Do AI Chatbots Provide an Outside View?

71 Pages Posted: 28 Jun 2024

See all articles by Stephen Shu

Stephen Shu

Cornell University; Cornell SC Johnson College of Business

Sreyoshi Das

Cornell SC Johnson College of Business

Daniela Hernandez

affiliation not provided to SSRN

Omar Fayaz

Independent

Junhui Lei

Independent

Prem Kumar Mullai Manavalan

Independent

Xinguo Peng

Independent

Nicholas Sakaguchi

Independent

Sneha Suresh

Independent

Date Written: June 24, 2024

Abstract

Given the rise of generative artificial intelligence (AI), we investigated to what extent AI chatbots provide an "outside view" relative to humans. Managers and individuals are often encouraged to beware of the "inside view," which can lead to problems with people focusing on their own experiences and falling prey to decision-making biases. We find that AI has an inside view on some tasks, such as falling prey to conjunction fallacy, overconfidence, and confirmation biases. However, AI can complement humans with an outside view relative to tasks like consideration of base rates, insensitivity to availability biases, and cognitive reflection. Here, we discuss policy implications, such as increasing AI literacy, identifying use case collaborations, balancing human-or AI-in-the-loop processes, and ongoing monitoring processes.

Keywords: Judgment and Decision Making, Generative AI, Behavioral Economics

Suggested Citation

Shu, Stephen and Das, Sreyoshi and Hernandez, Daniela and Fayaz, Omar and Lei, Junhui and Manavalan, Prem Kumar Mullai and Peng, Xinguo and Sakaguchi, Nicholas and Suresh, Sneha, Do AI Chatbots Provide an Outside View? (June 24, 2024). Available at SSRN: https://ssrn.com/abstract=4874756 or http://dx.doi.org/10.2139/ssrn.4874756

Stephen Shu (Contact Author)

Cornell University ( email )

Ithaca, NY 14853
United States

Cornell SC Johnson College of Business ( email )

Ithaca, NY 14850
United States

Sreyoshi Das

Cornell SC Johnson College of Business ( email )

Ithaca, NY 14850
United States

Daniela Hernandez

affiliation not provided to SSRN

Omar Fayaz

Independent ( email )

Junhui Lei

Independent ( email )

Xinguo Peng

Independent ( email )

Nicholas Sakaguchi

Independent ( email )

Sneha Suresh

Independent ( email )

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