,000 larger uncrewed jets. By contrast, one of its primary drone suppliers, Shield AI, produced 38 of the aircraft last year. The emerging air taxi makers present another challenge. Roughly a dozen companies are vying to develop propeller-driven vehicles that can take off and land like helicopters, potentially cutting journey times in New York City, Los Angeles, and other big urban areas. Flush with cash from venture capital, stock offerings, and military contracts, the sector is moving closer to large-scale production.
Related: Pentagon Plans Vast AI Fleet to Counter China Threat and Rocket Motor Shortage Curbs Weapons for Ukraine and Military Briefing: Ukraine War Exposes ‘Hard Reality’ of West’s Weapons Capacity
Every five to 10 years, the World Values Survey asks people in dozens of countries where they would place themselves on a scale from the zero-sum belief that “people can only get rich at the expense of others”, to the positive-sum view that “wealth can grow so there’s enough for everyone”. The average response among those in high-income countries has become 20% more zero-sum over the last century. Moreover, two distinct rises in the prevalence of zero-sum attitudes have coincided with two slowdowns in gross domestic product growth, one in the 1970s and another in the past two decades. The same pattern holds within individual countries. Britons and Americans have become significantly more likely to believe that success is a matter of luck rather than effort precisely as income growth has slowed.
Related: Zero-Sum Thinking and the Roots of U.S. Political Divides and Is the Surge to the Left Among Young Voters a Trump Blip or the Real Deal? and Millennials are Shattering the Oldest Rule in Politics
Zero-sum thinking is associated with more preference for liberal economic policies in general and with stronger political alignment with the Democratic Party and weaker alignment with the Republican Party. We also find that zero-sum thinking is linked empirically to important political crises experienced in the United States. Specifically, we find that individuals who view the world in zero-sum terms are more likely to believe that the conspiracy theory QAnon holds some truth for U.S. politics. We also find that zero-sum thinking is linked with empathy and understanding for the January 6, 2021 attack on the U.S. Capitol Building, an act that is more justifiable and seen as being less harmful if one presumes the world is zero-sum (rather than positive/negative sum).
Related: Are We Destined For A Zero-Sum Future? and Is the Surge to the Left Among Young Voters a Trump Blip or the Real Deal? and Millennials are Shattering the Oldest Rule in Politics
The Treasury market may be entering a period of volatility as leveraged investors have stalled in their purchases and the next marginal buyer has not yet arrived. When the Fed and commercial banks stepped away from the Treasury market, hedge funds stepped in and bought cash Treasuries in size as part of a cash futures basis trade. The financing for that trade is sourced through dealer repo, which grew rapidly and then stalled. While dealers themselves have access to virtually unlimited financing from the Fed, the size of their activity is constrained by balance sheet costs. If the leveraged buyers are reaching financing limits, then a new marginal Treasury buyer must emerge to absorb the sizable upcoming issuance.
Related: Resilience Redux in the US Treasury Market and Who Has Been Buying U.S. Treasury Debt? and Raising Anchor
US equities account for nearly 70% of the MSCI World index; the next five largest — in Japan, UK, France, Canada, and Germany — total less than 20%. The top 10 constituent equities of the MSCI World index, which are all US companies including Apple at number one and ExxonMobil at number 10, aggregate to more than 20%. To put it bluntly, the 10 most valuable US equities are larger than the market capitalisations of Japan, UK, France, Canada, and Germany combined. In effect, the US has scaled up the largest companies in the world in its own public markets, creating a colossal pool of recyclable equity capital residing in domestic and non-US investor portfolios. This has created a virtuous cycle of new listings from US and overseas issuers attracted by the depth and liquidity of that equity pool.
Related: Europe Has Fallen Behind America and the Gap is Growing and Why Europe’s Stock Markets Are Failing to Challenge the US and From Strength To Strength
Stabilizing the federal debt at 100% of GDP over the long term—which would far exceed the post-1960 average of 45% of GDP—would require non-interest savings beginning at 2% of GDP and ramping up to 5% of GDP over the next three decades. (The resulting interest savings from a smaller debt would provide the rest of the savings.) These figures assume the renewal of the 2017 tax cuts (as there is strong bipartisan support for extending the tax cuts for the bottom-earning 98% of earners) but do not assume any additional spending expansions, tax cuts, or economic crises—all of which would also have to be fully offset to meet this debt target. In short, the non-interest savings required to stabilize the debt will almost surely rise past 5% of GDP when accounting for additional spending and tax-cut legislation. Taxing the rich cannot close more than a small fraction of this gap.
Related: Taxing Billionaires: Estate Taxes and the Geographical Location of the Ultra-Wealthy and American Gothic and The Economics of Inequality in High-Wage Economies
Treasury 10-year yields rose above 4.5% for the first time since 2007 as a more hawkish Federal Reserve adds to concern the bonds face a toxic mix of large US fiscal deficits and persistent inflation. Bill Ackman of Pershing Square Capital Management says he remains short bonds because he expects long-term rates to rise further. “The long-term inflation rate plus the real rate of interest plus term premium suggests that 5.5% is an appropriate yield for 30-year Treasurys.” The yield on 30-year debt climbed as much as one basis point Friday to 4.59%, adding to the 13 basis-point jump on Thursday that took it to the highest since 2011.
Related: 31% of All US Government Debt Outstanding Matures within 12 Months and Is a U.S. Debt Crisis Looming? Is it Even Possible? and US Fiscal Alarm Bells Are Drowning Out a Deeper Problem
Even if wage growth did normalize, it is not clear why interest rates would need to fall much, if at all, in a world of 2% real growth, 2% inflation, and healthy private sector balance sheets. Real yields on 5-year Treasury inflation-protected securities (TIPS) are currently about 0.5 percentage point higher than 5-year real yields starting five years from now. But from 2003 until the pandemic, spot 5-year real rates were about 1pp lower than forward rates. (This includes the flat curve years of 2006-7 and 2018-2019, when the spread was more or less zero.) If further-forward real yields were poised to revert to this longer-term average, then that would have implications for a range of asset prices.
Related: In Search of Safe Havens: The Trust Deficit and Risk-free Investments! and What Have We Learned About the Neutral Rate? and BIS Quarterly Review
Since the Fed started hiking rates last year, US households have bought $1.5 trillion in Treasuries, and over the past six months, US pension and insurance have also emerged as a buyer. Over the same period, the Fed has been doing QT and been a net seller of Treasuries. The bottom line is that US households and real money are finding current levels of US yields attractive.
Related: Demand for Treasuries and Trapped Liquidity and Raising Anchor
Real interest rates have risen across the yield curve after stalling out between late 2022 and the first half of 2023. Importantly, the real yield curve remains relatively flat—implying that real interest rates are slated to remain at roughly their near-term levels for the foreseeable future. For real interest rates to stay around their current levels of about 2% and inflation to remain at the target of 2% would imply a long-run natural rate of between 4 and 4.5% (after accounting for the difference between CPI and the Fed’s preferred PCE inflation adjustments). Again, that is higher than even the highest estimate put forward by a FOMC participant yesterday.
