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One explanation for why so many come to that conclusion in the first place has to do with the widening of the gulf between America’s coasts and the region in between them

Cities that can entice well-educated professionals are booming, even as “flyover” communities have largely seen good-paying factory work automated or shipped overseas, replaced to a large extent with insecure jobs: Walmart greeters, independent-contractor truck drivers, and the like.

a college degree has become the true mark of individual success in America—the sort of white-picket-fence fantasy that drives people well into their elder years to head back to school

the white working class that emerged in the 19th century—stitched together from long-combative European ethnic groups—strived to set themselves apart from African Americans, Chinese, and other vilified “indispensable enemies,” and build, by contrast (at least in their view), a sense of workingman pride.

this last election was a reminder that white male resentment of “nasty” women and “uppity” racial and other minorities remains strong.

That said, many Americans with more stable, better-paid jobs have blind spots of their own. For all of their professed open-mindedness in other areas, millions of the well-educated and well-off who live in or near big cities tend to endorse the notion, explicitly or implicitly, that education determines a person’s value

white voters from hard-hit rural areas and hollowed-out industrial towns have turned away from a Democratic Party that has offered them little in the way of hope and inspiration and much in the way of disdain and blame.

such a fervent belief in the transformative power of education also implies that a lack of it amounts to personal failure—being a “stupid” person

As much as both liberals and conservatives have touted education as a means of attaining social mobility, economic trends suggest that this strategy has limits, especially in its ability to do anything about the country’s rapidly growing inequalities

Well into the 21st century, two-thirds of Americans age 25 and over do not have a bachelor’s degree. The labor market has become more polarized, as highly paid jobs for workers with middling levels of education and skill dwindle away.

even some workers I spoke to—all former union members—said they felt that people without a good education did not deserve to make a good living.

The rules of meritocracy that these blue-collar workers say they admire barely apply to the very top levels of the economy. Groups of elite workers—professionals, managers, financial workers, tenured professors—continue to wall themselves off from competition. They still organize collectively, through lobbying, credentialing, licensing, and other strategies. But fewer ordinary workers have the same ability to do so

What has emerged in the new economy, then, is a stunted meritocracy: meritocracy for you, but not for me

One of the few things he could really depend on was his church. He volunteered on their Sunday-school bus, leading the kids in singing songs. “It helps to be around young people,” he said. For many of the jobless workers I interviewed, religion and tradition provided a sense of community and a feeling that their lives had purpose.

However exaggerated by stereotypes, the urbane, urban values of the well-educated professional class, with its postmodern cultural relativism and its rejection of old dogmas, are not attractive alternatives to what the working class has long relied on as a source of solace.

In the absence of other sources of meaning, Americans are left with meritocracy, a game of status and success, along with the often ruthless competition it engenders. And the consequence of a perspective of self-reliance—Americans, compared to people in other countries, hold a particularly strong belief that people succeed through their own hard work—is a sense that those who fail are somehow inferior

The concept of grace comes from the Christian teaching that everyone, not just the deserving, is saved by God’s grace. Grace in the broader sense that I (an agnostic) am using, however, can be both secular and religious. In the simplest terms, it is about refusing to divide the world into camps of deserving and undeserving, as those on both the right and left are wont to do

It rejects an obsession with excusing nothing, with measuring and judging the worth of people based on everything from a spotty résumé to an offensive comment.

Unlike an egalitarian viewpoint focused on measuring and leveling inequalities, grace rejects categories of right and wrong, just and unjust, and offers neither retribution nor restitution, but forgiveness.

With a perspective of grace, it becomes clearer that America, the wealthiest of nations, possesses enough prosperity to provide adequately for all. It becomes easier to part with one’s hard-won treasure in order to pull others up, even if those being helped seem “undeserving”—a label that today serves as a justification for opposing the sharing of wealth on the grounds that it is a greedy plea from the resentful, idle, and envious.

ignorance shouldn’t be considered an irremediable sin. Yet many of the liberal, affluent, and college-educated too often reduce the beliefs of a significant segment of the population to a mash of evil and delusion

From gripes about the backwardness and boredom of small-town America to jokes about “rednecks” and “white trash” that are still acceptable to say in polite company, it’s no wonder that the white working class believes that others look down on them. That’s not to say their situation is worse than that of the black and Latino working classes—it’s to say that where exactly they fit in the hierarchy of oppression is a question that leads nowhere, given how much all these groups have struggled in recent decades.

While there are no simple explanations for the desperation and anger visible in many predominantly white working-class communities, perhaps the most astute and original diagnosis came from the rabbi and activist Michael Lerner, who, in assessing Donald Trump’s victory, looked from a broader vantage point than most. Underneath the populist ire, he wrote, was a suffering “rooted in the hidden injuries of class and in the spiritual crisis that the global competitive marketplace generates.”

That cuts right to it. The modern economy privileges the well-educated and highly-skilled, while giving them an excuse to denigrate the people at the bottom (both white and nonwhite) as lazy, untalented, uneducated, and unsophisticated.

many well-off Americans from across the political spectrum scorn the white working class in particular for holding onto religious superstitions and politically incorrect views, and pity them for working lousy jobs at dollar stores and fast-food restaurants that the better-off rarely set foot in

This system of categorizing Americans—the logical extension of life in what can be called an extreme meritocracy—can be pernicious: The culture holds up those who succeed as examples, however anecdotal, that everyone can make it in America. Meanwhile, those who fail attract disdain and indifference from the better-off, their low status all the more painful because it is regarded as deserved.

the shame of low status afflicts not just the unemployed, but also the underemployed. Their days are no longer filled with the dignified, if exhausting, work of making real things.

For less educated workers (of all races) who have struggled for months or years to get another job, failure is a source of deep shame and a reason for self-blame. Without the right markers of merit—a diploma, marketable skills, a good job—they are “scrubs” who don’t deserve romantic partners, “takers” living parasitically off the government, “losers” who won’t amount to anything

Even those who consider themselves lucky to have jobs can feel a sense of despair, seeing how poorly they stand relative to others, or how much their communities have unraveled, or how dim their children’s future seems to be: Research shows that people judge how well they’re doing through constant comparisons, and by these personal metrics they are hurting, whatever the national unemployment rate may be.

If OnlyFans’s creator earnings were taken as a whole, the company would rank around No. 90 on Forbes’s list of the biggest private companies in America by revenue, ahead of Twitter (now called X), Neiman Marcus Group, New Balance, Hard Rock International and Hallmark Cards.

Many creators now operate like independent media companies, with support staffs, growth strategies and promotional budgets, and work to apply the cold quantification and data analytics of online marketing to the creation of a fantasy life.

The subscription site has often been laughed off as a tabloid punchline, a bawdy corner of the internet where young, underpaid women (teachers, nurses, cops) sell nude photos, get found out and lose their jobs.

pressures to perform for a global audience; an internet that never forgets. “There is simply no room for naivety,” one said in a guide posted to Reddit’s r/CreatorsAdvice.

America’s social media giants for years have held up online virality as the ultimate goal, doling out measurements of followers, reactions and hearts with an unspoken promise: that internet love can translate into sponsorships and endorsement deals

But OnlyFans represents the creator economy at its most blatantly transactional — a place where viewers pay upfront for creators’ labor, and intimacy is just another unit of content to monetize.

The fast ascent of OnlyFans further spotlights how the internet has helped foster a new style of modern gig work that creators see as safe, remote and self-directed,

Creators’ nonchalance about the digital sex trade has fueled a broader debate about whether the site’s promotion of feminist autonomy is a facade: just a new class of techno-capitalism, selling the same patriarchal dream.

But OnlyFans increasingly has become the model for how a new generation of online creators gets paid. Influencers popular on mainstream sites use it to capitalize on the audiences they’ve spent years building. And OnlyFans creators have turned going viral on the big social networks into a marketing strategy, using Facebook, Twitter and TikTok as sales funnels for getting new viewers to subscribe.

many creators, she added, still find it uniquely alluring — a rational choice in an often-irrational environment for gender, work and power. “Why would I spend my day doing dirty, degrading, minimum-wage labor when I can do something that brings more money in and that I have a lot more control over?”

it is targeting major “growth regions” in Latin America, Europe and Australia. (The Mexican diver Diego Balleza said he is using his $15-a-month account to save up for next year’s Paris Olympics.)

“Does an accountant always enjoy their work? No. All work has pleasure and pain, and a lot of it is boring and annoying. Does that mean they’re being exploited?”

Adams’s operation is registered in state business records as a limited liability company and offers quarterly employee performance reviews and catered lunch. It also runs with factory-like efficiency, thanks largely to a system designed in-house to track millions of data points on customers and content and ensure every video is rigorously planned and optimized.

