Institutional trading costs, Robinhood activity, and expected returns

Harren, Jan

Abstract

Using high-frequency TAQ data, I decompose the permanent price impact in U.S. equities into retail and institutional components. Institutional trades have substantially larger permanent price impact than retail trades and are more closely related to effective spreads, information, and proxies for limits-to-arbitrage. The institutional price impact predicts future stock returns in a size-neutral trading strategy and the predictive power is not absorbed by standard proxies for trading costs, adverse selection, and limits-to-arbitrage. An orthogonalized measure of institutional price impact continues to predict future returns, indicating that it contains a priced component beyond existing lower-frequency measures. Using Robinhood trading and platform outages as shocks to retail order flow, I show that Robinhood activity primarily drives this residual component and provides an economic driver of institutional price impact.

Keywords

Price impact; Trading costs; Cross-sectional asset pricing; Retail trading; Robinhood

Cite as

Harren, J. (2026). Institutional trading costs, Robinhood activity, and expected returns. Quantitative Finance. (accepted / in press (not yet published))

Details

Publication type
Research article (journal)

Peer reviewed
Yes

Publication status
accepted / in press (not yet published)

Year
2026

Journal
Quantitative Finance

Language
English

ISSN
1469-7688

DOI

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