Related: What Have We Learned About the Neutral Rate? and Measuring the Natural Rate of Interest After COVID-19 and In Search of Safe Havens: The Trust Deficit and Risk-free Investments!
This year, average monthly growth in the foreign-born labor force is about 65,000 higher compared with 2022 on a seasonally adjusted basis, a Goldman Sachs analysis found. After plunging at the start of the pandemic, the size of the foreign-born labor force has rebounded, nearing 32 million people in August. Foreign-born workers’ share of the labor force—those working or looking for work—reached 18% in 2022, the highest level on record going back to 1996, according to the Labor Department. It has climbed further this year to an average of 18.5% through August, not adjusted for seasonal variation.
Related: Immigrants & Their Kids Were 70% of U.S. Labor Force Growth Since 1995 and Immigration Playing a Key Role in the Labor Market and Immigration and U.S. Labor Market Tightness: Is There a Link?
In Florida the average home insurance premium in 2023 is around $6,000, more than three times the national average and up 42% year-on-year. Yet rather than drooling over juicy profits, insurers are fleeing. With 1.3m policies, the state-backed insurer of last resort now has the highest market share in Florida and is insuring assets worth $608bn. The Golden State is following the Sunshine State into market failure, but for different reasons. Though California is a pricey place to live, property insurance is relatively cheap thanks to strict consumer-protection laws. Regulations prevent insurers from raising premiums high enough to cover inflation, increasing wildfire risk and rising reinsurance rates.
Related: Analyzing State Resilience to Weather and Climate Disasters and How a Small Group of Firms Changed the Math for Insuring Against Natural Disasters and Rising Insurance Costs Start to Hit Home Sales
Almost 90% of surveyed Americans say people shouldn’t be judged for moving back home, according to Harris Poll in an exclusive survey for Bloomberg News. It’s seen as a pragmatic way to get ahead, the survey of 4,106 adults in August showed. Covid-19 lockdowns in 2020 drove the share of young adults living with parents or grandparents to nearly 50%, a record high. These days, about 23 million, or 45%, of all Americans ages 18 to 29 are living with family, roughly the same level as the 1940s, a time when women were more likely to remain at home until marriage and men too were lingering on family farms in the aftermath of the Great Depression.
Related: Millions of US Millennials Moved in With Their Parents This Year and Young Adults in the U.S. Are Reaching Key Life Milestones Later Than in the Past and Americans’ Ideal Family Size Is Larger Than the Birthrate Suggests
Democrats have been posting special-election overperformances of that magnitude all year long, in all kinds of districts. And on average, they have won by margins 11 points higher than the weighted relative partisanship of their districts. The types of people who vote in low-turnout special elections tend to be different from the types of people who vote in regularly scheduled elections: Lower turnout generally means a more college-educated electorate, and college graduates have gotten more Democratic in recent years. That could be why special-election overperformance has consistently been a couple of points more Democratic than the House popular vote over the past three cycles. However, college graduates were disproportionately Democratic in 2020 and 2022 too, and Democrats didn’t consistently do this well in special elections in those cycles. So something seems to be different this time that the education realignment doesn’t fully explain.
Related: Is a Trump-Biden Rematch Inevitable? and Trump’s Electoral College Edge Seems to Be Fading and How to Interpret Polling Showing Biden’s Loss of Nonwhite Support
Patent concentration, which can affect diffusion, has risen over the past several decades with a concurrent surge in patent litigation cases. In the post-1980 period, a parallel trend concerning patents in the U.S. has been the dramatic increase in the number of patent cases filed, which some authors have dubbed the “patent litigation explosion.” The annual number of litigation cases filed per 100 granted patents rises from about 1.2 in the early 1990s to an average of about 1.5 between 1995 and 2010, before rising again to more than 1.8 between 2010 and 2015 and only receding marginally since then.
Related: Where Have All the "Creative Talents" Gone? Employment Dynamics of US Inventors and The Economics of Inequality in High-Wage Economies
Since 2009, manufacturing output per hour in the U.S. has grown just 0.2% a year, well below the economy as a whole and peer economies in Europe and Asia, except Japan. In motor vehicle manufacturing, the picture is especially bad: From 2012 through last year, productivity plummeted 32%, though some of this was no doubt due to pandemic disruptions. Warehouses and hospitals can pass the cost of higher wages and reduced hours to customers without being undercut by foreign competitors. Manufacturers don’t have that luxury. That’s why Detroit is recoiling at the UAW’s demands. While their output per employee is among the highest of 11 global manufacturers ranked by consultants AlixPartners, so are their costs per vehicle. The lowest cost: China’s.
Related: Autoworkers Have Good Reason to Demand a Big Raise and Auto Union Boss Wants 46% Raise, 32-Hour Work Week in ‘War’ Against Detroit Carmakers and EV Boom Remakes Rural Towns in the American South

We discuss how Large Language Models (LLM) can improve experimental design, including improving the elicitation wording, coding experiments, and producing documentation. Second, we discuss the implementation of experiments using LLM, focusing on enhancing causal inference by creating consistent experiences, improving comprehension of instructions, and monitoring participant engagement in real time. Third, we highlight how LLMs can help analyze experimental data, including pre-processing, data cleaning, and other analytical tasks while helping reviewers and replicators investigate studies. Each of these tasks improves the probability of reporting accurate findings
Related: Centaurs and Cyborgs on the Jagged Frontier and Society's Technical Debt and Software's Gutenberg Moment and Generative AI at Work
Joe Biden is likely to be the Democratic nominee. I would put his chances in the range of 80 to 85%. Donald Trump is likely to be the Republican nominee. I would put his chances in the range of 75%. The chance of an average non-Hispanic white man of Biden’s age (80) dying in the next year is about 5%. Biden’s odds are presumably lower than this, however. Even if he’s lost a step or two, I feel comfortable asserting that his physical and mental health are better than that of the typical 80-year-old. However, there are a lot of medical events other than Biden literally passing away that might end his bid for a second term. Overall, I figure there’s a 10% chance that Trump loses the nomination in “typical” fashion, such as being caught from behind in Iowa, a 5% chance that a health-related issue ends his campaign, and a 10% chance that legal jeopardy forces Trump to reconsider or compels Republicans to turn on him, even though they haven’t so far.
Related: Five Reasons Why Biden Might Lose in 2024 and For Some Key Voters, Trump Has Become Toxic and How to Interpret Polling Showing Biden’s Loss of Nonwhite Support
Since the 1970s, trust in government has been consistently higher among members of the party that controls the White House than among the opposition party. Republicans have often been more reactive than Democrats to changes in political leadership, with Republicans expressing much lower levels of trust during Democratic presidencies; Democrats’ attitudes have tended to be somewhat more consistent, regardless of which party controls the White House. However, the GOP and Democratic shifts in attitudes from the end of Donald Trump’s presidency to the start of Joe Biden’s were roughly the same magnitude.