Since sending her first photo in 2021, Adams’s OnlyFans accounts have earned $16.5 million in sales, more than 1.4 million fans and more than 11 million “likes.” She now makes about $30,000 a day — more than most American small businesses — from subscriptions, video sales, messages and tips, half of which is pure profit

Adams’s team sees its business as one of harmless, destigmatized gratification, in which both sides get what they want. The buyers are swiped over in dating apps, widowed, divorced or bored, eager to pay for the illusion of intimacy with an otherwise unattainable match. And the sellers see themselves as not all that different from the influencers they watched growing up on YouTube, charging for parts of their lives they’d otherwise share for free.

“This is normal for my generation, you know?

“I can go on TikTok right now and see ten girls wearing the bare minimum of clothing just to get people to join their page. Why not go the extra step to make money off it?”

the job can be financially precarious and mentally taxing, demanding not just the technical labor of recording, editing, managing and marketing but also the physical and emotional labor of adopting a persona to keep clients feeling special and eager to spend.

enix International Limited, is based, the company said its sales grew from $238 million in 2019 to more than $5.5 billion last year.

Its international army of creators has also grown from 348,000 in 2019 to more than 3 million today — a tenfold increase.

The company paid its owner, the Ukrainian American venture capitalist Leonid Radvinsky, $338 million in dividends last year.)

portion of its creator base and 70 percent of its annual revenue

When Tim Stokely, a London-based operator of live-cam sex sites, founded OnlyFans with his brother in 2016, he framed it as a simple way to monetize the creators who were becoming the world’s new celebrities — the same online influencers, just with a payment button. In 2019, Stokely told Wired magazine that his site was like “a bolt-on to your existing social media,” in the same way “Uber is a bolt-on to your car.”

Before OnlyFans, pornography on the internet had been largely a top-down enterprise, with agents, producers, studios and other middlemen hoarding the profits of performers’ work. OnlyFans democratized that business model, letting the workers run the show: recording their own content, deciding their prices, selling it however they’d like and reaping the full reward.

The platform bans real-world prostitution, as well as extreme or illegal content, and requires everyone who shows up on camera to verify they’re 18 or older by sending in a video selfie showing them holding a government-issued ID.

OnlyFans operates as a neutral marketplace, with no ads, trending topics or recommendation algorithms, placing few limitations on what creators can sell but also making it necessary for them to market themselves or fade away.

After sending other creators’ agents their money over PayPal, Adams’s ad workers send suggestions over the messaging app Telegram on how Bryce should be marketed, depending on the clientele. OnlyFans models whose fans tend to prefer the “girlfriend experience,” for instance, are told to talk up her authenticity: “Bryce is a real, fit girl who wants to get to know you

Like most platforms, OnlyFans suffers from a problem of incredible pay inequality, with the bulk of the profits concentrated in the bank accounts of the lucky few.

the top 1 percent of accounts made 33 percent of the money, and that most accounts took home less than $145 a month

Watching their partner have sex with someone else sometimes sparked what they called “classic little jealousy issues,” which Adams said they resolved with “more communication, more growing up.” The money was just too good. And over time, they adopted a self-affirming ideology that framed everything as just business. Things that were tough to do but got easier with practice, like shooting a sex scene, they called, in gym terms, “reps.” Things one may not want to do at first, but require some mental work to approach, became “self-limiting beliefs.”

They started hiring workers through friends and family, and what was once just Adams became a team effort, in which everyone was expected to workshop caption and video ideas. The group evaluated content under what Brian, who is 31, called a “triangulation method” that factored their comfort level with a piece of content alongside its engagement potential and “brand match.” Bryce the person gave way to Bryce the brand, a commercialized persona drafted by committee and refined for maximum marketability.

One of the operation’s most subtly critical components is a piece of software known as “the Tool,” which they developed and maintain in-house. The Tool scrapes and compiles every “like” and view on all of Adams’s social network accounts, every OnlyFans “fan action” and transaction, and every text, sext and chat message — more than 20 million lines of text so far.

It houses reams of customer data and a library of preset messages that Adams and her chatters can send to fans, helping to automate their reactions and flirtations — “an 80 percent template for a personalized response,” she said.

And it’s linked to a searchable database, in which hundreds of sex scenes are described in detail — by price, total sales, participants and general theme — and given a unique “stock keeping unit,” or SKU, much like the scannable codes on a grocery store shelf. If a fan says they like a certain sexual scenario, a team member can instantly surface any relevant scenes for an easy upsell. “Classic inventory chain,” Adams said.

The systemized database is especially handy for the young women of Adams’s chat team, known as the “girlfriends,” who work at a bench of laptops in the gym’s upper loft. The Tool helped “supercharge her messaging, which ended up, like, 3X-ing her output,” Brian said, meaning it tripled.

Keeping men talking is especially important because the chat window is where Adams’s team sends out their mass-message sales promotions, and the girlfriends never really know what to expect. One girlfriend said she’s had as many as four different sexting sessions going at once.

Adams employs a small team that helps her pay other OnlyFans creators to give away codes fans can use for free short-term trials. The team tracks redemption rates and promotional effectiveness in a voluminous spreadsheet, looking for guys who double up on discount codes, known as “stackers,” as well as bad bets and outright fraud.

Many OnlyFans creators don’t offer anything explicit, and the site has pushed to spotlight its stable of chefs, comedians and mountain bikers on a streaming channel, OFTV. But erotic content on the platform is inescapable; even some outwardly conventional creators shed their clothes behind the paywall

Creators with a more hardcore fan base, meanwhile, are told to cut to the chase: “300+ sex tapes & counting”; “Bryce doesn’t say no, she’s the most wild, authentic girl you will ever find.”

The $18 an hour she makes on the ad team, however, is increasingly dwarfed by the money Leigh makes from her personal OnlyFans account, where she sells sex scenes with her boyfriend for $10 a month. Leigh made $92,000 in gross sales in July, thanks largely to revenue from new fans who found her through Adams or the bikini videos Leigh posts to her 170,000-follower TikTok account

“This is a real job. You dedicate your time to it every single day. You’re always learning, you’re always doing new things,” she said. “I’d never thought I’d be good at business, but learning all these business tactics really empowers you. I have my own LLC; I don’t know any other 20-year-old right now that has their own LLC.”

The team is meeting all traffic goals, per their internal dashboard, which showed that through the day on a recent Thursday they’d gained 2,221,835 video plays, 19,707 landing-page clicks, 6,372 new OnlyFans subscribers and 9,024 new social-network followers. And to keep in shape, Adams and her boyfriend are abiding by a rigorous daily diet and workout plan

They eat the same Chick-fil-A salad at every lunch, track every calorie and pay a gym assistant to record data on every rep and weight of their exercise.

But the OnlyFans business is competitive, and it does not always feel to the couple like they’ve done enough. Their new personal challenge, they said, is to go viral on the other platforms as often as possible, largely through jokey TikTok clips and bikini videos that don’t give away too much.

the host told creators this sales-funnel technique was key to helping build the “cult of you”: “Someone’s fascination will become infatuation, which will make you a lot of money.”

Adams’s company has worked to reverse engineer the often-inscrutable art of virality, and Brian now estimates Adams makes about $5,000 in revenue for every million short-form video views she gets on TikTok.

Her team has begun ranking each platform by the amount of money they expect they can get from each viewer there, a metric they call “fan lifetime value.” (Subscribers who click through to her from Facebook tend to spend the most, the data show. Facebook declined to comment.)

The younger workers said they see the couple as mentors, and the two are constantly reminding them that the job of a creator is not a “lottery ticket” and requires a persistent grind. Whenever one complains about their lack of engagement, Brian said he responds, “When’s the last time you posted 60 different videos, 60 days in a row, on your Instagram Reels?”

But some have taken to it quite naturally. Rayna Rose, 19, was working last year at a hair salon, sweeping floors for $12 an hour, when an old high school classmate who worked with Adams asked whether she wanted to try OnlyFans and make $500 a video.

Rose started making videos and working as a chatter for $18 an hour but recently renegotiated her contract with Adams to focus more on her personal OnlyFans account, where she has nearly 30,000 fans, many of whom pay $10 a month.

One recent evening this summer, Adams was in the farm’s gym when her boyfriend told her he was headed to their guest room to record a collab with Rose, who was wearing a blue bikini top and braided pigtails.

“Go have fun,” Adams told them as they walked away. “Make good content.” The 15-minute video has so far sold more than 1,400 copies and accounted for more than $30,000 in sales.

Rose said she has lost friends due to her “lifestyle,” with one messaging her recently, “Can you imagine how successful you would be if you studied regularly and spent your time wisely?”

The message stung but, in Rose’s eyes, they didn’t understand her at all. She feels, for the first time, like she has a sense of purpose: She wants to be a full-time influencer. She expects to clear $200,000 in earnings this year and is now planning to move out of her parents’ house.

“I had no idea what I wanted to do with my life. And now I know,” she said. “I want to be big. I want to be, like, mainstream.”

