Why Do Investors Like Short-leg Securities? Evidence from a Textual Analysis of Buy Recommendations

Abstract Our paper examines analyst reports and online stock opinion articles which recommend buying stocks that, based on the literature, trade at high prices and earn low future returns (“short-leg securities”). Using a textual analysis, we test whether the justifications primarily (1) emphasize safe-haven qualities, (2) indicate exuberance, or (3) highlight lottery-like features. Our results strongly point to (3). We subsequently validate our text-based inferences through a survey of institutional and retail investors with long positions in short-leg securities. Overall, perceived upside potential appears to play a material role in driving investor demand for stocks in the short legs of anomalies.

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Publication Details

Journal
Review of Financial Studies
Published
2025-08-30
DOI
https://doi.org/10.1093/rfs/hhaf068
Citations
3
Primary Topic
Financial Markets and Investment Strategies
Type
article
Field-Weighted Citation Impact
4.42
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article

Why Do Investors Like Short-leg Securities? Evidence from a Textual Analysis of Buy Recommendations

Zhuozhen Peng, Byoung‐Hyoun Hwang, Hailiang Chen
3 citations
Review of Financial Studies
Financial Markets and Investment Strategies
4.42
article

Why Do Investors Like Short-leg Securities? Evidence from a Textual Analysis of Buy Recommendations

Zhuozhen Peng, Byoung‐Hyoun Hwang, Hailiang Chen
article en
3 citations

Abstract

Abstract Our paper examines analyst reports and online stock opinion articles which recommend buying stocks that, based on the literature, trade at high prices and earn low future returns (“short-leg securities”). Using a textual analysis, we test whether the justifications primarily (1) emphasize safe-haven qualities, (2) indicate exuberance, or (3) highlight lottery-like features. Our results strongly point to (3). We subsequently validate our text-based inferences through a survey of institutional and retail investors with long positions in short-leg securities. Overall, perceived upside potential appears to play a material role in driving investor demand for stocks in the short legs of anomalies.

Review of Financial StudiesVol. 38(12)
Central University of Finance and Economics (CN), Nanyang Technological University (SG), Nanyang Institute of Technology (CN), University of Hong Kong (HK)
Openalex Percentile: Top 5%
Financial Markets and Investment Strategies
4.42
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Why Do Investors Like Short-leg Securities? Evidence from a Textual Analysis of Buy Recommendations — Zhuozhen Peng, Byoung‐Hyoun Hwang, et al. · Review of Financial Studies (2025) | TGRS Research Map | TGRS