Related: Collapsing Social Trust is Driving American Gun Violence
The pandemic led to a surge in new business formations. What is striking to us is that this elevated level has continued post-Covid. According to data from the Census Bureau, in July, high-propensity business applications, which include all those that are more likely to become businesses with a payroll, were 40% higher than the average level in 2019. While not all of these businesses survive (the number of business deaths also rose in 2022 according to the Bureau of Labor Statistics), the net impact still points to strong growth in business formation. Business applications each year seem to be driven by a different sector. At the start of the pandemic, retail trade saw the biggest surge, driven largely by the growing demand for e-commerce, according to commentaries from the Census Bureau.
Related: Surging Business Formation in the Pandemic: Causes and Consequences and The Startup Surge Continues: Business Applications on Track for Second-Largest Annual Total on Record and Creative Destruction After the Pandemic
To get rates back up to the 12% pre-pandemic level would require adding 2.7 million new housing units—more than the entire housing stock of the state of Maryland or more than 1.5 years of construction at 2022 rates—and leaving them all empty. Assume half occupancy and America needs 6.2 million new units—more than currently exist in Pennsylvania. If you assume that 75% of units will get filled on net then America needs more than 18 million additional housing units—roughly as many as exist in California and Washington state combined. Actual construction stood at only 1.4 million in the first half of 2023, failing to keep up with demand and leading to further declines in unoccupied housing rates—in other words, the structural shortage of housing is keeping prices high and vacancies down.
Related: Repeat After Me: Building Any New Homes Reduces Housing Costs For All and On the Move: Which Cities Have The Biggest Housing Shortage? and Have Rising Mortgage Rates Frozen the Housing Market?
All these areas clearly do have much higher WFH shares than the nation as a whole. What else do they have in common? One striking characteristic, which I highlighted in the top-50 table, is that most are located in central cities of metropolitan areas, which are designated as such based on population and how many people commute to jobs there. What’s more, two non-central cities on the list — Cupertino, California, and Redmond, Washington — happen to be home to the headquarters of the two most valuable companies in the world, Apple and Microsoft, and several others are also home to large corporate headquarters. Working at home seems to be most popular in places close to lots of offices and other places of employment.
'Related: Remote Work, Three Years Later and Work From Home and the Office Real Estate Apocalypse and Real-Estate Doom Loop Threatens America’s Banks
Xin Meng of the Australian National University appears to refute the “demographic dividend” as an explanation for China’s economic success. Her analysis showed that between 1982 and 2015 China’s working-age population, defined as those aged between 16 and 65, grew from 600m to 1bn. During this same period, however, labour-force participation dropped from 85% to just over 70%. Much of the decline came from those with an urban hukou. Unlike holders of rural hukou, urbanites were subjected to mandatory retirement at the age of 55 for women and 65 for men. Compulsory education and greater university enrolment kept under-25s out of the workforce.
Related: Population Aging and Economic Growth: From Demographic Dividend to Demographic Drag? and The Chinese Century Is Already Over and The Neoclassical Growth of China
For decades now, the Chinese government has encouraged university enrollment, pushing the number of students in higher education from 22 million in 1990 to 383 million in 2021. During the pandemic, it pressed even harder, expanding graduate-school capacity. Master’s-degree candidates rose by 25 percent in 2021. China’s Ministry of Education estimated that 10.76 million college students would graduate in 2022, 1.67 million more than in 2021—and it expects a further large rise in 2023. The message for China’s policymakers is clear: boosting graduate numbers while throttling services and subsidizing buildings is bad economics and worse social policy.
Related: Why Has Youth Unemployment Risen So Much in China? and China Cannot Allow Jobless Young To ‘Lie Flat’ and China’s Defeated Youth
The path of policy rates priced into futures markets in major Advanced Economies became more in line with the cautious tone of central banks. The Federal Reserve and the ECB raised policy rates further in July, and emphasized in their communications that future decisions would be data-dependent. Officials also indicated that, while rates might not rise much more, they could stay at their current levels for a prolonged period if inflation remained above target. In accordance with these messages, futures markets in both in the US and the euro area priced in higher rates for 2024 than they had just a few months before. And the expected peak in policy rates was pushed higher and later. That said, investors still seemed to anticipate rate cuts as early as the second quarter of 2024, and much deeper in the US than the euro area.
Related: Adrift at Sea and What Have We Learned About the Neutral Rate? and Measuring the Natural Rate of Interest After COVID-19
While Treasuries remain the most liquid security in the world, they are structurally becoming less liquid. The average daily cash transactions in Treasuries has not come close to scaling with the overall growth in issuance. Although average daily cash volumes have increased slightly in recent years to $700b, that increase is in part due to the activity of principal trading firms whose strategy is to profit from small intraday fluctuations in price. These firms account for 20% of cash market volumes, but they disappear when volatility picks up so their provision of liquidity is illusory. Excluding their participation, cash market activity would be progressively thinning relative to the steady growth in issuance.
Related: Living with High Public Debt and Raising Anchor and Resilience Redux in the US Treasury Market
The hand-wringing about the Great Maturity Wall appears to have been wildly overdone. A year ago, the bear case held that interest rates were rising and the economy was deteriorating at the same time that a surfeit of high-yield debt was coming due. But ever since that point, companies have been quietly extending their debt calendars. At the start of 2023, high-yield issuers had about $878.4 billion in significant dollar-denominated bond and loan issues coming due through 2025. And since then, issuers have whittled the number down by about 38% to $542.3 billion. Most signs suggest they will continue to make plodding progress.
Related: Rates Are Up. We’re Just Starting to Feel the Heat and A Default Cycle Has Started and Credit Normalization
For the last several months, I have been part of a team of social scientists working with Boston Consulting Group, turning their offices into the largest pre-registered experiment on the future of professional work in our AI-haunted age. For 18 different tasks selected to be realistic samples of the kinds of work done at an elite consulting company, consultants using ChatGPT-4 outperformed those who did not, by a lot. On every dimension. Every way we measured performance. Consultants using AI finished 12.2% more tasks on average, completed tasks 25.1% more quickly, and produced 40% higher quality results than those without. [AI] works as a skill leveler. The consultants who scored the worst when we assessed them at the start of the experiment had the biggest jump in their performance, 43% when they got to use AI. The top consultants still got a boost, but less of one.
Related: Society's Technical Debt and Software's Gutenberg Moment and Generative AI at Work and AI, Mass Evolution, and Weickian Loops
Italian Prime Minister Giorgia Meloni has appealed for greater European support as her country confronts a surge of people fleeing north Africa, amid growing tensions between Rome and other EU capitals over migration policy. More than 12,000 people have reached Italy in the past week, mostly to the island of Lampedusa, authorities said, with thousands more awaiting to make the relatively short journey from Tunisia’s port city of Sfax to the Italian island. The increased influx is a political headache for Meloni, who was elected on a promise to stop the flow of illegal migration to Italy. Instead, the number of those arriving on Italian shores has surged to more than 128,600 so far this year, up from around 66,200 at the same time last year.