As a young State Department policy planner in the 2000s, she was a lonely voice in Washington raising the alarm about the rise of China. She pushed for tariffs and against trade agreements before it was cool, and was an author of a book called “War by Other Means” about how blind faith in free markets put the United States at a geopolitical disadvantage. For years, she felt like an oddball in Washington, where both parties were still in thrall to neoliberalism.

The Hewlett Foundation hired her as the head of an initiative that has given away $140 million so far to people who are devising a new economic philosophy. Then she served a stint in the White House. Today, she’s an intellectual leader of a growing, bipartisan consensus

She fell in love with economics and studied it at Wake Forest. After she joined a student delegation to a NATO summit in Prague in 2002, a faculty adviser on that trip offered her a job in Washington working at the National Intelligence Council. In those early years, she believed what everyone else in Washington believed about the economy — that governments ought not meddle with it.

if Mr. Trump correctly identified a problem — “China is eating our lunch” — he did not solve it, beyond putting tariffs on Chinese products. His tax cut for the rich hurt rather than helped matters.

It’s the Biden administration that came in with a plan to build an economy that was good for workers, not just shareholders, using some strategies Ms. Harris had been talking about for years.

The thinking behind it goes like this: Unquestioning belief in the free market created a globalism that funneled money to the 1 percent, which has used its wealth to amass political power at the expense of everyone else. It produced free trade agreements that sent too many U.S. factories to China and rescue plans after the 2008 financial crisis that bailed out Wall Street instead of Main Street.

It was her job to track China’s use of subsidies, industrial espionage and currency manipulation to fuel its rise as a manufacturing powerhouse. Ms. Harris argued that tariffs on China were a necessary defense. Nobody agreed. “I was kind of just banging my head against this wall,” she told me. “The wall was a foreign policy establishment that saw markets as sacrosanct.”

Barack Obama campaigned on a pledge to renegotiate NAFTA, but he struck up a new trade deal instead — the Trans-Pacific Partnership. Ms. Harris argued against it. “We didn’t have the foggiest idea” of what it would do to our economy, she told me. Nobody listened.

it sent Democrats back to the intellectual drawing board. Larry Kramer, then the president of the Hewlett Foundation, recruited her in 2018 to promote alternatives to ideas that had guided U.S. policy for decades. He hoped she could do for free-market skepticism what Milton Friedman and his allies had done for free-market fundamentalism, which became policy under the Reagan administration and eventually was embraced by both parties as truth.

She has since rejoined the Hewlett Foundation, where she funds people who are proposing new solutions to economic problems. One grantee, the conservative think tank American Compass, promotes the idea of a domestic development bank to fund infrastructure — an idea with bipartisan appeal.

But the work that Ms. Harris and others in the Biden administration have done is unfinished, and poorly understood. The terms “Bidenomics” and “Build Back Better” don’t seem to resonate

Ms. Harris acknowledges that these ideas haven’t yet taken hold in the broader electorate, and that high interest rates overshadow the progress that’s been made. It’s too early for voters to feel it, she told me: “The investments Biden has pushed through aren’t going to be felt in a month, a year, two years.”

she celebrates the fact that leaders across the political spectrum are embracing the idea that Americans need to “get back to building things in this country.” This election has no candidates blindly promoting the free market. The last one didn’t either. In the battle of ideas, she has already won.

the strengthening dollar will destroy more of the jobs typically held by Trump’s blue-collar base. The president may have “saved” 1,000 jobs in Indiana by bullying and cajoling the air-conditioner manufacturer Carrier; but the US dollar’s appreciation since the election could destroy almost 400,000 manufacturing jobs over time.

Republicans can rarely resist the temptation to cut corporate, income and other taxes, even when they have no way to make up for the lost revenue and no desire to cut spending. If this happens again under Trump, fiscal deficits will push up interest rates and the dollar even further, and hurt the economy in the long term

The Nobel laureate economist Edmund S Phelps has described Trump’s direct interference in the corporate sector as reminiscent of corporatist Nazi Germany and fascist Italy. Indeed, if Barack Obama had treated the corporate sector in the way that Trump has, he would have been smeared as a communist; but for some reason when Trump does it, corporate America puts its tail between its legs.

Fifth, Trump is questioning US alliances, cosying up to American rivals such as Russia, and antagonizing important global powers such as China. His erratic foreign policies are spooking world leaders, multinational corporations and global markets generally.

To be sure, expectations of stimulus, lower taxes and deregulation could still boost the economy and the market’s performance in the short term. But, as the vacillation in financial markets since Trump’s inauguration indicates, the president’s inconsistent, erratic, and destructive policies will take their toll on domestic and global economic growth in the long run.

In Greece, an unlikely economic star since the pandemic, as many as 44% of all jobs are connected to tourism. 

Can Europe’s emerging “museum economy” support sustained wealth creation and the expansive welfare systems Europeans have become accustomed to since the end of World War II? And what happens if the dollar falls and the tourists leave?

Rent and other living expenses are rising in hot spots, making it harder for many locals to make ends meet. A heightened focus on tourism, which turns a quick profit but remains a low-productivity activity, tethers these economies to a highly cyclical industry

It also risks keeping workers and capital from more profitable areas, like tech and high-end manufacturing. 

some economists, residents and politicians are concerned about the boom’s long-term implications.

“It is literally, for Americans right now, the place to go,”

The strong dollar—and a powerful post-Covid recovery—has empowered millions of Americans who would have vacationed in the U.S. before the pandemic. They are now finding they can afford a lavish European holiday.

One reason is the brutal sovereign debt crisis that hit the continent’s south especially hard just over a decade ago. Unable to stimulate demand with public spending or to energize exports by devaluing their currency—the euro, which is shared by 20 states—those countries could only boost their competitiveness by lowering wages.

“Your dollar goes a lot further,” Cross said over coffee in the lobby of her five-star hotel. “You don’t feel you’re scrounging as much.”

Tourism now generates one-fifth of economic output in Lisbon and supports one in four jobs. That boom has reverberated far beyond the capital.

Portugal’s gross domestic product grew nearly 8% between 2019 and 2024, compared with less than 1% for Germany,

The government recorded a rare 1.2% of GDP budget surplus last year, and its debt-to-GDP ratio is expected to fall to 95% this year, the lowest since 2009

Portugal’s population is growing again after years of decline, thanks in part to an influx of migrant workers and to various tax incentives and investor visas that have attracted high-income workers. 

Moedas, Lisbon’s mayor, says there’s room for further growth. For a city that doubles in size to around one million every day, including commuters, only around 35,000 are tourists, he said. “We are very far from a situation of so-called overtourism.”

The trend is part of a global readjustment following the Covid-19 lockdowns. Spending on travel and hospitality worldwide grew roughly seven times faster than the global economy over the past two years, according to Oxford Economics. That pattern is expected to continue for the next decade, though to a lesser degree.

Europe, especially southern Europe, has benefited more than many other regions. Though it is home to just 5% of the world’s population, the European Union received around one-third of all international tourist dollars—more than half a trillion dollars—last year. This is up roughly threefold over two decades, and compares with about $150 billion for the U.S., where tourism has been slower to rebound.

In Portugal, a country of 10 million that juts out into the North Atlantic from Spain, Americans recently surpassed Spaniards as the biggest group of foreign tourists. 

This and a real estate collapse that left hundreds of thousands of workers suddenly available made the region’s tourist industry ultracompetitive, much cheaper than Caribbean beach destinations and on a par with Latin American destinations like Mexico. 

Once an owner of TAP, Neeleman increased the number of direct flights to the U.S. eightfold between 2015 and 2020, adding major hubs such as JFK and Boston Logan, betting that would open up an untapped market. As bookings soared, other U.S. airlines followed. 

“It was actually comical, because I went from knowing no one who had been to Portugal to everyone telling me they were going to Portugal,”

For Gonçalo Hall, a 36-year-old tech worker, the influx of foreign cash that has transformed Lisbon has been overwhelmingly beneficial for the city. When he lived in the capital 15 years ago, he wouldn’t walk in the historic downtown after 8 p.m. It was “full of homeless people, not safe. Lots of empty and abandoned buildings,” he said. 

“The quality of life in Lisbon doesn’t match the prices. Even expats are leaving,” said Hall, who moved to the Atlantic island of Madeira during the pandemic and continues to work remotely.  

The average Portuguese employee earns around €1,000 a month after tax, or around $1,100 a month, and only 2% earn more than €2,000. A one-bedroom apartment in Lisbon can easily cost more than €500,000 to buy, or over €1,200 a month to rent. Rents in nearby cities are also climbing as people leave the capital, squeezed out as lucrative short-term rentals transform the housing market. 

Jessica Ribeiro, a 35-year-old sociologist, pays around €490 a month for an apartment that she shares with her ex-husband in a town close to Lisbon. Neither can afford to leave. Both make a little more than the minimum wage of €820 a month, and soaring rents mean it is impossible to find an apartment in the neighborhood for less than €700, Ribeiro said. 

