Business
The Geography of Unequal Recovery
The U.S. economy has added some 19 million jobs in the past four years — all the jobs lost in the pandemic plus millions more. The comeback has been faster and more complete than any in recent decades, or maybe ever.
But it has also been uneven.
In some parts of the country, jobs came back quickly once vaccines were available, if not earlier. In many of those places, more people are working, and earning more money, than ever before.
In other places, the rebound has been much slower. As of 2023, more than two in five U.S. counties — 43 percent — still hadn’t regained all the jobs they lost in the early months of the pandemic, according to annual data from the Bureau of Labor Statistics. Some of those places were struggling long before 2020. Others had been thriving economically and were knocked off course by an airborne shock few saw coming.
The geography of that unequal recovery helps reveal how the pandemic — and the policies adopted in response to it — reshaped the U.S. economy, changing the kind of work Americans do and where they do it.
The patterns could have electoral implications: The battleground states that will help decide November’s presidential election include some of the biggest winners in the recovery — but also several of the losers.
The winners have some things in common. They are concentrated in the South and the Mountain West, particularly in suburban counties, which have done well in an era of remote and hybrid work.
They tend to be places where job losses were comparatively mild in the first place, often because their major employers were in industries that were less affected by — or that even benefited from — the disruptions of the pandemic. They are, on average, richer and better educated than counties that have been slower to rebound. They voted disproportionately for Donald J. Trump in the 2020 presidential election.
The losers, by contrast, tend to be concentrated both in big cities, which were hit particularly hard by the pandemic, and in rural areas, which were struggling long before the virus struck. They are relatively poor, on average, but with notable exceptions: San Francisco and several of its wealthy neighbors, for example, have yet to regain all the jobs they lost in the pandemic.
Leisure and hospitality jobs did not return in many places
Percentage change in leisure and hospitality jobs from 2019 to 2023. Battleground states are in bold.
Utah
Idaho
Mont.
Texas
Ariz.
Ark.
Tenn.
S.D.
Okla.
Neb.
Wyo.
N.C.
S.C.
Fla.
Colo.
Kan.
Ga.
Ky.
N.J.
N.H.
N.M.
Va.
Mo.
Ind.
Ohio
N.D.
Del.
Wash.
Wis.
Miss.
R.I.
Ala.
Alaska
Calif.
Maine
Iowa
Conn.
Pa.
Minn.
Mich.
Nev.
Ore.
W.Va.
Ill.
Mass.
N.Y.
Vt.
Md.
La.
D.C.
Hawaii
–8
–4
0
+4
+8
+12%
The pandemic also changed the types of jobs that Americans hold. Restaurants, hotels, movie theaters and other in-person businesses laid off millions of workers, while warehouses and trucking companies went on a hiring spree to meet the surge in demand.
Those shifts have reversed, but gradually and incompletely: The United States has more truck drivers and fewer waiters, as a share of the work force, than it did in 2019.
The economic changes that started in the early days of the pandemic have played out differently in different parts of the country — including the states most likely to decide the election. Nevada, which depends more heavily on tourism jobs than any other state, was hit especially hard in the pandemic, and while Las Vegas is booming again, not all the jobs have returned. That may help explain why both major presidential candidates have sought to woo casino workers there by promising to eliminate taxes on their tips.
Hospitality jobs have also been slower to return in the Northern swing states like Michigan and Pennsylvania than in Sun Belt states like Georgia and Arizona, where pandemic restrictions were lifted earlier.
Percentage change in construction jobs from 2019 to 2023. Battleground states are in bold. Idaho
Ariz.
Mont.
Utah
Ark. Tenn.
S.D.
Nev.
Neb.
Mo. Maine
N.C.
N.H.
Ky.
Fla. Ind.
Wis.
Mich.
Miss.
Ala. R.I.
Ore.
Ga.
Minn.
Iowa Kan.
Wash.
Texas
Mass.
N.M. Va.
Ohio
S.C.
Del.
Colo. Alaska
Vt.
Ill.
Conn.
N.J. Calif.
D.C.
Hawaii
Okla.
Pa. Wyo.
N.D.
Md.
N.Y.
W.Va. La.
–5
0
+5
+10 +15
+20
+25
+30%
There’s been a construction boom
Government policies have also helped shape the rebound in the job market. Big federal investments in infrastructure, green energy and high-tech manufacturing under President Biden helped fuel rapid hiring in manufacturing and heavy construction.
In Nevada, new factory jobs — and jobs building those factories — helped offset the slow rebound in tourism. Arizona has enjoyed one of the biggest construction booms of any state thanks partly to giant new chip manufacturing plants whose funding includes federal grants.