Related: Saudi Forces Accused of Killing Hundreds of Ethiopian Migrants and How a Vast Demographic Shift Will Reshape the World and Demography Is Destiny in Africa
The over-80s for the first time accounted for more than 10% of Japan’s population, according to a government report. Japan’s persistently low birthrate and long lifespans have made it the oldest country in the world in terms of the proportion of people aged over 65, which this year hit a record of 29.1%. Japan’s overall population fell by about half a million to 124.4 million, according to the report. It’s expected to tumble to less than 109 million by 2045.
Related: Inflation in The *Very* Long Run and Japan Demographic Woes Deepen as Birthrate Hits Record Low and More Than 40% of Japanese Women May Never Have Children
Meanwhile, spending at stores, restaurants, and online excluding grocery stores and gas stations has been rising at a yearly rate of 7% each month on average since the spring, compared to 4% a year in 2017-2019. That is consistent with underlying wage growth, which is still rising about 2 percentage points faster than before the pandemic, despite the normalization in job market churn, the declining wage bump for people switching jobs, and the slowdown in the growth of posted wages on job boards.
Related: Breaking Down the Sources of US Economic Resilience and Soft Landing Summer and The Unresolved Tension Between Prices and Incomes
The United Auto Workers union for the first time ever went on strike at all three Detroit car companies, with about 12,700 workers hitting the picket lines shortly after midnight Friday in targeted work stoppages at plants in Michigan, Ohio, and Missouri. The UAW’s plans for targeted work stoppages would bring only a fraction of the overall workforce off assembly lines. That strategy would help preserve the union’s $825 million fund more than a full strike of all 146,000 workers, but stymie output and disrupt automakers’ production planning. It also could prove risky, because employees who remain on the job likely would be working without a contract, a prospect that has sparked concern among some members.
Related: Autoworkers Have Good Reason to Demand a Big Raise and The Q4 Pothole: Student Loans, Shutdown, and Strikes and EV Boom Remakes Rural Towns in the American South
Unions’ declining vote share combined with less dominant Democratic performances with union household voters have made all three Blue Wall states more competitive: after voting reliably Democratic from 1992 to 2012, each narrowly broke for Trump in 2016. Although Biden won all of them back in 2020, he did so by far smaller margins than Obama earned in 2012. In 2020, white, non-college voters constituted a majority of the electorate in Michigan (54%), Pennsylvania (53%), and Wisconsin (58%). While this demographic is still likelier than not to vote Republican, non-college white voters who are unionized were less likely to back Trump in 2020 compared to those who were not. And while these voters are often more culturally moderate or even conservative, many embrace economic populism and highly approve of unions, giving Biden and Democrats an opportunity to make greater inroads.
Related: Flanked by Union Allies, Biden Touts $36 Billion Pension Bailout and The ‘Summer of Strikes’ Isn’t Living Up to the Hype
We show that Japan’s government has engineered a sizeable duration mismatch on its consolidated balance sheet. The Japanese government implements a sizeable carry trade, and it earns high realized asset returns while its borrowing rates decline. Japan’s government has realized an ex-post excess return of about 2.13% per annum above its funding cost by going long in long-duration risky assets, financed with mostly short-duration funding in the form of bank reserves, T-bills, and bonds. This investment strategy has allowed the government to earn more than 3% of GDP from its risky investments.
Related: The Bank of Japan’s Seductive Widow-Maker Trade and Japan Demographic Woes Deepen as Birthrate Hits Record Low and Inflation in The *Very* Long Run
America’s GDP jumped by 4.9% at an annualised rate in the third quarter of the year. Nearly 80% of output is now made up of services, but one might expect manufacturing at least to pull its weight, given its supposed powers. In fact, labour productivity in manufacturing fell by 0.2% at an annualised rate, meaning that the boost to growth was driven by services. To make matters worse, productivity in the manufacturing sector has been in secular decline since 2011—the first decade-long fall in the available data. During the 1990s and 2000s manufacturing productivity soared, with the production of computers and electronics, especially semiconductor chips, leading the way. Gains seem to have topped out at around the time things went wrong more broadly, in the early 2010s. All told, more than a third of the overall slowdown in manufacturing since 2011 is accounted for by computers and electronics.
Related: The Productivity Slowdown in Advanced Economies: Common Shocks or Common Trends? and Bottlenecks: Sectoral Imbalances and the US Productivity Slowdown and American Labor’s Real Problem: It Isn’t Productive Enough
Our results have implications for a pressing question as we transition to a post-QE world: Who will buy Treasuries as the Fed reduces the size of its portfolio? Perhaps foreign governments, but they have not materially added to their Treasury portfolios in almost a decade. Moreover, they tend to hold shorter duration bonds, while the Fed’s portfolio is tilted more towards longer durations. More likely it will be private investors, whether U.S. or foreign, whose purchases react to yields and whose portfolios are tilted towards longer duration bonds.
Related: Slow Money and Resilience Redux in the US Treasury Market and Who Has Been Buying U.S. Treasury Debt?
The Treasury said on Wednesday that it would continue to increase issuance of shorter-dated notes at the pace it set three months ago while slowing the pace of 10- and 30-year bond issues. To satisfy its borrowing needs, the Treasury will raise the auction sizes of the two- and five-year notes by $3bn per month, with a rise in 10-year note auctions by $2bn and in 30-year bond auctions by $1bn. In August, the Treasury had increased its 10-year auctions by $3bn and its 30-year auctions by $2bn. In its quarterly refunding auctions next week, the Treasury Department will sell $112bn worth of debt, lower than the $114bn put on offer in the previous quarter. Primary dealers had anticipated the Treasury would auction $114bn this quarter too.
Related: Resilience Redux in the US Treasury Market and Maxing Out and Interest Expense: A Bigger Impact on Deficits than Debt
Debt Sustainability = When national debt grows slower than gross domestic product (GDP) or expected to stop growing before getting too high. Average interest rate on government debt (R) describes the growth of current debt, while G the average growth rate of U.S. economy represents its erosion (relative to GDP). When R<G, debt may be sustainable even when non-interest spending exceeds revenue. When R<G, one-time borrowing has little effect on long-term debt-to-GDP. For the last 15 years, R has been below G.
Related: When Does Federal Debt Reach Unsustainable Levels? and Are High Interest Rates the New Normal? and Living with High Public Debt
We study the employment consequences of deindustrialization for 1,993 cities in six countries: France, Germany, Italy, Japan, the United Kingdom, and the United States. We focus on former manufacturing hubs—defined as Local Labor Markets that in the year of their country’s manufacturing peak have a manufacturing employment share in the top tercile of their country’s distribution. While on average former manufacturing hubs lost employment after their country’s manufacturing peak, a surprisingly large share in each country was able to fully recover. We find that in the two decades before the relevant country’s manufacturing peak, cities with a high share of college-educated workers experienced a similar rate of employment growth as those with a low share of college-educated workers. By contrast, in the decades after the manufacturing peak, the employment trends diverge: cities with a high initial share of college-educated workers experience significantly faster employment growth.