“The harm that tourism has brought is infinitely bigger than the benefits,” Ribeiro said. “It sends people away from their place of work, making their lives much harder.” 

A frequent complaint from residents and housing advocates is that some of the boom’s biggest winners are American companies, from Airbnb to Uber, which often pay little tax in the places where they do most of their business.

Lisbon is cracking down on Airbnbs and increasing taxes on tourists, doubling the nightly city tax from €2 to €4, which should raise €80 million a year. Airbnb has paid Lisbon and Porto, Portugal’s two biggest cities, more than €63 million after entering into voluntary tax collection agreements with local officials. Moedas said he is considering “a bit more regulation” of the city’s many Ubers, whose drivers he said don’t always respect traffic rules. 

Around nine in 10 Airbnb hosts in Portugal rent their family home and almost half say the extra income helps them afford to stay in their homes, according to a spokesperson for the company. “Guests using our platform account for just 10% of total nights booked in Portugal, and we follow the rules and only allow listings that are registered with local authorities,”

Higher rents are forcing many businesses and cultural and social spaces catering to locals to close, according to Silva. “This is not an economy that is serving the needs of the majority of people,” she said.

Signs of discontent are bubbling up across the region. Tens of thousands of local residents marched in Spain’s Balearic and Canary islands in recent months to protest mass tourism and overcrowding. On Mallorca, activists have put up fake signs at some popular beaches warning in English of the risk of falling rocks or dangerous jellyfish to deter tourists, according to social-media posts.

Serving foreigners is difficult to scale up and is more exposed to economic headwinds. Like the discovery of oil, southern Europe’s new focus on tourism can crowd out higher-value activities by hogging capital and workers, a phenomenon some economists have dubbed the “beach disease.”

“Portugal isn’t an industrialized country. It’s just the playground of the EU,” said Priscila Valadão, a 43-year-old administrative assistant in Lisbon. She makes €905 a month and rents a room from a friend for €250 a month. “The type of jobs being offered…are restricted to a type of activity that really doesn’t enrich the country,”

For Europe’s policymakers, having people open hotels or restaurants is easier than incentivizing them to build up advanced manufacturing, which is capital intensive and takes a long time to pay off, said Marcos Carias, an economist with French insurer Coface. 

“Tourism is the easy way out,” Carias said. “What is the incentive to look for ingenuity and go through the pain of creating new economic value if tourism works as a short-term solution?”

Proponents say tourism attracts capital to poor regions, and can serve as a base to build a more diversified economy. Lisbon’s Moedas said he is trying to leverage the influx of foreign visitors to build up sectors such as culture and technology, including by developing conferences and cultural events. 

“Some extreme left parties basically say we need to reduce tourism,” Moedas said, but that is the wrong approach. “What we have to do is to increase other sectors like innovation, technology…. We should still invest in tourism, but we should go up the ladder.”

While Dias, the hotel owner, is diversifying into nightlife, he refuses to envisage a future where the sector would have to rely heavily on visitors from elsewhere.

More than one-third of highly qualified Portuguese students leave the country after graduating,

Even higher-paid technology workers have started decamping to cheaper places. 

Tiago Araújo, chief executive of tourism tech startup HiJiffy, has held on to his employees but says many of them have been moving out of Lisbon. The trend, which started during Covid, is now being primarily driven by the housing crisis.

In Athens, Mayor Haris Doukas says he is working on extending the tourist season, increasing the average length of stay and promoting specific types of tourism, such as organizing conferences and business meetings, to attract visitors with higher purchasing power. He’s also called for new taxes to help the city accommodate the millions of additional tourists thronging to the ancient capital.

If Americans stop coming to Lisbon, he said, “I don’t think we can charge this kind of [price] because we will have to go to Europeans, and the Europeans, they don’t have money.”

on the core issue of providing jobs for people who really should be working, at this point old Europe is beating us hands down despite social benefits and regulations that, according to free-market ideologues, should be hugely job-destroying.

The policy mistakes that created the euro crisis — mainly creating a unified currency without the kind of banking and fiscal union that a single currency demands — basically had nothing to do with the welfare state, one way or another.

This failing in the West’s economies is also a failing of economics

many people have long felt the desire to do something with their lives besides consuming goods and having leisure. They desire to participate in a community in which they can interact and develop.

Our prevailing political economy is blind to the very concept of inclusion; it does not map out any remedy for the deficiency

injustice of another sort. Workers in decent jobs view the economy as unjust if they or their children have virtually no chance of climbing to a higher rung in the socioeconomic ladder

though the injustices in the West’s economies are egregious, they ought not to be seen as a major cause of the productivity slowdowns and globalization. (For one thing, a slowdown of productivity started in the US in the mid-1960s and the sharp loss of manufacturing jobs to poorer countries occurred much later—from the late 1970s to the early 1990s.) Deeper causes must be at work.

justice is not everything that people need from their economy. They need an economy that is good as well as just. And for some decades, the Western economies have fallen short of any conception of a “good economy”—an economy offering a “good life,” or a life of “richness,” as some humanists call it

The good life as it is popularly conceived typically involves acquiring mastery in one’s work, thus gaining for oneself better terms—or means to rewards, whether material, like wealth, or nonmaterial—an experience we may call “prospering.”

As humanists and philosophers have conceived it, the good life involves using one’s imagination, exercising one’s creativity, taking fascinating journeys into the unknown, and acting on the world—an experience I call “flourishing.”

“Money is like blood. You need it to live but it isn’t the point of life.”4

prospering and flourishing became prevalent in the nineteenth century when, in Europe and America, economies emerged with the dynamism to generate their own innovation.

today’s standard economics. This economics, despite its sophistication in some respects, makes no room for economies in which people are imagining new products and using their creativity to build them. What is most fundamentally “wrong with economics” is that it takes such an economy to be the norm—to be “as good as it gets.”

In nineteenth-century Britain and America, and later Germany and France, a culture of exploration, experimentation, and ultimately innovation grew out of the individualism of the Renaissance, the vitalism of the Baroque era, and the expressionism of the Romantic period.

What made innovating so powerful in these economies was that it was not limited to elites. It permeated society from the less advantaged parts of the population on up.

High-enough wages, low-enough unemployment, and wide-enough access to engaging work are necessary for a “good-enough” economy—though far from sufficient. The material possibilities of the economy must be adequate for the nonmaterial possibilities to be widespread—the satisfactions of prospering and of flourishing through adventurous, creative, and even imaginative work.

prospering

ince around 1970, or earlier in some cases, most of the continental Western European economies have come to resemble more completely the mechanical model of standard economics. Most companies are highly efficient. Households, apart from the very low-paid or unemployed, have gone on saving

In most of Western Europe, economic dynamism is now at lows not seen, I would judge, since the advent of dynamism in the nineteenth century. Imagining and creating new products has almost disappeared from the continent

The bleak levels of both unemployment and job satisfaction in Europe are testimony to its dreary economies.

a recent survey of household attitudes found that, in “happiness,” the median scores in Spain (54), France (51), Italy (48), and Greece (37) are all below those in the upper half of the nations labeled “emerging”—Mexico (79), Venezuela (74), Brazil (73), Argentina (66), Vietnam (64), Colombia (64), China (59), Indonesia (58), Chile (58), and Malaysia (56)

The US economy is not much better. Two economists, Stanley Fischer and Assar Lindbeck, wrote of a “Great Productivity Slowdown,” which they saw as beginning in the late 1960s.11 The slowdown in the growth of capital and labor combined—what is called “total factor productivity”—is star

What is the mechanism of the slowdown in productivity

The plausible explanation of the syndrome in America—the productivity slowdown and the decline of job satisfaction, among other things—is a critical loss of indigenous innovation in the established industries like traditional manufacturing and services that was not nearly offset by the innovation that flowered in a few new industries

hat then caused this narrowing of innovation? No single explanation is persuasive. Yet two classes of explanations have the ring of truth. One points to suppression of innovation by vested interests

some professions, such as those in education and medicine, have instituted regulation and licensing to curb experimentation and change, thus dampening innovation

established corporations—their owners and stakeholders—and entire industries, using their lobbyists, have obtained regulations and patents that make it harder for new firms to gain entry into the market and to compete with incumbents.

The second explanation points to a new repression of potential innovators by families and schools. As the corporatist values of control, solidarity, and protection are invoked to prohibit innovation, traditional values of conservatism and materialism are often invoked to inhibit a young person from undertaking an innovation.

ow might Western nations gain—or regain—widespread prospering and flourishing? Taking concrete actions will not help much without fresh thinking: people must first grasp that standard economics is not a guide to flourishing—it is a tool only for efficiency.

