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When Prospect Theory Meets Mean-Reverting Asset Returns: A Behavioral Dynamic Trading Model

  • Jianjun Gao
  • , Duan Li
  • , Jinyan Xie
  • , Yiwen Yang
  • , Jing Yao*
  • *Corresponding author for this work

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

Abstract

We develop a continuous-time asset allocation model to investigate the effects of mean-reverting stock returns on investors with Prospect Theory (PT) preferences. Our semi-analytical solution facilitates a comprehensive exploration of how the stock investment of PT investors may differ when accounting for mean reversion. We find that incorporating mean reversion attenuates the distinct V-shaped demand pattern in relation to contemporaneous prices, which is more pronounced when mean reversion is absent, by significantly reducing PT investors’ stock demand following price increases. This shift leads to a stock demand profile that demonstrates an inverse relationship with stock prices. In line with this change, we also show that combining PT utility with mean reversion predicts short-term contrarian behavior and the disposition effect more reliably than benchmark models that incorporate either PT utility or mean-reverting returns alone. © 2024 Elsevier B.V.
Original languageEnglish
Article number107159
JournalJournal of Banking and Finance
Volume162
Online published23 Mar 2024
DOIs
Publication statusPublished - May 2024

Funding

Jianjun Gao thanks the National Natural Science Foundation of China (Grant 71971132), the Shanghai Research Center for Data Science and Decision Technology, the InnoHK initiative of the Government of the HKSAR, the Laboratory for AI-Powered Financial Technologies, the Key Laboratory of Interdisciplinary Research of Computation and Economics, Ministry of Education, Shanghai University of Finance and Economics for research support. Jing Yao thanks the National Natural Science Foundation of China (Grant 71671045) for research support.

Research Keywords

  • Dynamic asset allocation
  • Individual Trading Behavior
  • Mean reversion
  • Prospect theory

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