Related: Are Manufacturing Jobs Still Good Jobs? An Exploration of the Manufacturing Wage Premium and Bottlenecks: Sectoral Imbalances and the US Productivity Slowdown and The Economics of Inequality in High-Wage Economies
Britons who left the education system at 18 without a degree were paid an average of £14 an hour in 2022 (about $18 after adjusting for price differences). Their US counterparts earned only marginally more, at $19 an hour. Last year [British graduates’] median hourly earnings were £21, or just over $26. US graduates pocketed almost $36 an hour. On the eve of the global financial crisis 15 years ago, British graduates made just 8% less than US grads; that gap has ballooned to 27%. Across most of Britain, more than a third of graduates are working in jobs that do not require a degree — even in London, the figure is 25%. America has mountains of highly lucrative and skilled jobs chasing the best candidates, while Britain has mountains of skilled candidates chasing a small number of world-class graduate employment opportunities.
Related: Why Do Wages Grow Faster for Educated Workers? and Falling College Wage Premiums by Race and Ethnicity and The Economics of Inequality in High-Wage Economies
Inflation and excess savings have followed remarkably similar trends after the pandemic. Figure 6 shows excess savings (based on the 2016-2019 trend) and core CPI inflation one year later (note that inflation refers to the 2nd y-axis and the upper x-axis). The correlation is striking. Core inflation follows accumulated excess savings with a lag of one year. One year after excess savings started rising in 2020, inflation rose. Excess savings peaked in autumn 2021, as mentioned, and inflation peaked a year later. Since then, excess savings have declined and so has inflation with a one-year lag. It is tempting to conclude that excess savings caused this inflation episode. As you may recall, I agree that fiscal stimulus (which increased people’s disposable income and thus caused the accumulation of excess savings) contributed to this inflation episode, although I also believe that monetary policy and supply chain challenges played a role.
Related: Accumulated Savings During the Pandemic: An International Comparison with Historical Perspective and Excess No More? Dwindling Pandemic Savings and Spending Down Pandemic Savings Is an “Only-in-the-U.S.” Phenomenon
While there has been a significant deceleration in the rate of price increases from around 6% a year to 3% a year, the growth rate of the dollar value of spending and incomes has slowed by much less (from 7% a year to 6% a year). So far, this has translated into a massive acceleration in the growth rate of Americans’ living standards. I can think of two basic reasons why the (simple-minded) benign forecast that we will stay in a world with 6% nominal and 3% real growth might not turn out to be correct: Financial constraints force nominal spending to slow. Real constraints worsen the tradeoff between total spending and inflation. The short version is that while real growth may slow, it is much less clear why nominal growth would slow.
Related: An Update from Our CIOs: Entering the Second Stage of Tightening and What Have We Learned About the Neutral Rate? and Why No Recession (Yet)?
Foreign direct investment into China is falling across multiple measures, adding to pressure on Beijing and local governments as they seek to counter an economic slowdown. Financial Times calculations based on Chinese commerce ministry data compiled by Wind show that FDI fell 34% to Rmb72.8bn ($10bn) year on year in September, the biggest decline since monthly figures became available in 2014. The weakness in FDI has been part of a steady march of disappointing economic readings since China lifted pandemic restrictions at the start of the year. While FDI leapt 15% in January on the previous year, it has recorded double-digit percentage declines every month since May.
Related: The Rise & Fall of Foreign Direct Investment in China and China’s Brain Drain Threatens Its Future and China’s Age Of Malaise
In 1950, Africans made up 8% of the world’s people. A century later, they will account for one-quarter of humanity, and at least one-third of all young people aged 15 to 24, according to United Nations forecasts. The median age on the African continent is 19. In India, the world’s most populous country, it is 28. In China and the United States, it is 38. Within the next decade, Africa will have the world’s largest work force, surpassing China and India. By the 2040s, it will account for two out of every five children born on the planet. Adjusted for population size, Africa’s economy has grown by 1 percent annually since 1990, according to the global consulting firm McKinsey & Company. Over the same period, India’s grew 5% per year and China’s grew 9%.
Related: Demography Is Destiny in Africa and Giorgia Meloni Calls For EU Help To Deal With Surge In Migrant Arrivals and Saudi Forces Accused of Killing Hundreds of Ethiopian Migrants
The housing plan was announced in 2018 by a conservative government, but it only started to take a tangible form more recently. It was part of a broader package signed into law that its supporters vowed would dismantle “parallel societies” by 2030. Among its mandates is a requirement that young children in certain areas spend at least 25 hours a week in preschools where they would be taught the Danish language and “Danish values.” The law mandates that in neighborhoods where at least half of the population is of non-Western origin or descent, and where at least two of the following characteristics exist — low income, low education, high unemployment, or a high percentage of residents who have had criminal convictions — the share of social housing needs to be reduced to no more than 40% by 2030. That means more than 4,000 public housing units will need to be emptied or torn down. At least 430 already have been demolished.
Related: Progressives Are Winning the Immigration Debate — But It Doesn’t Feel Like It and Giorgia Meloni Calls For EU Help To Deal With Surge In Migrant Arrivals and French Riots Show How Entrenched Inequalities Have Become
This paper combines administrative tax data and a model of global investment behavior to evaluate the investment and firm valuation effects of the Tax Cuts and Jobs Act (TCJA) of 2017. We have five main findings. First, the TCJA caused domestic investment of firms with the mean tax change to increase by roughly 20% relative to firms experiencing no tax change. Second, the TCJA created large incentives for some U.S. multinationals to increase foreign capital, which rose substantially following the law change. Third, domestic investment also increases in response to foreign incentives, indicating complementarity between domestic and foreign capital in production. Fourth, the general equilibrium long-run effects of the TCJA on the domestic and total capital of U.S. firms are around 6% and 9%, respectively. Finally, in our model, the dynamic labor and corporate tax revenue feedback in the first 10 years is less than 2% of baseline corporate revenue, as investment growth causes both higher labor tax revenues from wage growth and offsetting corporate revenue declines from more depreciation deductions. Consequently, the fall in total corporate tax revenue from the tax cut is close to the static effect.
Related: Who Gains from Corporate Tax Cuts? and End of an Era: The Coming Long-Run Slowdown in Corporate Profit Growth and Stock Returns and Is the Tax Cut Paying For Itself? By a Mile
The IMF expects combined deficits of eurozone governments will fall to 3.4% of GDP this year from 3.6% in 2022, and further to 2.7% in 2024. Those countries that were in crisis a decade ago are expected to have much smaller budget gaps. In Greece, the deficit is forecast to fall to 1.6% of GDP from 2.3% last year, while Portugal’s is expected to fall to 0.2% of GDP from 0.4%. Ireland is forecast to have a budget surplus for the second straight year. Italy and France, among others, continue to have deficits of roughly 5% of GDP.