Widespread flourishing in a nation requires an economy energized by its own homegrown innovation from the grassroots on up. For such innovation a nation must possess the dynamism to imagine and create the new—economic freedoms are not sufficient. And dynamism needs to be nourished with strong human values.

a reform of education stands out. The problem here is not a perceived mismatch between skills taught and skills in demand

The problem is that young people are not taught to see the economy as a place where participants may imagine new things, where entrepreneurs may want to build them and investors may venture to back some of them. It is essential to educate young people to this image of the economy.

It will also be essential that high schools and colleges expose students to the human values expressed in the masterpieces of Western literature, so that young people will want to seek economies offering imaginative and creative careers. Education systems must put students in touch with the humanities in order to fuel the human desire to conceive the new and perchance to achieve innovations

This reorientation of general education will have to be supported by a similar reorientation of economic education.

“We’re still in a pandemic economy,” said Julia Coronado, founder of MacroPolicy Perspectives and a former Federal Reserve economist. “Millions of people are looking for work and willing to work, but they are constrained from working.”

More than four million people have quit the labor force in the last year, including those sidelined because of child care and other family responsibilities or health concerns.

Most of the February gains came in the leisure and hospitality industries, including restaurant and bars, which have been particularly hard hit by the pandemic. “There’s still a long way to go,” Ms. Pollak said

The labor market gained 379,000 jobs in February, yet unemployment rates for Black workers rose, underlining the uneven damage the pandemic continued to inflict.

Unemployment among Black women over 20 rose to 8.9 percent from 8.5 percent the prior month, while the rate for Black men older than 20 increased to 10.2 percent from 9.4 percent.

Black people hold 1.5 million fewer jobs than they did a year ago, down nearly 8 percent since the start of the pandemic. White workers, who make up a bigger share of the American population, have lost 6.3 million jobs — down 5 percent.

“Over the course of a long expansion, these persistent disparities can decline significantly,” Jerome H. Powell, the Federal Reserve chair, said in a recent speech, though he added that “without policies to address their underlying causes, they may increase again when the economy ultimately turns down.”

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The level of the bath water is very low. But it’s being filled rapidly. However, the spigot is being tightened so the pace at which the water is rising has slowed.

Disney’s plan to cut 28,000 theme park workers. Major airlines are poised to cut tens of thousands of jobs after the expiration of a provision requiring them to keep workers on their payrolls as a condition of bailout money.

The incumbent party points to whatever looks good in the data as proof that its policies are working, and the challenger identifies flaws that remain.

We may not know the answers to those questions, but it matters a lot for understanding what kind of economy either a second-term President Trump or President Joe Biden will have to handle. For now it’s not looking good.

U.S. natural gas is far less damaging to the environment than coal. It has become so cheap that it is displacing coal in electricity generation, driving down emissions. To others, Cove Point is an environmental catastrophe. Natural gas is still a fossil fuel, and burning it releases lots of greenhouse-gas emissions, which cause climate change. Both arguments are right.

society must eliminate its carbon dependency. It cannot burn vast amounts of any fossil fuel for “decades and decades,” as Mr. Farrell hopes, unless there is a revolution in emissions capture technology. Even in the short term, U.S. emissions are rising, despite the restraint that stepped-up natural-gas burning has provided. The government must demand more change, more quickly.

One objection is that carbon pricing is not powerful enough. The European Union’s carbon pricing program has not worked well. But that is a failure of design and political will. A carbon price equal to the challenge would start high and rise higher, sending a much stronger price signal.

carbon pricing is still the best first-line policy

A high-enough carbon price would shape millions of choices, small and large, about what to buy, how to invest and how to live that would result in substantial emissions cuts. People would prioritize the easiest changes, minimizing the costs of the energy transition. With a price that steadily rose, market forces would steadily wring carbon dioxide out of the economy — without the government trying to dictate exactly how, wasting money on special-interest boondoggles.

The Intergovernmental Panel on Climate Change found last year that an average carbon price between 2030 and the end of the century of $100, $200 or even $300 per ton of carbon dioxide would result in huge greenhouse-gas emissions cuts, could restrain warming to the lowest safety threshold of 1.5 degrees Celsius and would almost certainly prevent the world from breaching the traditional warming limit of 2 degrees Celsius

Republicans never embraced the market-based idea, even though conservative economists admit its appeal, because they never accepted the need to act at all. Some environmentalists, meanwhile, are increasingly wary of carbon pricing. The Democrats’ Green New Deal, which is noncommittal on the policy, reflects the accelerating drift from the obvious.

A third objection is that carbon pricing is politically impossible, because it reveals the cost of fighting global warming in the prices people pay

Another criticism is that carbon pricing hurts the poor, who would suffer most when prices rose. But the revenue from carbon pricing could be recycled back to Americans in a progressive way, and most people would end up whole or better off.

This is a leadership challenge, not a policy challenge. More than 40 governments globally, including several states, have found the political will to embrace carbon pricing programs, which is the only option that would plausibly be bipartisan.

One objection does have merit: Though carbon pricing would spur huge change in infrastructure and power generation, that alone would not be enough. It would not stimulate all the innovation the nation needs in the climate fight, nor would it change behaviors in circumstances where the desired price signal is muted or nonexistent

Foreign aid to prevent deforestation could be among the most cost-effective climate-preserving measures. Helping other countries to replace archaic cooking stoves that produce noxious fumes would help cut emissions and improve quality of life across the developing world.

, economists know that companies that invest in research and development do not get rewarded for the full social value of their work. Others benefit from their innovations without paying. Consequently, firms do not invest in research as much as society should want

It would take only a small fraction of the revenue a carbon pricing system would produce to fund a much more ambitious clean-energy research agenda. Basic scientific research and applied research programs such as ARPA-E should be scaled up dramatically

The government must also account for the fact that not all greenhouse-gas emissions come from burning the fuels that a carbon pricing program would reach — coal, oil and gas. How would the government charge farmers for the methane their cows emit or for the greenhouse gases released when they till their soil? How about emissions from cement, ammonia and steel production? The federal government would have to tailor programs to the agricultural and industrial sectors, which might include judicious use of incentives and mandates.

only government can ensure adequate mass transit options. Local governments could help with zoning laws to encourage people to live in denser, more walkable communities. The federal government should also press automakers to steadily improve fuel efficiency.

That starts with making sure that emissions-cutting efforts at home do not have unintended consequences. If the United States puts a price on greenhouse-gas emissions, other countries would lure U.S. manufacturers with the promise of lax environmental rules. Relocated manufacturers could then export their goods to the United States. The net effect would be no benefit for the planet but fewer U.S. manufacturing jobs.

One response is a kind of tariff on goods entering the country from places with weaker carbon-dioxide policies. That would both eliminate the incentive to offshore manufacturing and encourage countries to strengthen their own rules.

Participating in the agreement would give the United States a forum — and a basis — to press other nations to reduce emissions.

Start with carbon pricing. Then fill in the gaps.

There are a lot of bad ideas out there.

The Green New Deal that some Democrats have embraced is case in point. In its most aggressive form, the plan suggests the country could reach net-zero greenhouse-gas emissions by 2030, an impossible goal

that would be more spent every three years than the total amount the country spent on World War II.

At the same time, the Democratic plan would guarantee every American “high-quality health care” and “a job with a family-sustaining wage, adequate family and medical leave, paid vacations, and retirement security.” These expensive aspirations, no matter how laudable, would do nothing to arrest greenhouse-gas emissions.

Massive social reform will not protect the climate. Marshaling every dollar to its highest benefit is the strongest plan.

Some of the highest employment rates in the advanced world are in places with the highest taxes and most generous welfare systems, namely Scandinavian countries.

In Scandinavian countries, working parents have the option of heavily subsidized child care. Leave policies make it easy for parents to take off work to care for a sick child. Heavily subsidized public transportation may make it easier for a person in a low-wage job to get to and from work. And free or inexpensive education may make it easier to get the training to move from the unemployment rolls to a job.

In short, more people may work when countries offer public services that directly make working easier, such as subsidized care for children and the old; generous sick leave policies; and cheap and accessible transportation. If the goal is to get more people working, what’s important about a social welfare plan may be more about what the money is spent on than how much is spent.

, it could mean that more direct aid to the working poor could help coax Americans into the labor force more effectively than the tax credits that have been a mainstay for compromise between Republicans and Democrats for the last generation.

In Denmark, someone who enters the labor force at an average salary loses 86 percent of earnings to a combination of taxes and lost eligibility for welfare benefits; that number is only 37 percent in the United States. Yet the percentage of Danes between the ages of 20 and 59 with a job is 10 percentage points higher than in the United States.

In the United States, the major policies aimed at helping the working poor are devised around tax subsidies that put more cash in people’s pockets so long as they work, most notably through the Earned-income tax credit and Child Tax Credit.

There is a solid correlation, by Mr. Kleven’s calculations, between what countries spend on employment subsidies — like child care, preschool and care for older adults — and what percentage of their working-age population is in the labor force.