Percentage change in jobs from 2019 to 2023, by county
Suburban and urban counties
Sun Belt states thrived
Nevada
Partly because of these patterns, battleground states in the Sun Belt have thrived in recent years, at least in job growth. Maricopa County, Ariz., which includes Phoenix and is the site of the chip plants, is one of the fastest-growing big counties (those with at least one million residents) in terms of employment. Jackson County, Ga., is one of the fastest growing of any size — up more than 60 percent since 2019, partly because of a major new plant that manufactures batteries for electric vehicles.
That rapid growth has brought opportunities, but also challenges, particularly a critical shortage of affordable housing. It is no coincidence that the presidential campaigns of Mr. Trump and Vice President Kamala Harris have put housing at the center of their economic messages.
Percentage change in jobs from 2019 to 2023, by county
Suburban and urban counties
“Blue Wall” states fared relatively poorly
Wisconsin
The Northern “Blue Wall” states face a different set of challenges. They struggled economically before the pandemic and have been laggards in the recovery.
Pennsylvania, for example, largely missed out on the construction and manufacturing booms. Allegheny County, which includes Pittsburgh, is the only big county in the country where total employment has fallen more than 5 percent since 2019. But the losses have been widespread: Of the state’s 67 counties, 51 lost jobs from 2019 to 2023.
How, exactly, these trends will play out on Election Day is unclear. Polls show that voters are worried about the economy across the country, not just in the places where the recovery has been weakest. That may be because, at least until recently, many Americans have been worried less about finding a job than about the rising cost of living.
That could be changing now, as rising unemployment and slowing job growth have begun to expose cracks in the labor market’s foundation. That is especially true in states like Pennsylvania, where hiring has lagged, but even fast-growing states have areas where the labor market is struggling.
While the election will probably be decided by voters in a handful of battleground states, nearly every place looks different than it did four years ago.
In Lee County, Fla., a wave of construction helped offset a big decline in hotel and restaurant jobs. Portsmouth, Va., bucked the national trend and added hospitality jobs due mostly to the opening of the state’s first permanent casino. McLean County, Ill., has gained thousands of manufacturing jobs in recent years, many of them at the electric vehicle maker Rivian.
See what has changed in your county:
In
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Cumulative percentage change in jobs from 2019
All industries
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2023
Construction
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2023
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Methodology
Jobs data are average annual employment levels from the Quarterly Census of Employment and Wages, published by the Bureau of Labor Statistics. Totals are for all covered employment, public and private. Industry breakdowns are private sector only.
Population, demographic and socioeconomic data is from the American Community Survey five-year sample for the years 2016 to 2020. Election results are from Dave Leip’s Atlas of U.S. Presidential Elections.
The Bureau of Labor Statistics withholds some data to protect the confidentiality of individual businesses. Data for a small number of counties is not shown because of changes in county definitions from 2019 to 2023. Maps do not show change in employment for counties with populations under 500.
Business
Video: The Web of Companies Owned by Elon Musk
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By Kirsten Grind, Melanie Bencosme, James Surdam and Sean Havey
February 27, 2026
Business
Commentary: How Trump helped foreign markets outperform U.S. stocks during his first year in office
Trump has crowed about the gains in the U.S. stock market during his term, but in 2025 investors saw more opportunity in the rest of the world.
If you’re a stock market investor you might be feeling pretty good about how your portfolio of U.S. equities fared in the first year of President Trump’s term.
All the major market indices seemed to be firing on all cylinders, with the Standard & Poor’s 500 index gaining 17.9% through the full year.
But if you’re the type of investor who looks for things to regret, pay no attention to the rest of the world’s stock markets. That’s because overseas markets did better than the U.S. market in 2025 — a lot better. The MSCI World ex-USA index — that is, all the stock markets except the U.S. — gained more than 32% last year, nearly double the percentage gains of U.S. markets.
That’s a major departure from recent trends. Since 2013, the MSCI US index had bested the non-U.S. index every year except 2017 and 2022, sometimes by a wide margin — in 2024, for instance, the U.S. index gained 24.6%, while non-U.S. markets gained only 4.7%.
The Trump trade is dead. Long live the anti-Trump trade.
— Katie Martin, Financial Times
Broken down into individual country markets (also by MSCI indices), in 2025 the U.S. ranked 21st out of 23 developed markets, with only New Zealand and Denmark doing worse. Leading the pack were Austria and Spain, with 86% gains, but superior records were turned in by Finland, Ireland and Hong Kong, with gains of 50% or more; and the Netherlands, Norway, Britain and Japan, with gains of 40% or more.