Related: US Fiscal Alarm Bells Are Drowning Out a Deeper Problem and France Ready to Accelerate Spending Cuts as it Battles Persistent Deficits and Europe's Imbalances in Pandemic and War
Exhibit 2 shows the total shareholder return (TSR) for the S&P 500, an index that tracks the results of the stocks of the 500 largest companies listed in the U.S., on an annualized basis from 2012 through 2021. The annual TSR over that period was 16.6%. We can see how the drivers contribute to the total. Net income growth was 6.7% and the reduction in shares outstanding was 0.7%, leading to EPS growth of 7.4%. The P/E multiple expanded during this period, adding 6.9pp. The combination of EPS growth and multiple expansion led to price appreciation of 14.3%. The dividend yield averaged 2.0% and reinvesting the dividend chipped in an additional 0.3pp. The sum of 14.3 percent from price appreciation and 2.3% from dividends and dividend reinvestment is 16.6%. The right column in Exhibit 2 shows the percentage contributions of each of the drivers. Earnings per share growth was 44%, multiple expansion 42%, and dividends and dividend reinvestment 14%.
Related: Long-Term Shareholder Returns: Evidence From 64,000 Global Stocks and 7 or 493 Stocks: What Matters for the S&P 500? and Birth, Death, and Wealth Creation
Generally speaking, we find measures of typical and aggregate pay, adjusted by PCE inflation, have grown since 2019 and have kept pace with or exceeded longer-term trends. Results are more mixed when those measures are deflated by CPI; we still see gains since 2019, but Average Hourly Earnings and Total Compensation are below longer-term trend levels. In other words, nominal pay by these measures has done relatively well in keeping up with overall costs of living, measured by the PCE. In contrast, nominal pay has done less well in keeping up with increases in the costs of goods and services that are much more salient to consumers, measured by the CPI. For higher-wage workers, the ECI suggests that nominal pay has grown about in line with or more slowly than prices, while Average Hourly Earnings and Weekly Earnings show roughly no change or some small positive changes for higher-wage workers. Again, we see that deflating by CPI points to weaker pay growth across all groups.
Related: U.S. Incomes Fall for Third Straight Year and The Unexpected Compression: Competition at Work in the Low Wage Economy and Jason Furman On Employment Cost Index
Year-on-year wage growth for union members reached 4.6% in the second quarter, according to the Bureau of Labor Statistics, catching up with higher pay rises that non-union workers had enjoyed since 2021. For union contracts ratified in the first two quarters of this year, first-year pay increases were especially strong at 7 and 6.1%, respectively, according to Bloomberg Law. The average increase over the preceding 10 years was 3%, records compiled by the legal research platform showed. The data, based on wage information from 425 contracts analysed by Bloomberg Law, provide an incomplete picture as companies are not required to make their agreements public. But they offer a snapshot of how workers have been able to command higher wages in the US’s post-pandemic economy.
Related: American Air Pilots Approve Record Contract With Higher Pay and Ford Agrees to 25% Wage Hike in Tentative Deal to End UAW Strike and The ‘Summer of Strikes’ Isn’t Living Up to the Hype
According to Bank of America internal data, average monthly childcare payments per household have increased steadily over the past three years. As of September, an average family spent over $700 per month, 32% higher than the 2019 average. Moreover, prices could rise further as the Child Care Stabilization program, which subsidized childcare providers and was part of the American Rescue Plan in 2021, expired on September 30. This could have a meaningful impact on consumers because over 12% of US households pay for childcare on a regular basis, according to the Department of Health & Human Services, and any further increase in prices would disproportionally weigh on families with young children. According to a recent survey by Care.com, for parents that pay for childcare, 67% are already spending 20% or more of their annual household income on such services.
Related: How Child Care Impacts Parents’ Labor Force Participation and Understanding The Missing Millions and Why Americans Are Having Fewer Babies
We find that, for neighborhoods in the same metropolitan-area income quartile, the denser the block group, the higher the share of teleworkable jobs. This surprising finding could arise for a number of reasons. First, if workers in industries with greater telework potential enjoy more leisure time in equilibrium, their willingness to pay for amenities that complement leisure increases, and such amenities may not be available in lower-density areas. Second, if workers value social interactions and interactions at work are less frequent, they may seek out social interactions in nonwork settings. Nonwork social interactions are more readily found in population dense areas. Third, and similarly, if in-person contact drives agglomeration effects, a shift to remote work makes such contact outside the workplace more valuable. Again, in-person contact is easier in more population dense areas. All these explanations point toward increased telework leading to a greater willingness to pay for housing in high-density places.
Related: Remote Work Is Less Common Than We Thought and Remote Work, Three Years Later and The Geography of Working From Home Begins to Shift Again
One-third of the children of the very richest families scored a 1300 or higher on the SAT, while less than 5 percent of middle-class students did, according to the data, from economists at Opportunity Insights, based at Harvard. Relatively few children in the poorest families scored that high; just one in five took the test at all. The researchers matched all students’ SAT and ACT scores for 2011, 2013 and 2015 with their parents’ federal income tax records for the prior six years.
Related: Diversifying Society’s Leaders? The Determinants and Causal Effects of Admission to Highly Selective Private Colleges and Why Do Wages Grow Faster for Educated Workers? and Multidimensional Human Capital and the Wage Structure
Exhibit 2 shows the total shareholder return (TSR) for the S&P 500, an index that tracks the results of the stocks of the 500 largest companies listed in the U.S., on an annualized basis from 2012 through 2021. The annual TSR over that period was 16.6%. We can see how the drivers contribute to the total. Net income growth was 6.7% and the reduction in shares outstanding was 0.7%, leading to EPS growth of 7.4%. The P/E multiple expanded during this period, adding 6.9pp. The combination of EPS growth and multiple expansion led to price appreciation of 14.3%. The dividend yield averaged 2.0% and reinvesting the dividend chipped in an additional 0.3pp. The sum of 14.3 percent from price appreciation and 2.3% from dividends and dividend reinvestment is 16.6%. The right column in Exhibit 2 shows the percentage contributions of each of the drivers. Earnings per share growth was 44%, multiple expansion 42%, and dividends and dividend reinvestment 14%.
Related: Long-Term Shareholder Returns: Evidence From 64,000 Global Stocks and 7 or 493 Stocks: What Matters for the S&P 500? and Birth, Death, and Wealth Creation
Generally speaking, we find measures of typical and aggregate pay, adjusted by PCE inflation, have grown since 2019 and have kept pace with or exceeded longer-term trends. Results are more mixed when those measures are deflated by CPI; we still see gains since 2019, but Average Hourly Earnings and Total Compensation are below longer-term trend levels. In other words, nominal pay by these measures has done relatively well in keeping up with overall costs of living, measured by the PCE. In contrast, nominal pay has done less well in keeping up with increases in the costs of goods and services that are much more salient to consumers, measured by the CPI. For higher-wage workers, the ECI suggests that nominal pay has grown about in line with or more slowly than prices, while Average Hourly Earnings and Weekly Earnings show roughly no change or some small positive changes for higher-wage workers. Again, we see that deflating by CPI points to weaker pay growth across all groups.