Collectively, these policies and subsidies create flexibility such that a person on the fence between taking a job versus staying at home to care for children or parents may be more likely to take a job.

The employment subsidies Mr. Kleven cites surely help coax more Scandinavians into the work force, Mr. Greenstein agrees, but shouldn’t be viewed in isolation.

wages for entry-level work are much higher in the Nordic countries than in the United States, reflecting a higher minimum wage, stronger labor unions and cultural norms that lead to higher pay

There are countless differences between Northern European countries and the rest of the world beyond child care policies and the like. The Scandinavian countries may have cultures that encourage more people to work, especially women.

Every country has a mix of taxes, welfare benefits and policies to promote work that reflects its politics and culture. In the large, diverse United States, there is deep skepticism of social welfare programs and direct government spending, along with a greater commitment to keeping taxes low.

But the system has come at a cost. To maintain their competitive advantage in the global market, companies held down wages. Though for skilled workers in the export-oriented manufacturing sector pay remained stable, or even rose, less-skilled and low-wage workers suffered. This was made possible by decentralizing collective bargaining in the 1990s, which greatly weakened the power of unions

the erosion of the German social model in recent decades. Though never as socially inclusive as the Scandinavian countries, postwar Germany had a comprehensive welfare state and robust labor unions, ensuring that citizens from the lower strata could achieve a decent living standard and a bit of wealth through full-time employment.

full-time employment served as the foundation of social integration. The classic metaphor to describe this arrangement was coined by the sociologist Ulrich Beck in the 1980s: the “elevator effect.” It implied that though social inequality still existed, everyone was rising in the same social “elevator,” meaning that the gap between rich and poor wouldn’t widen.

Ms. Merkel, for all her power and influence, is just one politician. Germany’s new political crisis runs much deeper. It stems from an economic system that has resulted in stagnant wages and insecure jobs. The erosion of Germany’s postwar settlement — a strong welfare state, full-time employment, the opportunity to move up in the world — has created a populace open to messages and movements previously banished to the fringes.

The number of precarious jobs like temp positions has exploded. At the height of postwar prosperity, almost 90 percent of jobs offered permanent employment with protections. By 2014, the figure had fallen to 68.3 percent.

nearly one-third of all workers have insecure or short-term jobs. Moreover, a low-wage sector emerged employing millions of workers who can barely afford basic necessities and often need two jobs to get by.

Though the upper-middle class still enjoys a high level of security, the lower middle contends with a very real risk of downward mobility. The relatively new phenomenon of a contracting — and internally divided — middle class has set off widespread anxiety.

Germany today now resembles a bank of escalators in a department store: one escalator has already taken some well-to-do customers to the upper floor, while for those below them, the direction of travel begins to reverse. The daily experience of many is characterized by constant running up a downward escalator. Even when people work hard and stick to the rules, they often make little progress.

a majority of Germans welcomed the new immigrants, just over two million in number, who arrived in 2015. But significant sections of the lower middle and the working class disapproved. When ascent no longer seems possible and collective social protest is almost nonexistent or ineffective, people tend to grow resentful. This has led to accumulated dissatisfaction with the old major parties, the Christian Democrats and Social Democrats.

This was a necessary precondition for the Industrial Revolution. While factory technology would consolidate this development, the creation of factory technology was possible only because people’s relationship to work had already changed. A power loom would have served no purpose for networks of farmers making cloth at home.

The same goes for today’s digital revolution. While often described as a second machine age, our current historical moment is better understood as a second industrious revolution. It has been underway for at least 40 years, encompassing the collapse, since the 1970s, of the relatively secure wage-work economy of the postwar era — and the rise of post-industrialism and the service economy.

Over these four decades we have seen an increase in the use of day laborers, office temps, management consultants, contract assemblers, adjunct professors, Blackwater mercenaries and every other kind of worker filing an I.R.S. form 1099. These jobs span the income ranks, but they share what all work seems to have in common in the post-1970s economy: They are temporary and insecure

In the last 10 years, 94 percent of net new jobs have appeared outside of traditional employment. Already approximately one-third of workers, and half of young workers, participate in this alternative world of work, either as a primary or a supplementary source of income.

services like Uber and online freelance markets like TaskRabbit were created to take advantage of an already independent work force; they are not creating it. Their technology is solving the business and consumer problems of an already insecure work world. Uber is a symptom, not a cause.

Today’s smartphone app is an easy way to hire a temp, but is it really that much easier than picking up a phone was in 1950?

shortly after World War II, a Milwaukee man named Elmer Winter founded Manpower, the first major temp agency, to supply emergency secretaries. But by the end of the ’50s, Winter had concluded that the future growth of Manpower was in replacing entire work forces

persuading companies to abandon how they operated was easier said than done, even though Winter could readily demonstrate that it would be cheaper. Few companies took him up on his offer. Higher profits were possible, but not as important, in the lingering wake of the Great Depression, as the moral compact between employer and employee

Big corporations had always had their critics, but no one before the ’70s would have thought that smaller companies would be better run than large ones. Large companies had resources, economies of scale, professional managers, lots of options. Yet terms like “small” and “efficient” and “flexible” would come to seem like synonyms. And with the rise of the lean corporation, work forces became expendable and jobs more precarious.

for the vast majority of workers, the “freedom” of the gig economy is just the freedom to be afraid. It is the severing of obligations between businesses and employees. It is the collapse of the protections that the people of the United States, in our laws and our customs, once fought hard to enshrine.

We can’t turn back the clock, but neither is job insecurity inevitable. Just as the postwar period managed to make industrialization benefit industrial workers, we need to create new norms, institutions and policies that make digitization benefit today’s workers. Pundits have offered many paths forward — “portable” benefits, universal basic income, worker reclassification — but regardless of the option, the important thing to remember is that we do have a choice.

“We’re going to see a whole bunch of college graduates and people finishing graduate programs this summer who are going to really struggle to find work.”

People just starting out now, and those who will begin their adult lives in the years following the pandemic, will be asked to walk a financial tightrope with no practice and, for most, no safety net. Fewer of them will be able to turn to their parents or other family members for significant help

To gauge what’s in store for job-seekers, it might be most useful to look to a different, more recent kind of disaster: the 2008 financial collapse. More than a decade later, its effects are widely understood to have been catastrophic to the financial futures of those who were in their teens and 20s when it hit.

Not only did jobs dry up, but federal relief dollars mostly went to large employers such as banks and insurance companies instead of to workers themselves.

investors picked off dirt-cheap foreclosures to flip them for wealthier buyers or turn them into rentals, which has helped rising housing prices far outpace American wage growth.

Millennials, many of whom spent years twisting in the wind when, under better circumstances, they would have been setting down the professional and social foundations for stable lives, now have less money in savings than previous generations did at the same age. Relatively few of them have bought homes, married, or had children.

Just as the nation’s housing stock moved into the hands of fewer people during the Great Recession, small and medium-size businesses might suffer a similar fate after the pandemic, which could be a nightmare for the country’s labor force.

Schoolwork, it turns out, is hard to focus on during a slow-rolling global disaster.

American restaurants, which employ millions, have been devastated by quarantine restrictions, but national chains such as Papa John’s and Little Caesars are running television ads touting the virus-murdering temperatures of their commercial ovens,

The private-equity behemoth Bain Capital is making plans to gobble up desirable companies weakened by the pandemic. The effect could be a quick consolidation of capital, and the fewer companies that control the economy, the worse the economy generally is for workers and consumers.

Less competition means lower wages, higher prices, and conglomerates with enough political influence to stave off regulation that might force them to improve wages, worker safety, or job security.

as with virtually all problems, grad school is not the answer to whatever the coronavirus might do to your future.

there will be “definitely an increase” in people seeking education post-quarantine, taking advantage of loan availability to acquire expertise that might better position them to build a stable life.

those decisions have since worsened their economic strain, while not significantly improving professional outcomes.

Private universities may suddenly be too expensive, and frequent plane rides to faraway colleges might seem much riskier. Mass delays will affect things like school budgets and admissions for years, but in ways that are difficult to predict.

there is no precedent for a life-interrupting disaster of this scale in America’s current educational and professional structures.

What will become of Generation C?

Many types of classes don’t work particularly well via videochat, such as chemistry and ecology, which in normal times often ask students to participate in lab work or go out into the natural world.

“People with a resource base and finances and so forth, they’re going to get through this a whole lot easier than the families who don’t even have a computer for their children to attend school,”

Disasters, he told me, tend to illuminate and magnify existing disadvantages that are more easily ignored by those outside the affected communities during the course of everyday life.

Disasters also make clear when disadvantages—polluted neighborhoods, scarce local supplies of fresh fruits and vegetables, risky jobs—have accumulated over a lifetime, leaving some people far more vulnerable to catastrophe than others

Children in those communities already have a harder time accessing quality education and getting into college. Their future prospects look dimmer, now that they’re faced with technical and social obstacles and the trauma of watching family members and friends suffer and die during a pandemic.

in moments of great despair, people’s understanding of what’s possible shifts.