Investment analysts cite several factors to explain this trend. Judging by traditional metrics such as price/earnings multiples, the U.S. markets have been much more expensive than those in the rest of the world. Indeed, they’re historically expensive. The Standard & Poor’s 500 index traded in 2025 at about 23 times expected corporate earnings; the historical average is 18 times earnings.
Investment managers also have become nervous about the concentration of market gains within the U.S. technology sector, especially in companies associated with artificial intelligence R&D. Fears that AI is an investment bubble that could take down the S&P’s highest fliers have investors looking elsewhere for returns.
But one factor recurs in almost all the market analyses tracking relative performance by U.S. and non-U.S. markets: Donald Trump.
Investors started 2025 with optimism about Trump’s influence on trading opportunities, given his apparent commitment to deregulation and his braggadocio about America’s dominant position in the world and his determination to preserve, even increase it.
That hasn’t been the case for months.
”The Trump trade is dead. Long live the anti-Trump trade,” Katie Martin of the Financial Times wrote this week. “Wherever you look in financial markets, you see signs that global investors are going out of their way to avoid Donald Trump’s America.”
Two Trump policy initiatives are commonly cited by wary investment experts. One, of course, is Trump’s on-and-off tariffs, which have left investors with little ability to assess international trade flows. The Supreme Court’s invalidation of most Trump tariffs and the bellicosity of his response, which included the immediate imposition of new 10% tariffs across the board and the threat to increase them to 15%, have done nothing to settle investors’ nerves.
Then there’s Trump’s driving down the value of the dollar through his agitation for lower interest rates, among other policies. For overseas investors, a weaker dollar makes U.S. assets more expensive relative to the outside world.
It would be one thing if trade flows and the dollar’s value reflected economic conditions that investors could themselves parse in creating a picture of investment opportunities. That’s not the case just now. “The current uncertainty is entirely man-made (largely by one orange-hued man in particular) but could well continue at least until the US mid-term elections in November,” Sam Burns of Mill Street Research wrote on Dec. 29.
Trump hasn’t been shy about trumpeting U.S. stock market gains as emblems of his policy wisdom. “The stock market has set 53 all-time record highs since the election,” he said in his State of the Union address Tuesday. “Think of that, one year, boosting pensions, 401(k)s and retirement accounts for the millions and the millions of Americans.”
Trump asserted: “Since I took office, the typical 401(k) balance is up by at least $30,000. That’s a lot of money. … Because the stock market has done so well, setting all those records, your 401(k)s are way up.”
Trump’s figure doesn’t conform to findings by retirement professionals such as the 401(k) overseers at Bank of America. They reported that the average account balance grew by only about $13,000 in 2025. I asked the White House for the source of Trump’s claim, but haven’t heard back.
Interpreting stock market returns as snapshots of the economy is a mug’s game. Despite that, at her recent appearance before a House committee, Atty. Gen. Pam Bondi tried to deflect questions about her handling of the Jeffrey Epstein records by crowing about it.
“The Dow is over 50,000 right now, she declared. “Americans’ 401(k)s and retirement savings are booming. That’s what we should be talking about.”
I predicted that the administration would use the Dow industrial average’s break above 50,000 to assert that “the overall economy is firing on all cylinders, thanks to his policies.” The Dow reached that mark on Feb. 6. But Feb. 11, the day of Bondi’s testimony, was the last day the index closed above 50,000. On Thursday, it closed at 49,499.50, or about 1.4% below its Feb. 10 peak close of 50,188.14.
To use a metric suggested by economist Justin Wolfers of the University of Michigan, if you invested $48,488 in the Dow on the day Trump took office last year, when the Dow closed at 48,448 points, you would have had $50,000 on Feb. 6. That’s a gain of about 3.2%. But if you had invested the same amount in the global stock market not including the U.S. (based on the MSCI World ex-USA index), on that same day you would have had nearly $60,000. That’s a gain of nearly 24%.
Broader market indices tell essentially the same story. From Jan. 17, 2025, the last day before Trump’s inauguration, through Thursday’s close, the MSCI US stock index gained a cumulative 16.3%. But the world index minus the U.S. gained nearly 42%.
The gulf between U.S. and non-U.S. performance has continued into the current year. The S&P 500 has gained about 0.74% this year through Wednesday, while the MSCI World ex-USA index has gained about 8.9%. That’s “the best start for a calendar year for global stocks relative to the S&P 500 going back to at least 1996,” Morningstar reports.