Related: U.S. Incomes Fall for Third Straight Year and The Unexpected Compression: Competition at Work in the Low Wage Economy and Jason Furman On Employment Cost Index
One-third of the children of the very richest families scored a 1300 or higher on the SAT, while less than 5 percent of middle-class students did, according to the data, from economists at Opportunity Insights, based at Harvard. Relatively few children in the poorest families scored that high; just one in five took the test at all. The researchers matched all students’ SAT and ACT scores for 2011, 2013 and 2015 with their parents’ federal income tax records for the prior six years.
Related: Diversifying Society’s Leaders? The Determinants and Causal Effects of Admission to Highly Selective Private Colleges and Why Do Wages Grow Faster for Educated Workers? and Multidimensional Human Capital and the Wage Structure
Middle-class Americans are richer than ever before, with real median US net worth rising a staggering 37% over the last three years and finally recovering from the 2008 recession. Wealth inequality, while still extremely high, fell to some of the lowest levels in the last decade. It is actually hard to oversell just how central the housing market has been to rising middle-class wealth—the median renter saw their real net worth increase by about $3.1k since 2019 while the median homeowner saw their real net worth increase by $101k, of which $63k came directly from home price appreciation.
Related: Median Income Is Down Again. Are There Any Silver Linings in the Data? and Unlike Others, the Top Earners See Strong Pay Growth Beyond Age 35 and Income Ladder Is Difficult to Climb for US Metro Areas
The cost of buying a home versus renting one is at its most extreme since at least 1996. The average monthly new mortgage payment is 52% higher than the average apartment rent, according to CBRE analysis. In theory, buying and renting costs should be roughly matched, according to Matt Vance, head of multifamily research at CBRE. Although owners benefit when house prices go up, they also put more cash into their homes than tenants for things such as repairs and refurbishments. From 1996 to mid-2003, the average cost to buy or rent did indeed work out more or less equal. The current hefty ownership premium reflects the surging cost of debt, as rates on a 30-year mortgage reach 8%, as well as high house prices since pandemic lockdowns raised the value of domestic space.
Related: The "New Normal" Mortgage Rate Range and Higher For Longer and The 2024 Housing Outlook and US Housing Market Crash Turns Not-So-Sweet 16
Federal assistance generated fairly small (jobs) multipliers. We found that each $878,000 in federal assistance created or preserved one state or local job-year. About a third of the effect size is driven by spillovers from other states. More important than the point estimate itself, however, are the values we can rule out on the basis of our estimates’ confidence intervals. We can rule out an estimate that federal fiscal assistance saved a state or local government job-year at a cost of less than $428,000, making fiscal assistance far less effective at supporting employment during the pandemic than during the global financial crisis.
Private credit came of age after the 2008 financial crisis as an alternative to banks at a time when regulators were clamping down on risky lending by deposit-taking institutions. Today it’s become a serious rival to mainstream lending for all kinds of businesses, from real estate firms to tech startups. Data company Preqin said closed-end private debt funds using the five lending strategies [Direct lending, Distressed debt, Venture debt, Mezzanine finance, and Special situations] had around $1.6 trillion of assets under management globally as of March 2023, up from around $500 billion at the end of 2015.
Related: Where Are All the Defaults? and Higher Cost of Capital Continues and Credit Normalization
For the EU as a whole, GDP per hour worked has risen from about 72% of US levels back in the early 2000s to about 82% of US levels (blue dashed line). For Germany, with its very low level of average hours worked, GDP per hour worked was roughly equal to the US level back in the mid-1990s, then dropped off, and has now caught up again. For the EU as a whole, the lower per capita GDP–28% below the US level–is roughly two-thirds due to the fact that GDP per hour worked is below US levels, and one-third due to fewer hours worked. But for Germany (and for some other western and northern EU economies), the lower per capita GDP compared to the US level is entirely due to fewer hours worked.
Related: The Slowdown in Europe via Human Capital and Productivity Has Grown Faster in Western Europe than in America and Europe Has Fallen Behind America and the Gap is Growing
Some reports have suggested that increases appear primarily in LGB identification, but not much in behavior. In other words, more young adults identify as LGB, but they are not necessarily acting on it. At least in the data from the General Social Survey, that does not appear to be true: There has also been a significant increase in young adults having homosexual sex (men with men and women with women). In fact, slightly more American young adults have had sex with a same-sex partner — 20% (see Figure 4) than identify as gay, lesbian, or bisexual — 18.5% (see Figure 2). The increases are even larger for 27- to 41-year-olds (the next older age group), perhaps because they have had more time to accumulate sexual partners since age 18.
Related: Young Adults in the U.S. Are Reaching Key Life Milestones Later Than in the Past and Is the Surge to the Left Among Young Voters a Trump Blip or the Real Deal?
Border agents made 2.05 million arrests in the federal fiscal year that ended in September, new government data show, the second year in a row that figure has exceeded two million. In the past, the numbers have risen and fallen based on significant economic and policy changes like recessions and pandemic-era border restrictions. But they never exceeded 1.7 million and never stayed at an elevated level as long as they have the past few years. In the past, most migrants were single adults from Mexico looking for work. If caught by the Border Patrol, they could easily and quickly be deported. Now, a fast-growing share are families with children, who are difficult to deport to their home countries. The change started around 2014 and has exploded in the past two years.
Related: Immigrants & Their Kids Were 70% of U.S. Labor Force Growth Since 1995 and Rebound in Immigration Comes to Economy’s Aid and U.S. Will Build Stretch of Border Wall and Begin Deportations to Venezuela
Immigration has not been the dominant cause of post-1970s wage stagnation, despite the suspicious timing. You do not need to be able to read peer-reviewed articles in an academic journal to grasp this conclusion, although those articles support it. You simply need to notice that the regions attracting the largest number of immigrants are not the ones suffering the worst wage stagnation. But the story does not end here. The same evidence suggests that immigration has played a meaningful, if secondary, role in holding down wages. People sometimes claim that immigrants work in jobs that native-born Americans do not want. But Christopher Jencks, a social-policy professor at Harvard University, has pointed out that this statement is incomplete: Immigrants typically work in jobs that native-born Americans do not want at the wages that employers are offering. One reason that employers can offer such wages, Jencks adds, is the availability of so many immigrant workers.
Related: Why Immigration Is an Urban Phenomenon and Monopsony, Efficiency, and the Regularization of Undocumented Immigrants and Immigration and U.S. Labor Market Tightness: Is There a Link?
