Market Returns and a Tale of Two Types of Attention

78 Pages Posted: 3 Apr 2020 Last revised: 8 May 2025

See all articles by Zhi Da

Zhi Da

University of Notre Dame - Mendoza College of Business

Jian Hua

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance

Tim Chih-Ching Hung

National Taiwan University - Department of Finance

Lin Peng

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance

Date Written: August 10, 2024

Abstract

We provide novel evidence that aggregate investor attention to stocks predicts marketwide returns, but with a striking difference across investor clienteles. Daily aggregate retail attention (ARA) negatively predicts one-week-ahead market returns, is associated with aggregate retail order imbalance and flows to equity mutual funds, and exhibits a stronger predictability during periods of high marketwide uncertainty, poor liquidity, or more costly short selling. In contrast, aggregate institutional attention (AIA), when observed before major news announcements, positively predict future marketwide returns. In cross-sectional analysis, we show that the predictability is stronger for ARA among illiquid stocks, and for AIA among high-beta stocks. The predictability results are robust out-of-sample and correspond to meaningful expected utility gains even for diversified investors. The findings are consistent with the idea that attention-driven retail buying can generate an aggregate price pressure on the stock market, whereas institutional attention precedes the resolution of marketwide uncertainty and the accrual of risk premiums.

Keywords: G11, G12, G14, G4 Return Predictability, Institutional Attention, Retail Attention, Macroeconomic Announcements, Announcement Premium, Order Imbalance, Mutual Fund Flow

JEL Classification: G11, G12, G14, G4

Suggested Citation

Da, Zhi and Hua, Jian and Hung, Tim Chih-Ching and Peng, Lin, Market Returns and a Tale of Two Types of Attention (August 10, 2024). Available at SSRN: https://ssrn.com/abstract=3551662 or http://dx.doi.org/10.2139/ssrn.3551662

Zhi Da

University of Notre Dame - Mendoza College of Business ( email )

Notre Dame, IN 46556-5646
United States

Jian Hua

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance ( email )

17 Lexington Avenue
New York, NY 10010
United States

Tim Chih-Ching Hung

National Taiwan University - Department of Finance ( email )

1, Sec. 4, Roosevelt Road
Taipei, 106
Taiwan

Lin Peng (Contact Author)

City University of New York, Baruch College - Zicklin School of Business - Department of Economics and Finance ( email )

17 Lexington Avenue
New York, NY 10010
United States

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