G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/w28800
来源IDWorking Paper 28800
From Man vs. Machine to Man + Machine: The Art and AI of Stock Analyses
Sean Cao; Wei Jiang; Junbo L. Wang; Baozhong Yang
发表日期2021-05-17
出版年2021
语种英语
摘要An AI analyst we build to digest corporate financial information, qualitative disclosure and macroeconomic indicators is able to beat the majority of human analysts in stock price forecasts and generate excess returns compared to following human analyst. In the contest of “man vs machine,” the relative advantage of the AI Analyst is stronger when the firm is complex, and when information is high-dimensional, transparent and voluminous. Human analysts remain competitive when critical information requires institutional knowledge (such as the nature of intangible assets). The edge of the AI over human analysts declines over time when analysts gain access to alternative data and to in-house AI resources. Combining AI’s computational power and the human art of understanding soft information produces the highest potential in generating accurate forecasts. Our paper portraits a future of “machine plus human” (instead of human displacement) in high-skill professions.
主题Financial Economics ; Portfolio Selection and Asset Pricing ; Financial Markets ; Corporate Finance ; Other ; Accounting, Marketing, and Personnel
URLhttps://www.nber.org/papers/w28800
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/586472
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Sean Cao,Wei Jiang,Junbo L. Wang,et al. From Man vs. Machine to Man + Machine: The Art and AI of Stock Analyses. 2021.
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