Does generative AI facilitate investor trading? Evidence from ChatGPT outages
In this paper, we use ChatGPT outages to investigate whether investors rely on generative artificial intelligence (GAI) to perform trading-related tasks and the associated impact on stock price informativeness. We first document a significant decline in stock trading volume during ChatGPT outages an...
Saved in:
Main Authors: | , , |
---|---|
Format: | text |
Language: | English |
Published: |
Institutional Knowledge at Singapore Management University
2024
|
Subjects: | |
Online Access: | https://ink.library.smu.edu.sg/soa_research/2066 https://ink.library.smu.edu.sg/context/soa_research/article/3093/viewcontent/ssrn_4872189.pdf |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Singapore Management University |
Language: | English |
id |
sg-smu-ink.soa_research-3093 |
---|---|
record_format |
dspace |
spelling |
sg-smu-ink.soa_research-30932025-03-10T05:29:56Z Does generative AI facilitate investor trading? Evidence from ChatGPT outages CHENG, Qiang LIN, Pengkai ZHAO, Yue In this paper, we use ChatGPT outages to investigate whether investors rely on generative artificial intelligence (GAI) to perform trading-related tasks and the associated impact on stock price informativeness. We first document a significant decline in stock trading volume during ChatGPT outages and find that the effect is stronger for firms with corporate news released immediately before or during the outages. We further document similar declines in the short-run price impact, return variance, and bid-ask spreads, consistent with a reduction in informed trading during the outage periods. Lastly, we use trading volume changes during outages to construct a firm-level measure of the intensity of GAI-assisted trading and provide early evidence of a positive effect of GAI-assisted trading on long-run stock price informativeness. Overall, our findings contribute to the debate on the potential effects of AI trading models on financial market stability. 2024-06-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soa_research/2066 info:doi/10.2139/ssrn.4872189 https://ink.library.smu.edu.sg/context/soa_research/article/3093/viewcontent/ssrn_4872189.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Accountancy eng Institutional Knowledge at Singapore Management University Generative AI ChatGPT Informed Trading Price Informativeness Accounting Artificial Intelligence and Robotics Finance |
institution |
Singapore Management University |
building |
SMU Libraries |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
SMU Libraries |
collection |
InK@SMU |
language |
English |
topic |
Generative AI ChatGPT Informed Trading Price Informativeness Accounting Artificial Intelligence and Robotics Finance |
spellingShingle |
Generative AI ChatGPT Informed Trading Price Informativeness Accounting Artificial Intelligence and Robotics Finance CHENG, Qiang LIN, Pengkai ZHAO, Yue Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
description |
In this paper, we use ChatGPT outages to investigate whether investors rely on generative artificial intelligence (GAI) to perform trading-related tasks and the associated impact on stock price informativeness. We first document a significant decline in stock trading volume during ChatGPT outages and find that the effect is stronger for firms with corporate news released immediately before or during the outages. We further document similar declines in the short-run price impact, return variance, and bid-ask spreads, consistent with a reduction in informed trading during the outage periods. Lastly, we use trading volume changes during outages to construct a firm-level measure of the intensity of GAI-assisted trading and provide early evidence of a positive effect of GAI-assisted trading on long-run stock price informativeness. Overall, our findings contribute to the debate on the potential effects of AI trading models on financial market stability. |
format |
text |
author |
CHENG, Qiang LIN, Pengkai ZHAO, Yue |
author_facet |
CHENG, Qiang LIN, Pengkai ZHAO, Yue |
author_sort |
CHENG, Qiang |
title |
Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
title_short |
Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
title_full |
Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
title_fullStr |
Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
title_full_unstemmed |
Does generative AI facilitate investor trading? Evidence from ChatGPT outages |
title_sort |
does generative ai facilitate investor trading? evidence from chatgpt outages |
publisher |
Institutional Knowledge at Singapore Management University |
publishDate |
2024 |
url |
https://ink.library.smu.edu.sg/soa_research/2066 https://ink.library.smu.edu.sg/context/soa_research/article/3093/viewcontent/ssrn_4872189.pdf |
_version_ |
1827070829664403456 |