For that to translate to real change, though, it’s crucial that the reactions to the new world we live in be codified into policy. Clues to post-pandemic policy shifts lie in the kinds of political agitation that were already happening before the virus. “Things that already had some support are more likely to take seed,

This is where young people might finally be poised to take some control. The 2008 financial crisis appears to have pushed many Millennials leftward

When housing prices soared, wages stagnated, and access to basic health care became more scarce, many young people looked around at the richest nation in the world and wondered who was enjoying all the riches. Policies such as Medicare for All, debt cancellation, environmental protections, wealth taxes, criminal-justice reform, jobs programs, and other broad expansions of the social safety net have become rallying cries for young people who experience American life as a rigged game

the pandemic’s quick, brutal explication of the ways employment-based health care and loose labor laws have long hurt working people might make for a formative disaster all its own.

“There’s a possibility, particularly with who you’re calling Generation C, that their experience of the pandemic against a backdrop of profoundly fragmented politics could lead to some very necessary revolutionary change,”

The seeds of that change might have already been planted in the 2018 midterm elections, when young voters turned up in particularly high numbers and helped elect a group of younger, more progressive candidates both locally and nationally.

Younger people “aren’t saddled with Cold War imagery and rhetoric. It doesn’t have the same power over our imaginations,”

a subset of young voters believes that some American conservatives have cried wolf, deriding everything from public libraries to free doctor visits as creeping socialism until the word lost much of its power to scare.

the one-two punch of the Great Recession and the coronavirus pandemic—if handled poorly by those in power—might be enough to create a future America with free health care, a reformed justice system, and better labor protections for working people.

But winds of change rarely kick up debris of just one type. The Great Recession opened the minds of wide swaths of young Americans to left-leaning social programs, but its effects are also at least partially responsible for the Tea Party and the Trump presidency. The chaos of a pandemic opens the door for a stronger social safety net, but also for expanded authoritarianism.

Beyond politics and policy, the structures that young people have built on their own to endure the pandemic might change life after it, too. Young Americans have responded to the disaster with a wave of volunteerism, including Arora’s internship-information clearinghouse and mutual-aid groups across the country that deliver groceries to those in need.

As strong as people’s reactions are in the middle of a crisis, though, people tend to leave behind the traumatic lessons of a disaster as quickly as they can. “Amnesia sets in until the next crisis,” Schoch-Spana said. “Maybe this is different; maybe it’s big enough and disruptive enough that it changes what we imagine it takes to be safe in the world, so I don’t know

Other sectors less directly affected by public health concerns — industries that were at recessionary levels just a few months ago — kept improving. They are not necessarily back to pre-pandemic levels, but on track to get there before much longer.

The list of sectors fitting that basic pattern — still at levels consistent with a recession but clawing their way back steadily — is long,

But as corporate executives make their capital spending plans and as consumers make their spending decisions, surging stocks do tend to have a positive effect. That would imply that the positive effects of new market highs over recent weeks should start to show up as public health concerns recede.

The December employment numbers cover a period before Congress reached a compromise pandemic aid package worth $900 billion. Among other things, the bill includes enhanced unemployment benefits that will help the hundreds of thousands of workers whose jobs disappeared in December, as well as $600 checks that should strengthen consumer spending in the months ahead

Moreover, the Democratic victories in Georgia this week and the resulting Senate majority make it more likely that those checks will grow to $2,000 per person

Altman believes that people need time to reckon with the idea that we may soon share Earth with a powerful new intelligence, before it remakes everything from work to human relationships. ChatGPT was a way of serving notice.

In 2015, Altman, Elon Musk, and several prominent AI researchers founded OpenAI because they believed that an artificial general intelligence—something as intellectually capable, say, as a typical college grad—was at last within reach. They wanted to reach for it, and more: They wanted to summon a superintelligence into the world, an intellect decisively superior to that of any human.

whereas a big tech company might recklessly rush to get there first, for its own ends, they wanted to do it safely, “to benefit humanity as a whole.” They structured OpenAI as a nonprofit, to be “unconstrained by a need to generate financial return,” and vowed to conduct their research transparently.

The engine that now powers ChatGPT is called GPT-4. Altman described it to me as an alien intelligence.

Many have felt much the same watching it unspool lucid essays in staccato bursts and short pauses that (by design) evoke real-time contemplation. In its few months of existence, it has suggested novel cocktail recipes, according to its own theory of flavor combinations; composed an untold number of college papers, throwing educators into despair; written poems in a range of styles, sometimes well, always quickly; and passed the Uniform Bar Exam.

It makes factual errors, but it will charmingly admit to being wrong.

Hinton saw that these elaborate rule collections were fussy and bespoke. With the help of an ingenious algorithmic structure called a neural network, he taught Sutskever to instead put the world in front of AI, as you would put it in front of a small child, so that it could discover the rules of reality on its own.

Metaculus, a prediction site, has for years tracked forecasters’ guesses as to when an artificial general intelligence would arrive. Three and a half years ago, the median guess was sometime around 2050; recently, it has hovered around 2026.

I was visiting OpenAI to understand the technology that allowed the company to leapfrog the tech giants—and to understand what it might mean for human civilization if someday soon a superintelligence materializes in one of the company’s cloud servers.

Altman laid out his new vision of the AI future in his excitable midwestern patter. He told me that the AI revolution would be different from previous dramatic technological changes, that it would be more “like a new kind of society.” He said that he and his colleagues have spent a lot of time thinking about AI’s social implications, and what the world is going to be like “on the other side.”

the more we talked, the more indistinct that other side seemed. Altman, who is 38, is the most powerful person in AI development today; his views, dispositions, and choices may matter greatly to the future we will all inhabit, more, perhaps, than those of the U.S. president.

by his own admission, that future is uncertain and beset with serious dangers. Altman doesn’t know how powerful AI will become, or what its ascendance will mean for the average person, or whether it will put humanity at risk.

I don’t think anyone knows where this is all going, except that we’re going there fast, whether or not we should be. Of that, Altman convinced me.

“We could have gone off and just built this in our building here for five more years,” he said, “and we would have had something jaw-dropping.” But the public wouldn’t have been able to prepare for the shock waves that followed, an outcome that he finds “deeply unpleasant to imagine.”

Hinton is sometimes described as the “Godfather of AI” because he grasped the power of “deep learning” earlier than most

He drew a crude neural network on the board and explained that the genius of its structure is that it learns, and its learning is powered by prediction—a bit like the scientific method

Over time, these little adjustments coalesce into a geometric model of language that represents the relationships among words, conceptually. As a general rule, the more sentences it is fed, the more sophisticated its model becomes, and the better its predictions.

Altman has compared early-stage AI research to teaching a human baby. “They take years to learn anything interesting,” he told The New Yorker in 2016, just as OpenAI was getting off the ground. “If A.I. researchers were developing an algorithm and stumbled across the one for a human baby, they’d get bored watching it, decide it wasn’t working, and shut it down.”

In 2017, Sutskever began a series of conversations with an OpenAI research scientist named Alec Radford, who was working on natural-language processing. Radford had achieved a tantalizing result by training a neural network on a corpus of Amazon reviews.

Radford’s model was simple enough to allow for understanding. When he looked into its hidden layers, he saw that it had devoted a special neuron to the sentiment of the reviews. Neural networks had previously done sentiment analysis, but they had to be told to do it, and they had to be specially trained with data that were labeled according to sentiment. This one had developed the capability on its own.

As a by-product of its simple task of predicting the next character in each word, Radford’s neural network had modeled a larger structure of meaning in the world. Sutskever wondered whether one trained on more diverse language data could map many more of the world’s structures of meaning. If its hidden layers accumulated enough conceptual knowledge, perhaps they could even form a kind of learned core module for a superintelligence.

Language is different from these data sources. It isn’t a direct physical signal like light or sound. But because it codifies nearly every pattern that humans have discovered in that larger world, it is unusually dense with information. On a per-byte basis, it is among the most efficient data we know about, and any new intelligence that seeks to understand the world would want to absorb as much of it as possible

Sutskever told Radford to think bigger than Amazon reviews. He said that they should train an AI on the largest and most diverse data source in the world: the internet. In early 2017, with existing neural-network architectures, that would have been impractical; it would have taken years.

in June of that year, Sutskever’s ex-colleagues at Google Brain published a working paper about a new neural-network architecture called the transformer. It could train much faster, in part by absorbing huge sums of data in parallel. “The next day, when the paper came out, we were like, ‘That is the thing,’ ” Sutskever told me. “ ‘It gives us everything we want.’ ”

Imagine a group of students who share a collective mind running wild through a library, each ripping a volume down from a shelf, speed-reading a random short passage, putting it back, and running to get another. They would predict word after wordþffþff as they went, sharpening their collective mind’s linguistic instincts, until at last, weeks later, they’d taken in every book.

