惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The GitHub Blog
The GitHub Blog
Martin Fowler
Martin Fowler
Vercel News
Vercel News
U
Unit 42
Engineering at Meta
Engineering at Meta
aimingoo的专栏
aimingoo的专栏
MyScale Blog
MyScale Blog
Y
Y Combinator Blog
阮一峰的网络日志
阮一峰的网络日志
爱范儿
爱范儿
Apple Machine Learning Research
Apple Machine Learning Research
博客园_首页
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
B
Blog RSS Feed
N
Netflix TechBlog - Medium
GbyAI
GbyAI
F
Fortinet All Blogs
MongoDB | Blog
MongoDB | Blog
大猫的无限游戏
大猫的无限游戏
C
Check Point Blog
M
MIT News - Artificial intelligence
D
Docker
IT之家
IT之家
Stack Overflow Blog
Stack Overflow Blog

VnExpress English

Chinese robotics chip founder Wang Xinyang becomes billionaire as shares jump 144% post IPO US humanoid robot Digit deadlifts 29 kg Apple's Tim Cook to step down as CEO in September Canada Research Chair Janusz Pawliszyn, one of the world’s top analytical science figures, joins Chinese university Why Terence Tao is seen as one of the world’s greatest living mathematicians China builds ‘big science’ model to foster self-reliance Which is the only Asian country with two universities in the global top 5 for data science and AI? MIT named world’s best for mathematics for nine straight years Humanoid robots race past humans in Beijing half-marathon, showing rapid advances Meet Chris Espinosa, the only Apple employee still with the company since its founding 50 years ago Faulty wireless call buttons at Hanoi cafe disrupt car, motorbike smart keys ViTrox cofounder Chu Jenn Weng returns to Malaysia’s richest list as shares climb ondemand for chip inspection equipment Unitree humanoid robot goes viral after chasing wild boars on Warsaw street Over 300 humanoid robots race in China half-marathon Agibot humanoid robots conduct world-first tablet testing on live factory line Hanoi to add 53 electric buses from April 18 Thousands of mathematicians threaten boycott of US congress where Fields Medal is awarded Khan Academy to launch AI degree under $10,000 to rival Harvard, Stanford US scientists build spring-powered computer that runs without electricity Meet the only two female mathematicians to win Fields Medal in its nearly century-long history China deploys world’s largest all-electric container ship China develops world's first crystal enabling GPS-free navigation for submarines AI reshapes software development as firms adopt more iterative models Unitree starts selling cheapest humanoid robot from $6,800 Vietnam ramps up push for self-reliant semiconductor industry Why world's leading biologist Zhang Kai leaves Yale for China’s university at the height of career Nearly half of US college students consider changing majors over AI’s impact on jobs AI adoption faces hurdles as firms seek practical business value Vietnam's richest man Pham Nhat Vuong’s aerospace firm to launch satellite in 2027 China develops next-generation 2D chip with 1,000-fold faster production speed
Graduates in ‘AI-proof’ fields face negative returns
Phong Ngo · 2026-04-06 · via VnExpress English

A new U.S. study finds some graduate degrees seen as resistant to AI, including psychology and social work, deliver negative returns after factoring in the full cost of a graduate degree.

The report, titled "Do Graduate Degrees Pay Off" by the Postsecondary Education and Economic Research Center and released in March, shows psychology graduate degrees produce the weakest outcomes, with a negative return on investment of 8%.

To calculate the estimates, research authors Altonji and Zhengren Zhu, a professor at Vassar College, analyzed data from roughly 800,000 students over three decades at Texas public universities, producing causal estimates for 121 advanced degrees.

The analysis estimates how much a graduate degree increases lifetime earnings after accounting for total costs, including tuition fees, and the income students could have earned had they not pursued further study.

Once adjusted for these factors, the gains in lifetime income are often smaller than the raw increase in earnings, the report said.

Clinical psychology, a specialized branch of the field, also records negative returns of around 5%, while social work and curriculum and instruction degrees similarly show negative outcomes.

"If you’re thinking about graduate school, you want to get some information about what the earnings potential is coming out of the degree as well as the kinds of occupations and jobs it leads to," Joseph Altonji, a professor of economics at Yale and co-author of the study, told Fortune.

Graduates from Boston University, U.S. Photo courtesy of the university

Graduates from Boston University, U.S. Photo courtesy of the university

Overall, graduate degrees still increase earnings by about 17% on average.

Despite concerns that AI could disrupt law and business jobs, degrees in these fields continue to deliver positive returns, with law graduates seeing cost-adjusted returns of 41% and MBA holders about 13%.

Medical and pharmacy degrees offer the strongest outcomes, with earnings nearly tripling for medical doctorate holders and rising by more than two-thirds for those with pharmacy doctorates, according to the New York Post.