The Jobs Most Exposed to ChatGPT
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The Jobs Most Exposed to ChatGPT

New study finds that AI tools could more quickly handle at least half of the tasks that auditors, interpreters and writers do now

By LAUREN WEBER
Wed, Mar 29, 2023 8:48amGrey Clock 3 min

Accountants are among the professionals whose careers are most exposed to the capabilities of generative artificial intelligence, according to a new study. The researchers found that at least half of accounting tasks could be completed much faster with the technology.

The same was true for mathematicians, interpreters, writers and nearly 20% of the U.S. workforce, according to the study by researchers at the University of Pennsylvania and OpenAI, the company that makes the popular AI tool ChatGPT.

The tool has provoked excitement and anxiety in companies, schools, governments and the general public for its ability to process massive amounts of information and generate sophisticated—though not necessarily accurate or unbiased—content in response to prompts from users.

The researchers, who published their working paper online this month, examined occupations’ exposure to the new technology, which is powered by software called large language models that can analyse and generate text. They analysed the share of a job’s tasks where GPTs—generative pre-trained transformers—and software that incorporates them can reduce the time it takes to complete a task by at least 50%. Research has found that state-of-the-art GPTs excel in tasks such as translation, classification, creative writing and generating computer code.

They found that most jobs will be changed in some form by GPTs, with 80% of workers in occupations where at least one job task can be performed more quickly by generative AI. Information-processing roles—including public relations specialists, court reporters and blockchain engineers—are highly exposed, they found. The jobs that will be least affected by the technology include short-order cooks, motorcycle mechanics and oil-and-gas roustabouts.

To reach their conclusions, the authors used a government database of occupations and their associated activities and tasks, and had both people and artificial intelligence models assign exposure levels to the activities and tasks.

The researchers didn’t predict whether jobs will be lost or whose jobs will be lost, said Matt Beane, an assistant professor at the University of California, Santa Barbara, who studies the impact of technology on the labor market and wasn’t involved in the study.

“Exposure predicts nothing in terms of what will change and how fast it will change,” he said. “Human beings reject change that compromises their interests” and the process of implementing new technologies is often fraught with negotiation, resistance, “terror and hope,” he said.

The real challenge, Mr. Beane said, is for companies, schools and policy makers to help people adapt. “That’s a multi-trillion dollar problem,” he said, and can include, among other things, training workers to collaborate effectively with the technology and redesigning jobs to enhance the autonomy, wages and career prospects of many roles.

Individuals have already begun using generative AI to work more quickly, though many employers worry about security and accuracy.

Michael Quash, a 32-year-old Richmond, Va.-based broadcast engineer, said he has found greater efficiency when he uses ChatGPT for monotonous tasks or to work through complex coding problems. “ChatGPT can be a force multiplier,” he said.

His employer, Audacy Inc., said it is letting employees experiment with the tool. “Like many media companies, we believe that there is value in ChatGPT for certain processes,” said Sarah Foss, Audacy’s chief technology officer.

Other recent studies have also found that generative AI can save significant time and produce better results than humans can. In a Massachusetts Institute of Technology experiment focused on college-educated professionals, researchers divided 444 grant writers, marketers, consultants, human-resources professionals and other workers in half. Both groups were asked to complete short written tasks, and one group could use ChatGPT to do so.

Those with access to ChatGPT finished their tasks 10 minutes faster. And outside readers who assessed the quality of these assignments said the AI-assisted workers did better than the other group, according to the study, which was released in March and hasn’t been peer-reviewed.

Another paper published last week by researchers at Microsoft Corp., which is investing billions into OpenAI, analysed the capabilities of GPT-4, the latest version of OpenAI’s tool, and found that it could solve “novel and difficult tasks” with “human-level performance” in fields such as mathematics, coding, medicine, law and psychology.

Amanda Richardson, chief executive of the technical interview platform CoderPad, said she’s used ChatGPT to write slides when she presents about her field. The tool creates a basic outline, and from there she tracks down specific details to make a more compelling presentation, she said.

CoderPad’s customers are businesses looking to hire. They ask job candidates to demonstrate their technical skills using CoderPad, and Ms. Richardson has recommended that customers explicitly make ChatGPT part of their interview process: Ask applicants to use ChatGPT to solve a problem, and then have them critique the answer it spits out. Does the code have any security vulnerabilities? Is it scalable? What’s good or bad?

“It leans into embracing developer efficiency,” she said.



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As Paris makes its final preparations for the Olympic games, its residents are busy with their own—packing their suitcases, confirming their reservations, and getting out of town.