At age 25, individuals in the lowest lifetime earnings (LE) bracket earned an average of approximately $12,000, while those in the median and top brackets earned $28,000 and $39,000, respectively. As a result, the earnings gap between the highest and lowest earners—measured as the ratio of their average earnings—already stands at around 3.25 at the beginning of their working lives. Those at the top of the LE distribution witness a remarkable 435% surge in their incomes between ages 25 and 35. In contrast, median earners undergo a comparatively modest increase of over 65%, while those at the bottom experience minimal earnings growth, a mere 16% uptick. Interestingly, during the subsequent 10-year period (ages 35-45), the median LE group witnesses a significant deceleration in their earnings growth, plummeting from the previous decade’s 65% increase to approximately 15%. Meanwhile, the bottom LE group continues to undergo a gradual but consistent earnings growth of around 15%. The top LE group deviates substantially from the rest of the workforce. They once again experience surge in earnings, exceeding 150%, and by the time they reach age 45, they earned more than half a million dollars annually. Consequently, the earnings gap between the highest and lowest earners widens further, expanding from 15.3 to 33.1.
Related: The Economics of Inequality in High-Wage Economies and The Inheritance Of Social Status: England, 1600 to 2022
We estimate that higher rates will increase the interest burden for small businesses by just over 1pp by 2024, from roughly 5.8% of revenues in 2021 to around 7% in 2024. Under our current rates forecasts, we forecast this share would increase further to just under 8% as term loans gradually mature—above the pre-pandemic share of 6.8% but similar to that of the mid-1990s. In 2023, we expect small business interest payments as a share of output to increase by a little under 1pp. Since this sector accounts for around 15% of private-sector gross output and the ratio between private-sector gross output and US GDP is a little under 1.6, this implies a drag on economywide GDP growth of around 0.1pp.
Related: Higher Cost of Capital Continues and Credit Normalization and Soft Landing Summer
The P/E ratio for the S&P493 has fluctuated around 19 in 2023. And the P/E ratio for the S&P7 has increased from 29 to 45. The bottom line is that returns this year in the S&P500 have been driven entirely by returns in the seven biggest stocks, and these seven stocks have become more and more overvalued. What is particularly remarkable is that the ongoing overvaluation of tech stocks has happened during a year when long-term interest rates have increased significantly. Remember, tech companies have cash flows far out in the future, which should be more negatively impacted by increases in the discount rate. In short, something has to give. Either stocks have to go down to be consistent with the current level of interest rates. Or long-term interest rates have to go down to be consistent with the current level of stock prices.
Related: Long-Term Shareholder Returns: Evidence From 64,000 Global Stocks and 7 or 493 Stocks: What Matters for the S&P 500? and A Few Stocks Drive the Stock Market: Dot.com Vs. Today Vs. the Last 100 Years
China is likely heading into a messy and protracted debt debacle that will be at least equal in magnitude to the state-owned enterprises (SOEs) debt drama in the late 1990s. Except the outcome this time will likely be a prolonged economic malaise. At a fundamental level, most if not all economic crises are essentially debt crises in various guises. China’s is no exception. We believe the property sector crisis, which has largely peaked, is just a preview of the main event, which will see around 40% of local government financing vehicles (LGFVs) default on their debt. Defaults of this magnitude will affect regional banks that are most exposed to LGFV lending. We estimate total loss for LGFV creditors (including financial institutions such as banks and LGFV supplier/contractors) to be in the neighborhood of $5 trillion, or ~30% of China’s GDP.
Related: Can China’s Long-Term Growth Rate Exceed 2–3 Percent? and The Neoclassical Growth of China and China’s Defeated Youth
The top panel in Figure 7 shows the r∗ estimates. Natural rates have fallen over time in all countries, but not monotonically, consistent with previous works documenting the decline of real rates over the long run. As recently as the 1990s, natural rates in these countries were between 100 and 600 bps. By the end of the sample 4 out of 10 countries have a negative r∗, and most others are between 0 and 50 bps. There is cross-country correlation, and natural rates have a positive correlation with the “global” component, and a considerable local component at high frequency. These comovements may reflect forces of market integration to some degree, as well as the effects of common factors.
Related: Measuring the Natural Rate of Interest After COVID-19 and In Search of Safe Havens: The Trust Deficit and Risk-free Investments! and Hitch Your Wagon to R-Star
Here are the rates for the three non-homicide violent crimes. I’ve kept the cities in the safest-to-least-safe order determined by the Gallup poll. New York City is no longer such a standout on the safe side, although it still is on the safe side by every measure. Minneapolis is worst for robbery, New Orleans for rape, and Detroit — by a mile — for aggravated assault. After my experience compiling these statistics I have to say I’m not super-confident in their reliability. At the national level the errors seem mostly to cancel out, with the FBI data usually showing similar trends to those found in the Bureau of Justice Statistics’ annual crime victimization surveys. Then again, in 2022 the FBI statistics showed a decline in violent crime and the BJS survey a substantial increase, and the local data can be a mess.
Related: New York’s Subways Have Less Crime but More Violence and The Collapse of Broken-Windows Policing in New York City, Los Angeles, and Washington, DC, 2013–22 and “New York, Just Like I Pictured It”
NYC has unique advantages regarding its outright size (output, labor force, purchasing power), business sector diversification, and global financial sector dominance. Many measures have now reached pre-pandemic levels, including the labor force, airport utilization, and seated diners. NYC residential and industrial vacancy rates are low, and NYC crime stats also compare favorably to other cities which sometimes comes as a surprise. But mass transit use is still 73% of 2019 levels, which is unsustainable given required capital and operating costs. NYC office vacancy rates of 18% are the highest since the early 1990s, leased-but-underutilized space is high and ~35% of work days are still done from home; office to residential conversions are unlikely to materially reduce the stock of underutilized office space given cost and complexity.
Related: Central Business Districts: City Strugglers and Taxing Billionaires: Estate Taxes and the Geographical Location of the Ultra-Wealthy and Tax Data Reveals Large Flight of High Earners from Major Cities During the Pandemic
Combining team-level information on all Ivy League athletes from 1970 to 2021 with resume data for all Ivy League graduates, we examine both post-graduate education and career choices as well as career outcomes. Athletes are far more likely to go into business and finance-related jobs than their non-athlete classmates. Athletes attain higher terminal wages and earn cumulatively more than non-athletes over the course of their careers controlling for school, graduation year, major, and first job. In addition, they attain more senior positions in the organizations they join. Collectively, our results suggest that non-academic human capital developed through athletic participation is valued in the labor market and may support the role that prior athletic achievement plays in admissions at elite colleges.
Related: The Economics of Inequality in High-Wage Economies and Diversifying Society’s Leaders? The Determinants and Causal Effects of Admission to Highly Selective Private Colleges and Why Do Wages Grow Faster for Educated Workers?
The black line shows the level of American labor productivity. The blue dashed line is a statistically estimated trend, estimated through 2019 and then extended. The trend is allowed to change after 2004; the slowdown in trend captures the end of the late-90s/early 2000s Internet-led boom. Starting in 2020, you can see the sizeable productivity boom, as the black line moved well above the trend. Press discussions at the time were often quite exuberant about the possibilities. Unfortunately, since that bump, productivity has retreated right back to its pre-pandemic trend or, even, by early 2023, a little below the trend.
Related: The Productivity Slowdown in Advanced Economies: Common Shocks or Common Trends? and Will A.I. Transform the Economy, and if So, How? and The Economics of Inequality in High-Wage Economies