Inside and Outside Informed Trading

49 Pages Posted: 3 Mar 2025

See all articles by Zhi Da

Zhi Da

University of Notre Dame - Mendoza College of Business

Xi Dong

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

Ke Wu

Renmin University of China - School of Finance

Dexin Zhou

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

Date Written: March 01, 2024

Abstract

We contrast the patterns of abnormal trading activity by two important groups of informed traders: inside (firm and its insiders) and outside arbitragers (hedge funds and short sellers). We find that net trading by firms (NFT) and outside arbitragers (NAT) both independently predict future stock returns despite their zero correlation. The return predictability of NFT is far more long-lasting compared to NAT. Moreover, NFT capitalizes on persistent anomaly signals, whereas NAT transient ones. These two types of traders exhibit opposite trading directions based on the two anomalies central to asset pricing: NFT (NAT) is on the right side of profitability (momentum). We find that the perplexing divergence between these two seemingly related anomalies can be attributed to their information availability and differing weights on the public information. Firms possess superior information about the persistence of their own profitability, while outsiders underestimate such persistence. Therefore, firms respond far more strongly to persistent profitability than transient profitability. We also find that NFT tends to focus heavily on valuation signals, which lead them to appear to trade against the momentum signals. In contrast, NAT places a lower weight on valuation, allowing them to profit from the momentum signal.

Keywords: Informed trading, Firms, Share issuance, Buybacks, Insiders, Outside arbitragers, Profitability, Momentum, Persistence in Profitability, Fundamental Valuation, Anomalies

Suggested Citation

Da, Zhi and Dong, Xi and Wu, Ke and Zhou, Dexin, Inside and Outside Informed Trading (March 01, 2024). Available at SSRN: https://ssrn.com/abstract=5161278 or http://dx.doi.org/10.2139/ssrn.5161278

Zhi Da

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

Notre Dame, IN 46556-5646
United States

Xi Dong (Contact Author)

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

One Bernard Baruch Way, Box B10-225
New York City, NY 10010
United States

HOME PAGE: http://xidongbaruch.weebly.com/

Ke Wu

Renmin University of China - School of Finance ( email )

Ming De Main Building
Renmin University of China
Beijing, Beijing 100872
China

HOME PAGE: http://sf.ruc.edu.cn/jszy/wk/index.htm

Dexin Zhou

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

55 Lexington Avenue
New York, NY 10010
United States

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