Worried about the hordes of crowds and overall chaos the Olympics could bring, Parisians are fleeing the city in droves and inundating resort cities around the country. Hotels and holiday rentals in some of France’s most popular vacation destinations—from the French Riviera in the south to the beaches of Normandy in the north—say they are expecting massive crowds this year in advance of the Olympics. The games will run from July 26-Aug. 1.

“It’s already a major holiday season for us, and beyond that, we have the Olympics,” says Stéphane Personeni, general manager of the Lily of the Valley hotel in Saint Tropez. “People began booking early this year.”

Personeni’s hotel typically has no issues filling its rooms each summer—by May of each year, the luxury hotel typically finds itself completely booked out for the months of July and August. But this year, the 53-room hotel began filling up for summer reservations in February.

“We told our regular guests that everything—hotels, apartments, villas—are going to be hard to find this summer,” Personeni says. His neighbours around Saint Tropez say they’re similarly booked up.

As of March, the online marketplace Gens de Confiance (“Trusted People”), saw a 50% increase in reservations from Parisians seeking vacation rentals outside the capital during the Olympics.

Already, August is a popular vacation time for the French. With a minimum of five weeks of vacation mandated by law, many decide to take the entire month off, renting out villas in beachside destinations for longer periods.

But beyond the typical August travel, the Olympics are having a real impact, says Bertille Marchal, a spokesperson for Gens de Confiance.

“We’ve seen nearly three times more reservations for the dates of the Olympics than the following two weeks,” Marchal says. “The increase is definitely linked to the Olympic Games.”

Worried about the hordes of crowds and overall chaos the Olympics could bring, Parisians are fleeing the city in droves and inundating resort cities around the country.
Getty Images

According to the site, the most sought-out vacation destinations are Morbihan and Loire-Atlantique, a seaside region in the northwest; le Var, a coastal area within the southeast of France along the Côte d’Azur; and the island of Corsica in the Mediterranean.

Meanwhile, the Olympics haven’t necessarily been a boon to foreign tourism in the country. Many tourists who might have otherwise come to France are avoiding it this year in favour of other European capitals. In Paris, demand for stays at high-end hotels has collapsed, with bookings down 50% in July compared to last year, according to UMIH Prestige, which represents hotels charging at least €800 ($865) a night for rooms.

Earlier this year, high-end restaurants and concierges said the Olympics might even be an opportunity to score a hard-get-seat at the city’s fine dining.

In the Occitanie region in southwest France, the overall number of reservations this summer hasn’t changed much from last year, says Vincent Gare, president of the regional tourism committee there.

“But looking further at the numbers, we do see an increase in the clientele coming from the Paris region,” Gare told Le Figaro, noting that the increase in reservations has fallen directly on the dates of the Olympic games.

Michel Barré, a retiree living in Paris’s Le Marais neighbourhood, is one of those opting for the beach rather than the opening ceremony. In January, he booked a stay in Normandy for two weeks.

“Even though it’s a major European capital, Paris is still a small city—it’s a massive effort to host all of these events,” Barré says. “The Olympics are going to be a mess.”

More than anything, he just wants some calm after an event-filled summer in Paris, which just before the Olympics experienced the drama of a snap election called by Macron.

“It’s been a hectic summer here,” he says.

Hotels and holiday rentals in some of France’s most popular vacation destinations say they are expecting massive crowds this year in advance of the Olympics.
AFP via Getty Images

Parisians—Barré included—feel that the city, by over-catering to its tourists, is driving out many residents.

Parts of the Seine—usually one of the most popular summertime hangout spots —have been closed off for weeks as the city installs bleachers and Olympics signage. In certain neighbourhoods, residents will need to scan a QR code with police to access their own apartments. And from the Olympics to Sept. 8, Paris is nearly doubling the price of transit tickets from €2.15 to €4 per ride.

The city’s clear willingness to capitalise on its tourists has motivated some residents to do the same. In March, the number of active Airbnb listings in Paris reached an all-time high as hosts rushed to list their apartments. Listings grew 40% from the same time last year, according to the company.

With their regular clients taking off, Parisian restaurants and merchants are complaining that business is down.

“Are there any Parisians left in Paris?” Alaine Fontaine, president of the restaurant industry association, told the radio station Franceinfo on Sunday. “For the last three weeks, there haven’t been any here.”

Still, for all the talk of those leaving, there are plenty who have decided to stick around.

Jay Swanson, an American expat and YouTuber, can’t imagine leaving during the Olympics—he secured his tickets to see ping pong and volleyball last year. He’s also less concerned about the crowds and road closures than others, having just put together a series of videos explaining how to navigate Paris during the games.

“It’s been 100 years since the Games came to Paris; when else will we get a chance to host the world like this?” Swanson says. “So many Parisians are leaving and tourism is down, so not only will it be quiet but the only people left will be here for a party.”

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