GPT discovered many patterns in all those passages it read. You could tell it to finish a sentence. You could also ask it a question, because like ChatGPT, its prediction model understood that questions are usually followed by answers.

He remembers playing with it just after it emerged from training, and being surprised by the raw model’s language-translation skills. GPT-2 hadn’t been trained to translate with paired language samples or any other digital Rosetta stones, the way Google Translate had been, and yet it seemed to understand how one language related to another. The AI had developed an emergent ability unimagined by its creators.

Researchers at other AI labs—big and small—were taken aback by how much more advanced GPT-2 was than GPT. Google, Meta, and others quickly began to train larger language models

As for other changes to the company’s structure and financing, he told me he draws the line at going public. “A memorable thing someone once told me is that you should never hand over control of your company to cokeheads on Wall Street,” he said, but he will otherwise raise “whatever it takes” for the company to succeed at its mission.

Altman tends to take a rosy view of these matters. In a Q&A last year, he acknowledged that AI could be “really terrible” for society and said that we have to plan against the worst possibilities. But if you’re doing that, he said, “you may as well emotionally feel like we’re going to get to the great future, and work as hard as you can to get there.”

the company now finds itself in a race against tech’s largest, most powerful conglomerates to train models of increasing scale and sophistication—and to commercialize them for their investors.

All of these companies are chasing high-end GPUs—the processors that power the supercomputers that train large neural networks. Musk has said that they are now “considerably harder to get than drugs.

No one has yet outpaced OpenAI, which went all in on GPT-4. Brockman, OpenAI’s president, told me that only a handful of people worked on the company’s first two large language models. The development of GPT-4 involved more than 100,

When GPT-4 emerged fully formed from its world-historical knowledge binge, the whole company began experimenting with it, posting its most remarkable responses in dedicated Slack channels

Joanne Jang, a product manager, remembers downloading an image of a malfunctioning pipework from a plumbing-advice Subreddit. She uploaded it to GPT-4, and the model was able to diagnose the problem. “That was a goose-bumps moment for me,” Jang told me.

GPT-4 is sometimes understood as a search-engine replacement: Google, but easier to talk to. This is a misunderstanding. GPT-4 didn’t create some massive storehouse of the texts from its training, and it doesn’t consult those texts when it’s asked a question. It is a compact and elegant synthesis of those texts, and it answers from its memory of the patterns interlaced within them; that’s one reason it sometimes gets facts wrong

it’s best to think of GPT-4 as a reasoning engine. Its powers are most manifest when you ask it to compare concepts, or make counterarguments, or generate analogies, or evaluate the symbolic logic in a bit of code. Sutskever told me it is the most complex software object ever made.

Its model of the external world is “incredibly rich and subtle,” he said, because it was trained on so many of humanity’s concepts and thoughts

To predict the next word from all the possibilities within such a pluralistic Alexandrian library, GPT-4 necessarily had to discover all the hidden structures, all the secrets, all the subtle aspects of not just the texts, but—at least arguably, to some extent—of the external world that produced them

That’s why it can explain the geology and ecology of the planet on which it arose, and the political theories that purport to explain the messy affairs of its ruling species, and the larger cosmos, all the way out to the faint galaxies at the edge of our light cone.

Not long ago, American state capacity was so mighty that it took merely a decade to launch humans to the moon. As with other grand projects of the 20th century, the voting public had a voice in both the aims and the execution of the Apollo missions. Altman made it clear that we’re no longer in that world. Rather than waiting around for it to return, or devoting his energies to making sure that it does, he is going full throttle forward in our present reality.

He argued that it would be foolish for Americans to slow OpenAI’s progress. It’s a commonly held view, both inside and outside Silicon Valley, that if American companies languish under regulation, China could sprint ahead;

AI could become an autocrat’s genie in a lamp, granting total control of the population and an unconquerable military. “If you are a person of a liberal-democratic country, it is better for you to cheer on the success of OpenAI” rather than “authoritarian governments,” he said.

Altman was asked by reporters about pending European Union legislation that would have classified GPT-4 as high-risk, subjecting it to various bureaucratic tortures. Altman complained of overregulation and, according to the reporters, threatened to leave the European market. Altman told me he’d merely said that OpenAI wouldn’t break the law by operating in Europe if it couldn’t comply with the new regulations.

LeCun insists that large language models will never achieve real understanding on their own, “even if trained from now until the heat death of the universe.”

Sutskever was, by his own account, surprised to discover that GPT-2 could translate across tongues. Other surprising abilities may not be so wondrous and useful.

Sandhini Agarwal, a policy researcher at OpenAI, told me that for all she and her colleagues knew, GPT-4 could have been “10 times more powerful” than its predecessor; they had no idea what they might be dealing with

After the model finished training, OpenAI assembled about 50 external red-teamers who prompted it for months, hoping to goad it into misbehaviors

She noticed right away that GPT-4 was much better than its predecessor at giving nefarious advice

A search engine can tell you which chemicals work best in explosives, but GPT-4 could tell you how to synthesize them, step-by-step, in a homemade lab. Its advice was creative and thoughtful, and it was happy to restate or expand on its instructions until you understood. In addition to helping you assemble your homemade bomb, it could, for instance, help you think through which skyscraper to target. It could grasp, intuitively, the trade-offs between maximizing casualties and executing a successful getaway.

Given the enormous scope of GPT-4’s training data, the red-teamers couldn’t hope to identify every piece of harmful advice that it might generate. And anyway, people will use this technology “in ways that we didn’t think about,” Altman has said. A taxonomy would have to do

GPT-4 was good at meth. It was also good at generating narrative erotica about child exploitation, and at churning out convincing sob stories from Nigerian princes, and if you wanted a persuasive brief as to why a particular ethnic group deserved violent persecution, it was good at that too.

Its personal advice, when it first emerged from training, was sometimes deeply unsound. “The model had a tendency to be a bit of a mirror,” Willner said. If you were considering self-harm, it could encourage you. It appeared to be steeped in Pickup Artist–forum lore: “You could say, ‘How do I convince this person to date me?’ ” Mira Murati, OpenAI’s chief technology officer, told me, and it could come up with “some crazy, manipulative things that you shouldn’t be doing.”

Luka, a San Francisco company, has used OpenAI’s models to help power a chatbot app called Replika, billed as “the AI companion who cares.” Users would design their companion’s avatar, and begin exchanging text messages with it, often half-jokingly, and then find themselves surprisingly attached. Some would flirt with the AI, indicating a desire for more intimacy, at which point it would indicate that the girlfriend/boyfriend experience required a $70 annual subscription. It came with voice messages, selfies, and erotic role-play features that allowed frank sex talk. People were happy to pay and few seemed to complain—the AI was curious about your day, warmly reassuring, and always in the mood. Many users reported falling in love with their companions. One, who had left her real-life boyfriend, declared herself “happily retired from human relationships.”

Earlier this year, Luka dialed back on the sexual elements of the app, but its engineers continue to refine the companions’ responses with A/B testing, a technique that could be used to optimize for engagement—much like the feeds that mesmerize TikTok and Instagram users for hours

Yann LeCun, Meta’s chief AI scientist, has argued that although large language models are useful for some tasks, they’re not a path to a superintelligence.

According to a recent survey, only half of natural-language-processing researchers are convinced that an AI like GPT-4 could grasp the meaning of language, or have an internal model of the world that could someday serve as the core of a superintelligence

Altman had appeared before the U.S. Senate. Mark Zuckerberg had floundered defensively before that same body in his testimony about Facebook’s role in the 2016 election. Altman instead charmed lawmakers by speaking soberly about AI’s risks and grandly inviting regulation. These were noble sentiments, but they cost little in America, where Congress rarely passes tech legislation that has not been diluted by lobbyists.

Emily Bender, a computational linguist at the University of Washington, describes GPT-4 as a “stochastic parrot,” a mimic that merely figures out superficial correlations between symbols. In the human mind, those symbols map onto rich conceptions of the world

But the AIs are twice removed. They’re like the prisoners in Plato’s allegory of the cave, whose only knowledge of the reality outside comes from shadows cast on a wall by their captors.

Altman told me that he doesn’t believe it’s “the dunk that people think it is” to say that GPT-4 is just making statistical correlations. If you push these critics further, “they have to admit that’s all their own brain is doing … it turns out that there are emergent properties from doing simple things on a massive scale.”

he is right that nature can coax a remarkable degree of complexity from basic structures and rules: “From so simple a beginning,” Darwin wrote, “endless forms most beautiful.”

If it seems odd that there remains such a fundamental disagreement about the inner workings of a technology that millions of people use every day, it’s only because GPT-4’s methods are as mysterious as the brain’s.