It wouldn’t be unusual for the discrepancy between the U.S. and global markets to shrink or even reverse itself over the course of this year.
That’s what happened in 2017, when overseas markets as tracked by MSCI beat the U.S. by more than three percentage points, and 2022, when global markets lost money but U.S. markets underperformed the rest of the world by more than five percentage points.
Economic conditions change, and often the stock markets march to their own drummers. The one thing less likely to change is that Trump is set to remain president until Jan. 20, 2029. Make your investment bets accordingly.
Business
How the S&P 500 Stock Index Became So Skewed to Tech and A.I.
Nvidia, the chipmaker that became the world’s most valuable public company two years ago, was alone worth more than $4.75 trillion as of Thursday morning. Its value, or market capitalization, is more than double the combined worth of all the companies in the energy sector, including oil giants like Exxon Mobil and Chevron.
The chipmaker’s market cap has swelled so much recently, it is now 20 percent greater than the sum of all of the companies in the materials, utilities and real estate sectors combined.
What unifies these giant tech companies is artificial intelligence. Nvidia makes the hardware that powers it; Microsoft, Apple and others have been making big bets on products that people can use in their everyday lives.
But as worries grow over lavish spending on A.I., as well as the technology’s potential to disrupt large swaths of the economy, the outsize influence that these companies exert over markets has raised alarms. They can mask underlying risks in other parts of the index. And if a handful of these giants falter, it could mean widespread damage to investors’ portfolios and retirement funds in ways that could ripple more broadly across the economy.
The dynamic has drawn comparisons to past crises, notably the dot-com bubble. Tech companies also made up a large share of the stock index then — though not as much as today, and many were not nearly as profitable, if they made money at all.
How the current moment compares with past pre-crisis moments
To understand how abnormal and worrisome this moment might be, The New York Times analyzed data from S&P Dow Jones Indices that compiled the market values of the companies in the S&P 500 in December 1999 and August 2007. Each date was chosen roughly three months before a downturn to capture the weighted breakdown of the index before crises fully took hold and values fell.
The companies that make up the index have periodically cycled in and out, and the sectors were reclassified over the last two decades. But even after factoring in those changes, the picture that emerges is a market that is becoming increasingly one-sided.
In December 1999, the tech sector made up 26 percent of the total.
In August 2007, just before the Great Recession, it was only 14 percent.
Today, tech is worth a third of the market, as other vital sectors, such as energy and those that include manufacturing, have shrunk.
Since then, the huge growth of the internet, social media and other technologies propelled the economy.
Now, never has so much of the market been concentrated in so few companies. The top 10 make up almost 40 percent of the S&P 500.
How much of the S&P 500 is occupied by the top 10 companies
With greater concentration of wealth comes greater risk. When so much money has accumulated in just a handful of companies, stock trading can be more volatile and susceptible to large swings. One day after Nvidia posted a huge profit for its most recent quarter, its stock price paradoxically fell by 5.5 percent. So far in 2026, more than a fifth of the stocks in the S&P 500 have moved by 20 percent or more. Companies and industries that are seen as particularly prone to disruption by A.I. have been hard hit.
The volatility can be compounded as everyone reorients their businesses around A.I, or in response to it.
The artificial intelligence boom has touched every corner of the economy. As data centers proliferate to support massive computation, the utilities sector has seen huge growth, fueled by the energy demands of the grid. In 2025, companies like NextEra and Exelon saw their valuations surge.
The industrials sector, too, has undergone a notable shift. General Electric was its undisputed heavyweight in 1999 and 2007, but the recent explosion in data center construction has evened out growth in the sector. GE still leads today, but Caterpillar is a very close second. Caterpillar, which is often associated with construction, has seen a spike in sales of its turbines and power-generation equipment, which are used in data centers.
One large difference between the big tech companies now and their counterparts during the dot-com boom is that many now earn money. A lot of the well-known names in the late 1990s, including Pets.com, had soaring valuations and little revenue, which meant that when the bubble popped, many companies quickly collapsed.
Nvidia, Apple, Alphabet and others generate hundreds of billions of dollars in revenue each year.
And many of the biggest players in artificial intelligence these days are private companies. OpenAI, Anthropic and SpaceX are expected to go public later this year, which could further tilt the market dynamic toward tech and A.I.
Methodology
Sector values reflect the GICS code classification system of companies in the S&P 500. As changes to the GICS system took place from 1999 to now, The New York Times reclassified all companies in the index in 1999 and 2007 with current sector values. All monetary figures from 1999 and 2007 have been adjusted for inflation.
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