• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind

2

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

3

Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem

1

The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind

2

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

3

Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
FinanceAI

The researchers that discovered ChatGPT can predict stock price movements discuss what A.I. investing can (and can’t) do

By
Lucy Brewster
Lucy Brewster
Down Arrow Button Icon
By
Lucy Brewster
Lucy Brewster
Down Arrow Button Icon
April 21, 2023, 3:53 PM ET
Robot on laptop screen
In the study, ChatGPT could accurately predict stock market sentiment and give its reasoning.
Add Fortune on Google for similar content.

It seems like everyone is musing about what an A.I.-powered future could hold, from “Shazam for scents” to humanoid robotic personal assistants. Yet can ChatGPT finally do what legions of investors have historically tried and have failed to do—beat the market? 

Recommended Video

According to researchers at the University of Florida, Alejandro Lopez-Lira and Yuehua Tang, the answer is yes. In their paper Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models, they found that ChatGPT outperformed today’s analysis methods in predicting stock market sentiment for a specific company based on news headlines. “Our results suggest that incorporating advanced language models into the investment decision-making process can yield more accurate predictions and enhance the performance of quantitative trading strategies,” they wrote in the study. 

Tang and Lopez-Lira explained to Fortune that the study started as a fun experiment to see what the chatbot’s potential could be, and they didn’t necessarily expect the conclusive results they got. To run the study, they prompted ChatGPT to decide how headlines about a company would affect its stock price, and then give its reasoning for why a headline was beneficial, detrimental, or inconclusive for the company’s stock. Over a large-scale quantitive analysis of prompt results, they found that “ChatGPT sentiment scores exhibit a statistically significant predictive power on daily stock market returns.” 

One straightforward implication of their study is that if ChatGPT can produce accurate market analysis, this will significantly alter the finance job market. The researchers explained that using these language learning models could help analysts be more accurate but, on the flip side, likely lead to fewer analysts needed and therefore fewer jobs. 

Their findings are particularly significant to asset managers, many of whom have already begun to design their A.I.-based algorithms for managing funds. Lopez-Lira explained that many of the hedge funds he was talking to about their findings already had “way more sophisticated” algorithms built specifically for stock forecasting. Some ETFs already use tools to manage their funds, and the researchers see this being increasingly adopted. Lopez-Lira noted that fund management companies that build algorithms use more advanced methods than reading headlines, and don’t use existing chatbots to design their algorithm specifically for picking stocks or assets they manage. 

If you’re opening ChatGPT right now on another browser to start stock picking, the researchers caution that their research doesn’t necessarily apply to individual investors. “To implement this, you need the infrastructure to make it and a quant-based strategy, rather than just the individual investor trying to Google one headline,” explained Tang. Lopez-Lira added that on any individual prompt, ChatGPT’s accuracy was only 51%. “It works well because when you’re aggregating across multiple companies on multiple days, you get a result, but for one given headline is basically a little bit better than tossing a coin,” he said. 

And the researchers also pointed out what anyone who has used the chatbot has seen—it’s far from perfect. For example, in the study, the chatbot consistently did not understand that a headline about a CEO or CFO selling stock was bad news for a company—the chatbot read those headlines as having an “unknown” impact on the stock because it didn’t know how much was sold. Lopez-Lira explained that there were moments like these where the algorithm missed connections that human intuition would pick up on.

Yet they did not doubt that the technology would be transformational and change the way that asset managers, investors, and regulators think about stock trading. “This is probably one of the earliest studies [on this topic]; we just had an interesting experiment,” said Lopez-Lira. “This is a disruptive creation,” he added.

About the Author
By Lucy Brewster
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Finance

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • TikTok icon
  • YouTube icon

Latest in Finance

‘It’s called StreetEasy, not StreetHard’: Mamdani cracks down on scourge of ‘housefishing’ and ‘real estate slop’
Real EstateHousing
‘It’s called StreetEasy, not StreetHard’: Mamdani cracks down on scourge of ‘housefishing’ and ‘real estate slop’
By Tatiana SatauaJuly 22, 2026
9 hours ago
As Washington panics about Chinese AI, Jensen Huang says open-source models like Kimi are ‘excellent’ and should be embraced, not banned
AIChina
As Washington panics about Chinese AI, Jensen Huang says open-source models like Kimi are ‘excellent’ and should be embraced, not banned
By Marco Quiroz-GutierrezJuly 22, 2026
9 hours ago
Man holding his hands open
InvestingStock
A new group of stocks is transforming global equities markets. Meet ‘Memi,’ the $3 trillion sector fueled by AI’s insatiable hunger for memory chips
By Amanda GerutJuly 22, 2026
9 hours ago
Scott Bessent speaks inside the Oval Office.
EconomyU.S. Department of the Treasury
Scott Bessent casually says the U.S. has more than $1 trillion in gold—and that it doesn’t matter for the dollar
By Sasha RogelbergJuly 22, 2026
10 hours ago
Canadian Prime Minister Mark Carney speaks to US President Donald Trump in front of a window.
EconomyDonald Trump
Carney and Trump agree to speed up trade negotiations a day after Trump puts a 50% tariff on Canadian goods
By The Associated Press and Jim MorrisJuly 22, 2026
10 hours ago
Trump Accounts draw 6.5 million sign-ups, but some families are still waiting on the promised $1,000 funding
InvestingDonald Trump
Trump Accounts draw 6.5 million sign-ups, but some families are still waiting on the promised $1,000 funding
By The Associated Press and Moriah BalingitJuly 22, 2026
12 hours ago

Most Popular

The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind
Real Estate
The millennial generation has split, new Fed research shows: Those over 35 are edging toward boomer-style wealth, while everyone else falls behind
By Nick LichtenbergJuly 22, 2026
13 hours ago
Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
Success
Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
By Sasha RogelbergJuly 20, 2026
2 days ago
Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
AI
Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
By Eva RoytburgJuly 21, 2026
2 days ago
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation
Cybersecurity
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation
By Jeremy Kahn and Emily ForliniJuly 21, 2026
1 day ago
Despite a $156 million contract, Knicks star Jalen Brunson still calls his parents for financial advice any time he makes a big purchase
Success
Despite a $156 million contract, Knicks star Jalen Brunson still calls his parents for financial advice any time he makes a big purchase
By Emma BurleighJuly 21, 2026
2 days ago
Scott Bessent casually says the U.S. has more than $1 trillion in gold—and that it doesn’t matter for the dollar
Economy
Scott Bessent casually says the U.S. has more than $1 trillion in gold—and that it doesn’t matter for the dollar
By Sasha RogelbergJuly 22, 2026
10 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.