Working Paper2025SSRN
What Do Leveraged Traders Seek and Gain from Social Media Tone?
Authors: Sha Liu, Yu Shen, Lu Qin
Abstract
We find that firm-specific social media tone influences leveraged trading. A more positive tone predicts greater next-day net margin purchasing, driven predominantly by sentiment. High margin purchasing following positive social media tone consistently yields inferior performance over both short and long horizons. Short sellers are collectively more sophisticated. They capitalize on fluctuations in social media tone, both positive and negative, through strategies that adjust to different tone windows and holding periods. While experienced, rational short sellers can swiftly profit from temporary negative sentiment, high short selling following persistently high social media tone is highly profitable over longer horizons.
Keywords
short sellingmargin tradinginvestor sentimentmarket efficiencysocial media
Tags of Social Finance
#Media and Textual Analysis#Archival Empirical#Financing- and Investment Decisions (Individual)#Asset Pricing & Trading Volume and Market Efficiency#Propagation of Noise & Undesirable Outcomes